diff --git a/benchmarks/harbor/README.md b/benchmarks/harbor/README.md
index d784f9f..eb667fa 100644
--- a/benchmarks/harbor/README.md
+++ b/benchmarks/harbor/README.md
@@ -95,6 +95,59 @@ when it runs; a successful preflight is not a guarantee against later outages.
 Full standard runs enable the timeout retry policy below by default, with zero
 whole-trial retries. CI checks these contracts without model calls or Docker.
 
+### Pi agent baselines
+
+The same entry point also supports `harbor_adapter:PiCodeAgent`. Register a local
+unmodified Pi binary distribution with `distribution_path` and
+`distribution_sha256`, a public `model_config_path`, and optionally `thinking`
+in the agent kwargs. The digest covers every distribution file and its mode.
+The workflow saves one content-addressed distribution snapshot in the shared
+cache, verifies it again before installation, and records its file manifest and
+public model configuration with every job. Pi runs its native prompt, tools,
+compaction, and retry behavior; no nanoPyCodeAgent wheel is installed or built.
+
+Currently this adapter supports the official DeepSeek OpenAI-compatible API.
+The public models file must reference `${DEEPSEEK_API_KEY}`; supply the actual
+key through the process environment. Personal Pi configuration, extensions,
+skills, and session history are not copied into task environments. Catalog
+refresh is disabled so the recorded model configuration remains reproducible.
+Installation-only checks validate the actual binary and provider registration
+without a model call and use the same reviewed verifier dependency profiles.
+They reject model-loading diagnostics even when Pi exits zero, and require the
+requested provider/model in the offline listing. Jobs with multiple Pi agents
+preserve distinct public configurations in immutable job-local files; the
+manifest records each `model_config_file` and its digest. Concurrent preparations
+reuse a verified distribution published by another process and clean staging
+directories on success or failure.
+Native sessions and completed JSON events remain in `agent/pi/` and `agent/pi.txt`.
+Usage includes compaction when Pi supplies it, and reported costs are estimates.
+Missing usage stays diagnosed. Pi does not currently generate an ATIF trajectory.
+Failed assistant streams with initialized zero usage remain unknown even if a
+native retry succeeds. Known token and cost subtotals are retained, with partial
+accounting flags for missing usage or cost.
+On Linux, the Pi command runs under a child subreaper. Cancellation stops its
+process tree, including detached tool sessions, before control returns to Harbor.
+Successful runs retain intentional background services. Set
+`verifier.kwargs.require_agent_quiescence=true` to require a completed or
+confirmed-cancelled supervision record before any official assertion executes.
+Missing or incomplete records stop grading. Installation checks exercise the
+supervisor without a model call; interrupted usage/cost totals remain partial.
+
+The comparison runner supports Pi arms and `--phase all` for installation checks
+followed by the model queue. A registered `minimum_free_disk_bytes` stops new
+jobs before they start when disk space is insufficient. Existing jobs and
+failed attempts are preserved. Agent-specific budget differences must be
+declared in the experiment instead of assuming native agent defaults match.
+For constrained Docker storage, an optional `batch_images` plan restores each
+batch by registered repository digest, verifies image identities, and evicts
+only image references absent from the run's initial inventory. It checks the
+actual Docker storage volume and never forces image or container deletion.
+
+The first [Pi + DeepSeek Flash dev34 report](reports/en/pi-deepseek-flash-dev34-20261024.md)
+preserves all 34 attempts, the supervision amendment, two unscored legacy
+timeouts, public-reference exposure, and partial accounting. It does not claim
+a complete, uncontaminated 34-task pass rate.
+
 ### Cache original task images
 
 If Docker image pulls repeatedly stall, the optional cache utility downloads the
@@ -113,14 +166,24 @@ uncompressed layer must match the original image configuration. The resulting
 preserves the original manifest, configuration, and compressed layers byte for
 byte. Docker import must retain the original repository digest.
 
-This Linux utility supports public single-platform `linux/amd64` images with
-gzip layers and SHA256 descriptors. `--load` requires Docker's containerd image
-store. Use one cache writer at a time; `--workers` controls parallel range
+This Linux utility supports public `linux/amd64` images with gzip layers and
+SHA256 descriptors. For OCI indexes and Docker manifest lists, it retains the
+unmodified parent index and the unique native image manifest, downloading only
+that platform's layers. Attestations associated with the selected image retain
+their original manifest, configuration, and in-toto payloads, each verified by
+digest. Other platforms and their attestations remain referenced in the
+original index without fetching their blobs. Docker loads the native
+platform explicitly and must retain the original parent repository digest.
+`--load` requires Docker's containerd image store and platform-selective imports.
+Use one cache writer at a time; `--workers` controls parallel range
 requests (default eight, maximum sixteen). Completed blobs and partial ranges
 can be reused after an interrupted download, with complete blobs revalidated.
 Keep the manifest lock records with the run evidence. This only warms Docker's
 image cache: continue using the standard benchmark entry point and installation
 preflight, and retain any earlier environment-start failures separately.
+Long image transfers refresh anonymous registry tokens before expiry and once
+after HTTP 401. Interrupted transfers reuse saved ranges, then verify the full
+blob digest before import. HTTP errors report status codes without signed URLs.
 
 ### Cache immutable APT indexes
 
diff --git a/benchmarks/harbor/README.zh-CN.md b/benchmarks/harbor/README.zh-CN.md
index 7ceeda3..d7b3d9c 100644
--- a/benchmarks/harbor/README.zh-CN.md
+++ b/benchmarks/harbor/README.zh-CN.md
@@ -76,6 +76,46 @@ uv 0.9.5、Python 3.13、pytest 8.4.1 和 pytest-json-ctrf 0.3.5，不执行题
 通过不能保证后续没有网络故障。完整标准运行默认启用下述验证超时重试，整题重试
 次数为零。CI 会验证这些约定，不调用模型、不启动 Docker。
 
+### Pi agent baseline
+
+同一个标准入口也支持 `harbor_adapter:PiCodeAgent`。在 agent kwargs 中用
+`distribution_path` 和 `distribution_sha256` 注册本地未修改的 Pi 二进制发行包，
+用 `model_config_path` 指定公开模型配置，并可选设置 `thinking`。
+摘要覆盖发行包内每个文件及其权限。工作流会在共享缓存中保存一份按内容寻址的
+发行包快照，安装前再次校验，并为每个任务记录文件清单与公开模型配置。
+Pi 使用原生提示词、工具、上下文压缩和重试行为；不会构建或安装 nanoPyCodeAgent wheel。
+
+目前该 adapter 支持 DeepSeek 官方 OpenAI 兼容 API。公开模型文件必须引用
+`${DEEPSEEK_API_KEY}`，真实密钥通过进程环境提供。个人 Pi 配置、扩展、skills
+和历史会话不会复制到任务环境。禁用模型目录自动更新，以保证已记录的配置可复现。
+仅安装检查会验证实际二进制和模型注册，不调用模型，并沿用相同的已审阅 verifier
+依赖 profile。原生会话及完整事件保存在 `agent/pi/` 和 `agent/pi.txt`。
+即使 Pi 返回零退出码，模型加载诊断也会导致检查失败；离线列表必须包含请求的
+provider/model。同一任务中多个 Pi agent 的不同公开配置会分别保存为不可变的
+任务本地文件，清单记录各自的 `model_config_file` 和摘要。并发准备会复用其他
+进程已发布且通过核验的分发包，成功或失败后均清理暂存目录。
+用量统计在 Pi 提供数据时包含上下文压缩；费用为估算值，缺失用量会单独标注。
+Pi 目前不生成 ATIF trajectory。
+失败的 assistant 流即使随后通过原生重试成功，其初始化的零用量仍视为未知。
+保留已知 token 和费用小计，并对缺失用量或费用设置不完整标记。
+在 Linux 上，Pi 命令由 child subreaper 托管。取消执行时，运行器会先停止整个
+进程树（包括工具创建的独立会话），再将控制权交回 Harbor。正常完成的任务仍可
+保留有意启动的后台服务。设置 `verifier.kwargs.require_agent_quiescence=true`
+后，执行官方断言前必须有正常完成或已确认取消的进程托管记录；记录缺失或不完整
+时停止评分。安装检查会在不调用模型的前提下验证运行器；中断执行的用量和费用
+总计会标记为部分数据。
+
+比较运行器支持 Pi arm，以及先安装检查、再执行模型队列的 `--phase all`。
+注册的 `minimum_free_disk_bytes` 会在空间不足时阻止启动新任务。
+已有任务和失败尝试均保留。各 agent 的预算差异必须在实验中说明，不能假设原生默认值相同。
+Docker 空间受限时，可以通过 `batch_images` 计划按批恢复已注册 repository digest
+对应的镜像、验证镜像身份，并仅清理本轮初始清单中不存在的镜像引用。
+运行器会检查 Docker 实际存储分区，且不会强制删除镜像或容器。
+
+首份 [Pi + DeepSeek Flash dev34 报告](reports/zh-CN/pi-deepseek-flash-dev34-20261024.md)
+保留了全部 34 次尝试、进程托管修正、两次不评分的旧超时、公开参考材料接触和
+不完整用量统计，不宣称完整且无答案接触的 34 题通过率。
+
 ### 缓存原始任务镜像
 
 如果 Docker 拉取镜像反复停滞，可用缓存工具从同一 Docker Hub 公共仓库分段并行下载：
@@ -91,13 +131,22 @@ python benchmarks/harbor/scripts/cache_image.py \
 生成的 [OCI 归档](https://github.com/opencontainers/image-spec/blob/main/image-layout.md)
 逐字节保留原始 manifest、配置和压缩层；Docker 导入后必须保留原始仓库摘要。
 
-该 Linux 工具支持使用 gzip 层和 SHA256 描述符的公共单平台 `linux/amd64` 镜像。
-`--load` 需要 Docker 的 containerd 镜像存储。同一缓存目录同时只允许一个写入进程；
+该 Linux 工具支持使用 gzip 层和 SHA256 描述符的公共 `linux/amd64` 镜像。
+对于 OCI index 和 Docker manifest list，会保留未修改的父索引及唯一的本机平台
+镜像 manifest，只下载该平台的层。本机镜像关联的 attestation 会保留原始 manifest、
+配置和 in-toto payload，并逐个校验摘要。其他平台及其 attestation 仍由原始索引引用，
+但不会下载它们的 blob。Docker 显式加载本机平台，并且必须保留原始父索引的仓库摘要。
+`--load` 需要 Docker 的 containerd 镜像存储及按平台导入能力。
+同一缓存目录同时只允许一个写入进程；
 `--workers` 控制分段请求并发数，默认 8、最多 16。下载中断后可复用已完成的对象和分段，
 完整对象会重新校验。请将 manifest 锁定记录纳入实验的证据归档。
 这个步骤只准备 Docker 镜像缓存；随后仍需使用标准 benchmark 入口并执行安装预检，
 之前出现的环境启动失败应单独保留。
 
+大镜像传输会在匿名 registry 令牌到期前刷新令牌，并在收到 HTTP 401 后刷新一次。
+中断的传输会复用已保存的分段，导入前仍校验完整 blob 摘要。
+HTTP 错误仅报告状态码，不暴露带签名的 URL。
+
 ### 缓存不可变的 APT 索引
 
 如果原始 APT 索引下载反复停滞，可用可选的宿主机代理，通过校验过的并行分段请求
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/README.md b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/README.md
new file mode 100644
index 0000000..afa8678
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/README.md
@@ -0,0 +1,343 @@
+# Pi + DeepSeek Flash dev34 agent baseline
+
+**Status: all 34 model attempts finished. The audited outcomes are 26 official
+passes, six scored failures, and two unscored legacy timeout attempts. One pass
+followed confirmed cancellation at the time limit; another accessed public
+reference tests and a solution. No complete, uncontaminated 34-task pass rate
+is claimed.** See the complete [English report](../../reports/en/pi-deepseek-flash-dev34-20261024.md),
+[Simplified Chinese report](../../reports/zh-CN/pi-deepseek-flash-dev34-20261024.md),
+and [audited results](../../results/pi-deepseek-flash-dev34-20261024.json). After the
+October 27 repository relocation, the project volume had approximately 69 GiB
+free and Docker's system volume approximately 20 GiB. The active
+[v7 plan](experiment-v7.json) restores and verifies the original images one
+batch at a time, then removes only image references absent from the initial
+Docker inventory. Existing recovery containers and their images are preserved.
+Model work remains gated on successful native installation checks for all tasks.
+The [original registration](experiment.json) remains unchanged and unexecuted.
+
+This experiment establishes the first external-agent baseline on the existing
+34-task development pool. The [selection](selection.json) is byte-identical to
+the October 12 selection. All task revisions and registered task-file hashes
+match, and all 34 local Docker image identities and repository digests were
+checked against the October 19 registration. The other 55 tasks remain unopened.
+
+## Frozen agent and model
+
+- Agent: upstream Pi **1.4.0**, using the existing local binary distribution.
+- Runtime adapter checkouts: the first six attempts retain `jobs/runtime-source`,
+  detached at `d6ed70a5d6a1c5b0f9b6c9d20b4a1c2b49153f67`; the remaining
+  28 use `jobs/supervised-source`, detached at
+  `29db8d7abbbe5f1660b8fb4d7caeeb0d183dc64d`.
+- [Distribution manifest](pi-distribution.json): all files and permissions,
+  pinned by `60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9`.
+  This pins the installed local bytes; an upstream release archive checksum has
+  not been independently checked. No Pi source or binary is modified.
+- Model: `deepseek/deepseek-flash`, through the official OpenAI-compatible API at
+  `https://api.deepseek.com`.
+- Reasoning: **high**, selected before any model work. Temperature is unset.
+- [Public model configuration](pi-models.json): the local DeepSeek provider's
+  capabilities and compatibility settings, with credentials replaced by the
+  `${DEEPSEEK_API_KEY}` environment reference. No other provider is copied.
+
+[DeepSeek's official documentation](https://api-docs.deepseek.com/quick_start/agent_integrations/)
+was checked on October 24 and maps `deepseek-flash` to
+DeepSeek-V4.1-Flash-1017. This alias is mutable. The registered model metadata
+declares a 1,000,000-token context and 384,000-token output ceiling. Actual
+generation behavior remains Pi's native behavior. The configuration retains
+peak-rate token estimates; [official pricing](https://api-docs.deepseek.com/quick_start/pricing/)
+also has off-peak discounts, so these estimates are not reconciled bills.
+
+Pi retains its own system prompt, default tools, context compaction, and internal
+request retry behavior. Personal extensions, skills, session history, settings,
+and other providers are not copied. Model catalog refresh is disabled with
+`--offline`; model requests still reach the official API. The adapter keeps
+native sessions and completed JSON events rather than generating an ATIF trace.
+
+## Task, budget, and infrastructure policy
+
+The [active experiment plan](experiment-v7.json) registers all 34 fresh model trials,
+their fixed order, configurations, source revision, distribution, infrastructure
+hashes, and installation checks. Maximum concurrency is two, with consecutive
+pair barriers and no whole-trial retries. Preserve every failed setup or launch
+attempt; do not replace an existing model output after seeing its outcome.
+
+Each task keeps its original image, resource limits, native agent timeout, test
+scripts, package sources, and native verifier time limit. Setup separately
+allows 1,800 seconds. Only verifier timeouts may retry, at most three total
+attempts against the same output. Dependency-error recovery is disabled.
+
+This run uses stock Pi loop and generation behavior. It does not inject Nano's
+100-reply cap or its native-timeout-minus-180-seconds work budget and finalization
+reminders. The historical Nano configuration requested 65,536 output tokens;
+the Pi model metadata retains the local 384,000-token ceiling. Report these
+differences when comparing scores: this is an agent baseline, not an experiment
+that isolates harness behavior under identical internal budgets.
+
+Fresh installation-only checks must finish for all 34 tasks before any model
+trial. QEMU has the reviewed `qemu-alpine-ssh-v1` verifier profile. The other
+33 tasks must explicitly report `not_configured`; successful Pi installation
+does not certify their verifier dependencies. All 34 Pi installation checks have completed successfully, including
+**QEMU's verifier dependency preflight**. The other 33 verifier profiles remain
+explicitly `not_configured`; their installation success does not certify
+verifier dependencies.
+
+The [dependency transport](dependency-cache.compose.json) reuses the reviewed
+loopback APT-index and original uv/Python release-cache sidecars. The
+[release manifest](dependency-release-manifest.json) is unchanged. Cache use
+preserves upstream filenames, sizes, SHA256 digests, and native package checks.
+The worktree's ignored `.cache` link points to the repository's shared cache.
+No task images, official tests, or package origins are substituted.
+
+## Execute
+
+From this experiment worktree's root, provide `DEEPSEEK_API_KEY` in the process
+environment and use an isolated virtual environment. The command below first
+runs all installation checks; models start only if those checks succeed.
+
+```bash
+export UV_PROJECT_ENVIRONMENT="$PWD/jobs/harbor-supervised-runtime-venv"
+uv run --frozen --project jobs/supervised-source/benchmarks/harbor \
+  python benchmarks/harbor/scripts/run_comparison.py \
+  --plan benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v7.json \
+  --phase all
+```
+
+The runner executes each job through the standard repository entry point:
+
+```bash
+uv run --project benchmarks/harbor python -m harbor_adapter run --config <config.json>
+```
+
+Each invocation runs from the frozen runtime checkout. Native jobs and input
+manifests are stored under `jobs/runtime-source/jobs/` for the first six attempts
+and `jobs/supervised-source/jobs/` for the remaining 28; orchestration state is
+stored under `jobs/pi-deepseek-flash-dev34-20261029-supervision-v7-orchestration/`. Existing
+records cannot be overwritten. A previous interrupted job requires inspection.
+If preflight fails, preserve it and register any corrective installation check
+separately before authorizing model work from the resulting evidence.
+
+During execution, inspect operational stages only. Freeze all 34 outputs before
+reviewing new task trajectories or hidden-test content. Keep setup and verifier
+errors separate from scored task failures. Once the run finishes, produce both
+complete English and Simplified Chinese reports together, plus audited results.
+Both reports and the results are now complete; raw trajectories remain local.
+
+## Original preparation evidence (before execution)
+
+- The Harbor workflow suite passed **187 tests** before the final usage/error
+  accounting changes; all **51 relevant tests** passed after those changes.
+- All **35** Harbor configurations and the frozen experiment plan validated.
+- The actual Pi 1.4.0 binary accepted the registered provider via
+  `--offline --list-models deepseek-flash`, using a dummy key and no model call.
+- All **34** registered task-file sets and Docker image identities matched the
+  previous run. See [image evidence](image-digests.json).
+- Container dependency preflight: **pending**. Model trials: **0/34 started**.
+
+## October 27 storage amendment
+
+The v2 registration splits installation into 17 consecutive two-task batches.
+Before each installation or model batch, the runner restores missing images
+using their original repository digests and checks their recorded identities.
+It requires 15 GiB free on Docker's actual storage volume before restoration.
+After each batch, it removes newly introduced image references without force;
+Docker must retain images referenced by any remaining container. Raw task files,
+logs, official tests, original images, and frozen outputs remain unchanged.
+Initial Docker image IDs and all restore/verify/evict events are recorded in the
+orchestration directory. This changes image-cache residency, not image contents.
+The existing cache sidecars remain isolated and unchanged.
+
+The agent runtime, Pi 1.4.0 distribution, high reasoning setting, model provider,
+34 task revisions, model ordering, resources, and timeout policies are unchanged.
+Canonical paths in `storage-v2/` reflect the repository relocation. The isolated
+virtual environment resides on the project volume. The official model alias was
+rechecked on October 27 and still maps to DeepSeek-V4.1-Flash-1017. All 51 v2 job
+configurations and complete task-file sets validated; 55 relevant workflow tests
+passed, including image identity, preservation, eviction, and disk-space guards.
+
+The v2 controller was stopped during the first stalled Docker layer download,
+before any native job or model call. Its launch and image-download evidence
+remain local. The active v3 plan uses the existing SHA256-verified range-cache
+utility to restore the same registered images, then applies the same batch
+eviction policy. No task configuration, agent output, or verifier policy changed.
+All 56 relevant workflow tests passed after this amendment.
+
+## October 28 image-transfer recovery
+
+V3 completed eight installation jobs covering 16 tasks, all successfully.
+It then stopped while restoring QEMU's original 991,743,246-byte image layer:
+253 one-MiB ranges remained saved, with no QEMU native trial or model work.
+The original logs reported a registry `HTTPError` but did not preserve its
+status code, so the exact historical HTTP status is unknown. A fresh-token
+manifest request succeeded and matched the registered image digest.
+
+The image-cache utility previously held one anonymous pull token for the entire
+image transfer. It now refreshes expiring tokens and retries once with fresh
+credentials on HTTP 401, coordinating refreshes between range workers. Saved
+ranges remain resumable; complete blobs still require full SHA256 verification.
+Sanitized failures retain HTTP status codes without exposing signed URLs.
+These fixes address token expiry during long transfers; the original failure's
+status cannot be established retrospectively.
+
+The [v4 plan](experiment-v4.json) binds the 16 successful native installation
+records through [resume evidence](preflight-resume-evidence.json), including
+results, bootstrap records, original input configurations, source manifests,
+and Pi model snapshots. The strict existing acceptance checks validated every
+record as installation-only from the same frozen runtime and distribution.
+The v4 orchestration directory links to the original eight completed job
+records; the runner skips their image preparation and native execution.
+All remaining installations are fresh. Previous transfer failures and launch
+evidence remain preserved. Model work is still gated on all 34 successful
+installation checks, and the agent/model/task/budget/verifier policies are unchanged.
+The complete Harbor workflow suite passed **199 tests** after these changes.
+
+## October 29 MTEB image restoration
+
+V4 successfully completed 30 installation checks, including QEMU's registered
+verifier dependency profile. Before starting pair 16, the range-cache utility
+rejected MTEB's multi-architecture OCI index, which is outside the utility's
+documented single-platform support. No native pair-16 trial, model call, or
+verifier execution occurred. This is an image-transfer failure, separate from
+task setup and task scores. Its original logs remain preserved.
+
+The original registered reference is
+`alexgshaw/mteb-leaderboard@sha256:a8538f4882ff132e0a20a75be3fffc07164318a7425ad19a6b4bf5268107feb4`.
+A native Docker pull reached its 600-second timeout before installing the image.
+The cache utility now supports this format: it retains the original parent
+index, selects exactly one Linux amd64 image manifest by digest, verifies its
+size and SHA256, and downloads the original native layers through the existing
+verified range path. The native configuration and compressed/uncompressed layer
+digests remain unchanged. Native-platform attestations preserve their original
+manifest, configuration, and in-toto payloads with digest verification. Other
+platform and attestation references remain unchanged in the parent index, with
+their blobs unfetched. Docker imports with
+`--platform linux/amd64`, and both the utility and runner require the original
+parent image/repository digest after loading. Image residency follows the same
+batch-cache policy as other task images.
+
+An isolated real-Docker import probe using the repository cache writer confirmed
+that this preserves the parent image ID and repository digest. Its temporary
+image was removed. See [import evidence](oci-index-import-evidence.json), which
+also records the native-pull timeout. The complete Harbor workflow suite passed
+**206 tests**, including native-platform selection, parent/child preservation,
+and rejection of mismatched or ambiguous manifests.
+
+The [v5 plan](experiment-v5.json) reuses
+[30 strictly validated native installation records](preflight-resume-30-evidence.json),
+with all prior results, bootstrap records, manifests, configurations, and model
+snapshots bound by hash. Completed checks are never rerun. The initial protected
+inventory includes the previous protected images and the images already present
+when recovery resumes. The four remaining checks run fresh, then the unchanged
+34-task model queue begins automatically after complete installation success.
+The adapter source, Pi distribution, model settings, task revisions, resources,
+budgets, and verifier policy remain unchanged; no adapter code changed here.
+
+## Native-attestation completeness amendment
+
+The initial index probe covered an absent non-native image. A subsequent
+isolated four-descriptor probe matching MTEB's index shape showed that Docker's
+native-platform importer also requires attestations associated with that native
+image. V5 was stopped during image transfer before pair 16 or any model work.
+The new cache path fetches those original attestation manifests and their config
+and in-toto payloads by descriptor, verifies all sizes and SHA256 digests, and
+includes them unchanged in the OCI archive. It leaves the ARM image and ARM
+attestation unfetched, preserving all their original references in the index.
+
+A real-Docker probe of the complete native-attestation graph now succeeds and
+preserves the original parent image/repository digest. Its temporary image was
+removed; see [attestation import evidence](oci-index-attestation-import-evidence.json).
+The [v6 plan](experiment-v6.json) preserves the same 30 validated installation
+records and all earlier transfer evidence, resumes the original image bytes,
+and retains the unchanged model/preflight gate. No native agent or verifier
+behavior changed.
+
+The full Harbor workflow suite passed **210 tests** after native-attestation
+completeness checks. All v6 source, configuration, task, image, and reused
+installation-evidence hashes validated before launch.
+
+## Installation complete; model execution started
+
+All 34 native installation checks have completed successfully and passed strict
+provenance validation; see [complete installation evidence](preflight-complete-evidence.json).
+QEMU's registered verifier profile passed, and the other 33 profiles remain
+`not_configured`. MTEB's original parent image/repository digest was confirmed
+after the real import, and its installation check passed.
+
+The model gate opened automatically. The first two tasks,
+`adaptive-rejection-sampler` and `build-cython-ext`, have received actual model
+replies and are executing tools. Operational counters alone were inspected;
+new task trajectories and official hidden-test contents remain unreviewed.
+The fixed queue continues with concurrency two. All 34 model outputs must
+freeze before result/trace analysis and complete bilingual reporting.
+
+## Timeout-boundary correction after the first six attempts
+
+Operational timestamps confirmed that the adaptive rejection sampler continued
+producing assistant/tool events after Harbor recorded its agent timeout and
+started verification. The frozen-output boundary is invalid for that attempt.
+WAL recovery also timed out without a supervision acknowledgement, so its
+boundary remains unverified. Both native zero rewards and all original outputs
+are preserved, with these attempts separated from ordinary scored failures.
+See [timeout-boundary evidence](timeout-boundary-evidence.json); only event
+timestamps and lifecycle metadata were reviewed, not solution or hidden-test
+content. The other four completed native results remain unchanged.
+
+The original scheduling controller stopped at the completed-pair boundary before
+starting task seven. The corrected adapter supervises Pi and all descendants
+through a Linux child subreaper, including tools that start separate sessions.
+Cancellation freezes and kills that process tree and waits for confirmation
+before Harbor can start its verifier. A required verifier guard refuses missing
+or incomplete confirmation. Normal completion retains intentional solution
+servers. Agent timeouts, model settings, prompt, tools, and Pi distribution are
+unchanged; interrupted usage/cost totals are explicitly partial.
+
+An isolated network-disabled Docker test confirmed that a detached tool stops
+writing before cancellation returns; see
+[supervision probe evidence](process-supervision-probe-evidence.json).
+The corrected adapter will run from a newly frozen checkout. Its 28 unstarted
+tasks require fresh installation checks, including a supervisor startup probe,
+before any further model work. The six existing model attempts remain under
+their original source reference and are never replaced.
+
+The corrected supervision and grading boundary passed **225 Harbor tests**.
+A real network-disabled Docker probe also confirmed that a detached tool stops
+writing before cancellation returns. Earlier timeout attempts remain excluded
+from ordinary scored-failure counts because their frozen boundary is invalid or
+unverified; the amendment does not retroactively validate those outputs.
+
+The [v7 plan](experiment-v7.json) preserves the six completed model states and
+all original installation evidence. It registers a separate `pi_supervised` arm
+for the 28 unstarted tasks, frozen at `29db8d7abbbe5f1660b8fb4d7caeeb0d183dc64d`.
+Fourteen fresh two-task installation jobs exercise that source and its
+supervisor before the remaining model work. New model configurations require
+`verifier.kwargs.require_agent_quiescence=true`. The original six models retain
+`jobs/runtime-source`; the remaining jobs and fresh installation evidence live
+under `jobs/supervised-source/jobs/`. The original task ordering, Pi/model
+settings, per-task budgets, and concurrency limit remain unchanged.
+
+All 28 corrected-source installation checks completed successfully, including
+the process-supervision startup probe. The remaining 28 model attempts then
+finished without replaying or replacing any of the first six outputs.
+
+## Completed output freeze and audit
+
+The last model job finished at `2026-10-29T19:11:52.019151+00:00`. The
+[output freeze](outputs-freeze.json) hashed 1,449 files at
+`2026-10-30T13:54:30.827662+00:00`, before new solution/hidden-test-content
+review. All frozen hashes, source snapshots, task revisions, Pi distribution
+pins, public model configurations, pair barriers, and installation gates were
+verified. Final v7 plan validation passed. No model trial or verifier was retried.
+
+The standard summaries retain 25 normal passes, six normal scored failures,
+and three `AgentTimeoutError` execution errors. Caffe's corrected-source timeout
+acknowledged 13 stopped processes before all six official tests passed; the
+audit accepts its raw one while retaining its exception. Sampler and WAL retain
+raw zeros and analytically null outcomes because their old timeout boundaries
+are invalid/unverified. Sampler also suffered a verifier dependency error before
+pytest; this overlaps its boundary exclusion rather than adding another task.
+
+Pipeline parallelism's official pass is flagged because Pi downloaded and read
+public reference tests and a solution. WAL and the inference scheduler printed
+the provider key into four local event/session files. Raw traces and key values
+are not published; rotate the exposed key before another experiment. The full
+report pair documents these findings, partial usage, and differences from the
+historical Nano budget. All controllers and trial containers have exited.
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/adaptive-rejection-sampler.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/adaptive-rejection-sampler.json
new file mode 100644
index 0000000..e06791a
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/adaptive-rejection-sampler.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/adaptive-rejection-sampler",
+      "ref": "sha256:bcaa2399985cd57666018025846289ab25e193ae0dd8fb7f0ffab2410c24d4de"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/apt-cache.conf b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/apt-cache.conf
new file mode 100644
index 0000000..e191ddb
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/apt-cache.conf
@@ -0,0 +1,8 @@
+// Route only public APT HTTP origins through the verified index cache.
+Acquire::http::Proxy::deb.debian.org "http://127.0.0.1:18742/";
+Acquire::http::Proxy::security.debian.org "http://127.0.0.1:18742/";
+Acquire::http::Proxy::archive.debian.org "http://127.0.0.1:18742/";
+Acquire::http::Proxy::archive.ubuntu.com "http://127.0.0.1:18742/";
+Acquire::http::Proxy::security.ubuntu.com "http://127.0.0.1:18742/";
+Acquire::http::Proxy::ports.ubuntu.com "http://127.0.0.1:18742/";
+Acquire::http::Proxy::old-releases.ubuntu.com "http://127.0.0.1:18742/";
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/build-cython-ext.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/build-cython-ext.json
new file mode 100644
index 0000000..4fa595d
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/build-cython-ext.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/build-cython-ext",
+      "ref": "sha256:35dc561790e73f13e59837828ac0863c0893edc6b71d42cf7d58656c843adf12"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/build-pov-ray.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/build-pov-ray.json
new file mode 100644
index 0000000..ba6f8e5
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/build-pov-ray.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/build-pov-ray",
+      "ref": "sha256:4f08dab602fe2e9e2f42051cc6aef684a88cf2822e8b499b3ca19e670759fddb"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/caffe-cifar-10.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/caffe-cifar-10.json
new file mode 100644
index 0000000..c8820d9
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/caffe-cifar-10.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/caffe-cifar-10",
+      "ref": "sha256:7b0045106d7d5af724efe96b610ba64f7893f5c88528401c573c4d47e384e2bf"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/cancel-async-tasks.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/cancel-async-tasks.json
new file mode 100644
index 0000000..71d40e3
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/cancel-async-tasks.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/cancel-async-tasks",
+      "ref": "sha256:a3d048d351136e48070696cda8bb79660dfd74db1fea3b6da88559f0332699c1"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/circuit-fibsqrt.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/circuit-fibsqrt.json
new file mode 100644
index 0000000..f200396
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/circuit-fibsqrt.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/circuit-fibsqrt",
+      "ref": "sha256:9bcffe1054bb33249aa578a9a2a74f3c8cca66b0cb7aa1328233f1d31822aae3"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/cobol-modernization.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/cobol-modernization.json
new file mode 100644
index 0000000..f452d50
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/cobol-modernization.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/cobol-modernization",
+      "ref": "sha256:e03aa03965eee48c9f772d566ff9bcd741fceeac9693123f82a13fdd46be0d88"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/constraints-scheduling.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/constraints-scheduling.json
new file mode 100644
index 0000000..706d120
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/constraints-scheduling.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/constraints-scheduling",
+      "ref": "sha256:91dd6f87e1ee508328d5aafbd99a6bd1ccc47bc22671b4aaa4060bda492deb53"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/custom-memory-heap-crash.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/custom-memory-heap-crash.json
new file mode 100644
index 0000000..1ceaa2e
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/custom-memory-heap-crash.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/custom-memory-heap-crash",
+      "ref": "sha256:61e021e0304c9818a9be2c9173c8a0938ce5d136e95c5422e099f1fdb2dc080e"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/db-wal-recovery.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/db-wal-recovery.json
new file mode 100644
index 0000000..9dab4a8
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/db-wal-recovery.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
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diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json
new file mode 100644
index 0000000..b6c62ff
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json
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diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-release-manifest.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-release-manifest.json
new file mode 100644
index 0000000..e762efb
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-release-manifest.json
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diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dna-assembly.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dna-assembly.json
new file mode 100644
index 0000000..914ef6c
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dna-assembly.json
@@ -0,0 +1,32 @@
+{
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+        "thinking": "high"
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+    "type": "docker",
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diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v2.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v2.json
new file mode 100644
index 0000000..144013d
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v2.json
@@ -0,0 +1,1513 @@
+{
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+    "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/image-digests.json": "7f21855951ff5fff62cb16e686d93e4aae726be117dad049641c67956ab00d46",
+    "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json": "ee8266facfe5c85d8ae02dd409d6fcc002728b1d81683740bfa6dcb7ea8ab068"
+  },
+  "model_policy": {
+    "model": "deepseek/deepseek-flash",
+    "api": "openai-completions",
+    "base_url": "https://api.deepseek.com",
+    "thinking": "high",
+    "model_config": "pi-models.json",
+    "model_metadata_max_tokens": 384000,
+    "pricing": "Peak-rate estimates from the registered Pi model config; not billing reconciliation. Official pricing also has off-peak discounts.",
+    "alias": "Official documentation rechecked 2026-10-27 still maps deepseek-flash to DeepSeek-V4.1-Flash-1017; the alias is mutable."
+  },
+  "budget_policy": "Original task-native agent timeouts, original resources, and 1800-second setup. Stock Pi loop and generation behavior: no injected 100-turn cap or 180-second finalization reminder. Model metadata maxTokens=384000 is preserved from the local provider configuration. This differs from the historical Nano baseline (100 replies, 65536 requested output tokens, native timeout minus 180 seconds for work), so this is an agent baseline rather than a matched-budget causal comparison. Temperature unset.",
+  "verifier_policy": "Original official tests and native per-attempt timeouts. Only verifier timeouts retry, at most three total attempts on the same output. No dependency-error recovery or whole-trial retry. Preserve setup errors and verifier errors separately from scored failures.",
+  "preflight_policy": "Fresh install-only checks for all 34 tasks before any model trial. QEMU has the registered qemu-alpine-ssh-v1 profile; the other 33 explicitly report not_configured. Binary installation success does not certify unsupported verifier dependencies.",
+  "queue_policy": "Ascending native agent timeout then task name; consecutive pair barriers; at most two task trials at once; exactly one fresh output per task.",
+  "information_policy": "All 34 tasks are the existing development pool with prior exposure. No outcome-based task replacement. Review only operational metadata while running; freeze all new outputs before inspecting new trajectories or hidden tests. Keep the remaining 55 tasks unopened.",
+  "status_at_registration": "ready_for_native_preflight: project volume has about 69 GiB free; Docker volume has about 20 GiB free",
+  "runtime_environment": "UV_PROJECT_ENVIRONMENT=/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/jobs/harbor-runtime-venv",
+  "supersedes": "experiment.json",
+  "amendment": "Storage capacity restored after repository relocation. Run native installation preflight in consecutive two-task batches. Restore each original image by its registered repository digest and verify its identity before use; evict only image references not present in the initial Docker inventory after each batch, without force or container deletion. Agent distribution, runtime source, model settings, tasks, budgets, ordering, and verifier policy are unchanged.",
+  "batch_images": {
+    "manifest": "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/image-digests.json",
+    "storage_path": "/var/lib/docker",
+    "minimum_free_disk_bytes": 16106127360
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v3.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v3.json
new file mode 100644
index 0000000..6c50abb
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v3.json
@@ -0,0 +1,1514 @@
+{
+  "schema_version": 1,
+  "registered_at": "2026-10-27T14:44:33.190045+00:00",
+  "experiment": "pi-deepseek-flash-dev34-20261024",
+  "total_model_runs": 34,
+  "max_concurrent_trials": 2,
+  "whole_trial_retries": 0,
+  "minimum_free_disk_bytes": 16106127360,
+  "log_dir": "jobs/pi-deepseek-flash-dev34-20261027-transport-v3-orchestration",
+  "arms": {
+    "pi": {
+      "agent": "pi",
+      "source_root": "jobs/runtime-source",
+      "source_ref": "d6ed70a5d6a1c5b0f9b6c9d20b4a1c2b49153f67",
+      "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+      "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9"
+    }
+  },
+  "tasks": [
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+      "ref": "sha256:bcaa2399985cd57666018025846289ab25e193ae0dd8fb7f0ffab2410c24d4de",
+      "native_agent_timeout_seconds": 900,
+      "verifier_timeout_seconds": 900.0,
+      "docker_image": "alexgshaw/adaptive-rejection-sampler:20251031",
+      "resources": {
+        "cpus": 1,
+        "memory_mb": 2048,
+        "storage_mb": 10240,
+        "gpus": 0
+      },
+      "category": "scientific-computing",
+      "verifier_dependency_profile": "not_configured",
+      "task_file_sha256": {
+        "README.md": "95408217b9c484ffc18a02a91b7706323b6902919c72b24866a32e27a23543e2",
+        "environment/Dockerfile": "e644a3343e339303230f1441b7383f076d21c69a5a7aa6430b4f8a9d27f15c8b",
+        "environment/protected.tar.gz.enc": "7fc9bf1347bb97da8dede04b2c58638f225070913e222d76627068aebd1b1df2",
+        "instruction.md": "e6d28c28acd76bef61817427c74c2a29e3e8d75f535cbd708afcbfd02c54013f",
+        "solution/solve.sh": "fe443a8082b5183ba1623311ba0ee958888aefa633eff93766b9ae14e9bdd84d",
+        "task.toml": "6ed7b37f74beb46e9d47b0f5fad53025667c9548baff4e96d467b56d429fab1a",
+        "tests/test.sh": "38b43560d173cc2b952c3a3e17b8a480216d84e33450515e047bcb0d806b1e0a",
+        "tests/test_outputs.py": "547dc6e107f034f41703722aeceb6d0236e3fb69116fc3f2fbaba11884de352f"
+      },
+      "prior_nanopy_work_budget_seconds": 720,
+      "pi_agent_timeout_seconds": 900
+    },
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+    "benchmarks/harbor/scripts/uv_release_cache.py": "993cc35b1f3a9e8e171b662ab6d4524c5fe059f0d1f0e275a5bb1930111e0ff5",
+    "benchmarks/harbor/scripts/run_comparison.py": "bc337c1f8c6a4887ccad778e60815261826eab105aac35e3dfcf43855d1f0f64",
+    "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/image-digests.json": "7f21855951ff5fff62cb16e686d93e4aae726be117dad049641c67956ab00d46",
+    "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json": "ee8266facfe5c85d8ae02dd409d6fcc002728b1d81683740bfa6dcb7ea8ab068"
+  },
+  "model_policy": {
+    "model": "deepseek/deepseek-flash",
+    "api": "openai-completions",
+    "base_url": "https://api.deepseek.com",
+    "thinking": "high",
+    "model_config": "pi-models.json",
+    "model_metadata_max_tokens": 384000,
+    "pricing": "Peak-rate estimates from the registered Pi model config; not billing reconciliation. Official pricing also has off-peak discounts.",
+    "alias": "Official documentation rechecked 2026-10-27 still maps deepseek-flash to DeepSeek-V4.1-Flash-1017; the alias is mutable."
+  },
+  "budget_policy": "Original task-native agent timeouts, original resources, and 1800-second setup. Stock Pi loop and generation behavior: no injected 100-turn cap or 180-second finalization reminder. Model metadata maxTokens=384000 is preserved from the local provider configuration. This differs from the historical Nano baseline (100 replies, 65536 requested output tokens, native timeout minus 180 seconds for work), so this is an agent baseline rather than a matched-budget causal comparison. Temperature unset.",
+  "verifier_policy": "Original official tests and native per-attempt timeouts. Only verifier timeouts retry, at most three total attempts on the same output. No dependency-error recovery or whole-trial retry. Preserve setup errors and verifier errors separately from scored failures.",
+  "preflight_policy": "Fresh install-only checks for all 34 tasks before any model trial. QEMU has the registered qemu-alpine-ssh-v1 profile; the other 33 explicitly report not_configured. Binary installation success does not certify unsupported verifier dependencies.",
+  "queue_policy": "Ascending native agent timeout then task name; consecutive pair barriers; at most two task trials at once; exactly one fresh output per task.",
+  "information_policy": "All 34 tasks are the existing development pool with prior exposure. No outcome-based task replacement. Review only operational metadata while running; freeze all new outputs before inspecting new trajectories or hidden tests. Keep the remaining 55 tasks unopened.",
+  "status_at_registration": "ready_for_native_preflight: project volume has about 69 GiB free; Docker volume has about 20 GiB free",
+  "runtime_environment": "UV_PROJECT_ENVIRONMENT=/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/jobs/harbor-runtime-venv",
+  "supersedes": "experiment-v2.json",
+  "amendment": "Storage capacity restored after repository relocation. Run native installation preflight in consecutive two-task batches. Restore each original image by its registered repository digest and verify its identity before use; evict only image references not present in the initial Docker inventory after each batch, without force or container deletion. Agent distribution, runtime source, model settings, tasks, budgets, ordering, and verifier policy are unchanged. Replace stalled direct Docker pulls with the existing verified ranged-download image-cache utility. Preserve the v2 launch and image-download records. No native job, model call, or official test ran in v2.",
+  "batch_images": {
+    "manifest": "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/image-digests.json",
+    "storage_path": "/var/lib/docker",
+    "minimum_free_disk_bytes": 16106127360,
+    "cache_dir": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/.cache/nanopy-harbor/images"
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v4.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v4.json
new file mode 100644
index 0000000..d5af61a
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v4.json
@@ -0,0 +1,1581 @@
+{
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+  "registered_at": "2026-10-28T13:48:16.389369+00:00",
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+  "total_model_runs": 34,
+  "max_concurrent_trials": 2,
+  "whole_trial_retries": 0,
+  "minimum_free_disk_bytes": 16106127360,
+  "log_dir": "jobs/pi-deepseek-flash-dev34-20261028-transport-v4-orchestration",
+  "arms": {
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+      "source_ref": "d6ed70a5d6a1c5b0f9b6c9d20b4a1c2b49153f67",
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+    "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/preflight-resume-evidence.json": "159ae6f4c3253468f249ff44d2c9da07992827d153416e40a28956b08d63e43b",
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+  },
+  "model_policy": {
+    "model": "deepseek/deepseek-flash",
+    "api": "openai-completions",
+    "base_url": "https://api.deepseek.com",
+    "thinking": "high",
+    "model_config": "pi-models.json",
+    "model_metadata_max_tokens": 384000,
+    "pricing": "Peak-rate estimates from the registered Pi model config; not billing reconciliation. Official pricing also has off-peak discounts.",
+    "alias": "Official documentation rechecked 2026-10-27 still maps deepseek-flash to DeepSeek-V4.1-Flash-1017; the alias is mutable."
+  },
+  "budget_policy": "Original task-native agent timeouts, original resources, and 1800-second setup. Stock Pi loop and generation behavior: no injected 100-turn cap or 180-second finalization reminder. Model metadata maxTokens=384000 is preserved from the local provider configuration. This differs from the historical Nano baseline (100 replies, 65536 requested output tokens, native timeout minus 180 seconds for work), so this is an agent baseline rather than a matched-budget causal comparison. Temperature unset.",
+  "verifier_policy": "Original official tests and native per-attempt timeouts. Only verifier timeouts retry, at most three total attempts on the same output. No dependency-error recovery or whole-trial retry. Preserve setup errors and verifier errors separately from scored failures.",
+  "preflight_policy": "Fresh install-only checks for all 34 tasks before any model trial. QEMU has the registered qemu-alpine-ssh-v1 profile; the other 33 explicitly report not_configured. Binary installation success does not certify unsupported verifier dependencies.",
+  "queue_policy": "Ascending native agent timeout then task name; consecutive pair barriers; at most two task trials at once; exactly one fresh output per task.",
+  "information_policy": "All 34 tasks are the existing development pool with prior exposure. No outcome-based task replacement. Review only operational metadata while running; freeze all new outputs before inspecting new trajectories or hidden tests. Keep the remaining 55 tasks unopened.",
+  "status_at_registration": "16 of 34 installation checks passed; 18 pending; zero model outputs. QEMU verifier preflight remains pending.",
+  "runtime_environment": "UV_PROJECT_ENVIRONMENT=/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/jobs/harbor-runtime-venv",
+  "supersedes": "experiment-v3.json",
+  "amendment": "Resume after a registry HTTP error during QEMU image restoration, before its native installation job. Preserve the failed image-transfer evidence. Refresh anonymous registry tokens before expiry and once on HTTP 401; resume existing ranges and retain full digest verification. Reuse 16 strictly validated native installation records from eight completed jobs, with their evidence bound by hash. Run the remaining 18 fresh installation checks, then the same fixed 34-task model queue. No model calls or native verifier executions have occurred.",
+  "batch_images": {
+    "manifest": "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/image-digests.json",
+    "storage_path": "/var/lib/docker",
+    "minimum_free_disk_bytes": 16106127360,
+    "cache_dir": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/.cache/nanopy-harbor/images"
+  },
+  "reused_preflight_trials": "preflight-resume-evidence.json"
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v5.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v5.json
new file mode 100644
index 0000000..521c62a
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v5.json
@@ -0,0 +1,1648 @@
+{
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+    "base_url": "https://api.deepseek.com",
+    "thinking": "high",
+    "model_config": "pi-models.json",
+    "model_metadata_max_tokens": 384000,
+    "pricing": "Peak-rate estimates from the registered Pi model config; not billing reconciliation. Official pricing also has off-peak discounts.",
+    "alias": "Official documentation rechecked 2026-10-27 still maps deepseek-flash to DeepSeek-V4.1-Flash-1017; the alias is mutable."
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+  "verifier_policy": "Original official tests and native per-attempt timeouts. Only verifier timeouts retry, at most three total attempts on the same output. No dependency-error recovery or whole-trial retry. Preserve setup errors and verifier errors separately from scored failures.",
+  "preflight_policy": "Fresh install-only checks for all 34 tasks before any model trial. QEMU has the registered qemu-alpine-ssh-v1 profile; the other 33 explicitly report not_configured. Binary installation success does not certify unsupported verifier dependencies.",
+  "queue_policy": "Ascending native agent timeout then task name; consecutive pair barriers; at most two task trials at once; exactly one fresh output per task.",
+  "information_policy": "All 34 tasks are the existing development pool with prior exposure. No outcome-based task replacement. Review only operational metadata while running; freeze all new outputs before inspecting new trajectories or hidden tests. Keep the remaining 55 tasks unopened.",
+  "status_at_registration": "30 installation checks passed; four pending; zero model outputs. Native-platform OCI-index import support passed 206 tests and a real Docker digest-preservation probe.",
+  "runtime_environment": "UV_PROJECT_ENVIRONMENT=/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/jobs/harbor-runtime-venv",
+  "supersedes": "experiment-v4.json",
+  "amendment": "Resume after the range cache rejected the MTEB OCI index and a native pull timed out after 600 seconds. Preserve both transfer failures. Extend the reviewed range cache to retain the unchanged parent index and unique Linux amd64 manifest, fetch only original native layers, import that platform explicitly, and verify the original parent image/repository digest. An isolated real-Docker import probe confirmed preservation. Reuse all 30 strictly validated native installation records, including QEMU verifier dependency preflight. Run the remaining four fresh installation checks, then the unchanged 34-task model queue. No model outputs exist yet.",
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+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v6.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v6.json
new file mode 100644
index 0000000..3ebec2f
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v6.json
@@ -0,0 +1,1649 @@
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+  },
+  "model_policy": {
+    "model": "deepseek/deepseek-flash",
+    "api": "openai-completions",
+    "base_url": "https://api.deepseek.com",
+    "thinking": "high",
+    "model_config": "pi-models.json",
+    "model_metadata_max_tokens": 384000,
+    "pricing": "Peak-rate estimates from the registered Pi model config; not billing reconciliation. Official pricing also has off-peak discounts.",
+    "alias": "Official documentation rechecked 2026-10-27 still maps deepseek-flash to DeepSeek-V4.1-Flash-1017; the alias is mutable."
+  },
+  "budget_policy": "Original task-native agent timeouts, original resources, and 1800-second setup. Stock Pi loop and generation behavior: no injected 100-turn cap or 180-second finalization reminder. Model metadata maxTokens=384000 is preserved from the local provider configuration. This differs from the historical Nano baseline (100 replies, 65536 requested output tokens, native timeout minus 180 seconds for work), so this is an agent baseline rather than a matched-budget causal comparison. Temperature unset.",
+  "verifier_policy": "Original official tests and native per-attempt timeouts. Only verifier timeouts retry, at most three total attempts on the same output. No dependency-error recovery or whole-trial retry. Preserve setup errors and verifier errors separately from scored failures.",
+  "preflight_policy": "Fresh install-only checks for all 34 tasks before any model trial. QEMU has the registered qemu-alpine-ssh-v1 profile; the other 33 explicitly report not_configured. Binary installation success does not certify unsupported verifier dependencies.",
+  "queue_policy": "Ascending native agent timeout then task name; consecutive pair barriers; at most two task trials at once; exactly one fresh output per task.",
+  "information_policy": "All 34 tasks are the existing development pool with prior exposure. No outcome-based task replacement. Review only operational metadata while running; freeze all new outputs before inspecting new trajectories or hidden tests. Keep the remaining 55 tasks unopened.",
+  "status_at_registration": "30 native installation checks passed; four pending; zero model outputs. Full native-attestation import support passed 210 regression tests and an isolated real-Docker digest-preservation probe.",
+  "runtime_environment": "UV_PROJECT_ENVIRONMENT=/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/jobs/harbor-runtime-venv",
+  "supersedes": "experiment-v5.json",
+  "amendment": "Complete native-platform OCI-index imports by fetching original attestations associated with the selected Linux amd64 manifest. Preserve every metadata manifest, config, and in-toto payload by size/SHA256 without rewriting parent or child manifests. An isolated four-descriptor real-Docker probe confirmed the original parent image/repository digest with the non-native graph omitted. V5 was stopped during image transfer before any new native installation or model work. Preserve all prior transfer evidence and reuse the same 30 validated native installation records, then run the four pending fresh checks and unchanged 34-task model queue.",
+  "batch_images": {
+    "manifest": "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/image-digests.json",
+    "storage_path": "/var/lib/docker",
+    "minimum_free_disk_bytes": 16106127360,
+    "cache_dir": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/.cache/nanopy-harbor/images"
+  },
+  "reused_preflight_trials": "preflight-resume-30-evidence.json"
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v7.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v7.json
new file mode 100644
index 0000000..46c96c9
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v7.json
@@ -0,0 +1,1751 @@
+{
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+  "registered_at": "2026-10-29T15:15:12.966882+00:00",
+  "experiment": "pi-deepseek-flash-dev34-20261024",
+  "total_model_runs": 34,
+  "max_concurrent_trials": 2,
+  "whole_trial_retries": 0,
+  "minimum_free_disk_bytes": 16106127360,
+  "log_dir": "jobs/pi-deepseek-flash-dev34-20261029-supervision-v7-orchestration",
+  "arms": {
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+      "agent": "pi",
+      "source_root": "jobs/runtime-source",
+      "source_ref": "d6ed70a5d6a1c5b0f9b6c9d20b4a1c2b49153f67",
+      "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+      "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9"
+    },
+    "pi_supervised": {
+      "agent": "pi",
+      "source_root": "jobs/supervised-source",
+      "source_ref": "29db8d7abbbe5f1660b8fb4d7caeeb0d183dc64d",
+      "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+      "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9"
+    }
+  },
+  "tasks": [
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+      "ref": "sha256:bcaa2399985cd57666018025846289ab25e193ae0dd8fb7f0ffab2410c24d4de",
+      "native_agent_timeout_seconds": 900,
+      "verifier_timeout_seconds": 900.0,
+      "docker_image": "alexgshaw/adaptive-rejection-sampler:20251031",
+      "resources": {
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+        "memory_mb": 2048,
+        "storage_mb": 10240,
+        "gpus": 0
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+      "category": "scientific-computing",
+      "verifier_dependency_profile": "not_configured",
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+      },
+      "prior_nanopy_work_budget_seconds": 720,
+      "pi_agent_timeout_seconds": 900
+    },
+    {
+      "name": "terminal-bench/build-cython-ext",
+      "ref": "sha256:35dc561790e73f13e59837828ac0863c0893edc6b71d42cf7d58656c843adf12",
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+  },
+  "model_policy": {
+    "model": "deepseek/deepseek-flash",
+    "api": "openai-completions",
+    "base_url": "https://api.deepseek.com",
+    "thinking": "high",
+    "model_config": "pi-models.json",
+    "model_metadata_max_tokens": 384000,
+    "pricing": "Peak-rate estimates from the registered Pi model config; not billing reconciliation. Official pricing also has off-peak discounts.",
+    "alias": "Official documentation rechecked 2026-10-27 still maps deepseek-flash to DeepSeek-V4.1-Flash-1017; the alias is mutable."
+  },
+  "budget_policy": "Original task-native agent timeouts, original resources, and 1800-second setup. Stock Pi loop and generation behavior: no injected 100-turn cap or 180-second finalization reminder. Model metadata maxTokens=384000 is preserved from the local provider configuration. This differs from the historical Nano baseline (100 replies, 65536 requested output tokens, native timeout minus 180 seconds for work), so this is an agent baseline rather than a matched-budget causal comparison. Temperature unset.",
+  "verifier_policy": "Original official tests and native per-attempt timeouts. Only verifier timeouts retry, at most three total attempts on the same output. No dependency-error recovery or whole-trial retry. Preserve setup errors and verifier errors separately from scored failures.",
+  "preflight_policy": "Fresh install-only checks for all 34 tasks before any model trial. QEMU has the registered qemu-alpine-ssh-v1 profile; the other 33 explicitly report not_configured. Binary installation success does not certify unsupported verifier dependencies.",
+  "queue_policy": "Ascending native agent timeout then task name; consecutive pair barriers; at most two task trials at once; exactly one fresh output per task.",
+  "information_policy": "All 34 tasks are the existing development pool with prior exposure. No outcome-based task replacement. Review only operational metadata while running; freeze all new outputs before inspecting new trajectories or hidden tests. Keep the remaining 55 tasks unopened.",
+  "status_at_registration": "Six model attempts ended: three passes, one scored failure, two agent timeouts with invalid/unverified frozen boundaries. No later task started. Corrected source passed 225 tests and an isolated Docker cancellation probe. Fresh installation checks are required for the remaining 28 tasks.",
+  "runtime_environment": "UV_PROJECT_ENVIRONMENT=/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/jobs/harbor-supervised-runtime-venv",
+  "supersedes": "experiment-v6.json",
+  "amendment": "Correct agent cancellation before verification after timestamps proved post-timeout Pi activity during sampler verification. Preserve all six completed model attempts under their original source, without retries or replacements; quarantine timeout boundary exceptions. The 28 unstarted tasks retain the same Pi distribution/model/prompt/tools/budgets under a new frozen adapter supervising detached tools and confirming cancellation before grading. Require quiescence in the verifier and 28 fresh installation/supervisor probes before further model work.",
+  "batch_images": {
+    "manifest": "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/image-digests.json",
+    "storage_path": "/var/lib/docker",
+    "minimum_free_disk_bytes": 16106127360,
+    "cache_dir": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/.cache/nanopy-harbor/images"
+  },
+  "reused_preflight_trials": "preflight-resume-30-evidence.json",
+  "source_policy": "The first six model attempts retain runtime-source at d6ed70a. The 28 unstarted tasks use supervised-source at 29db8d7abbbe5f1660b8fb4d7caeeb0d183dc64d. Pi distribution, model settings, instructions, budgets, resources, and task revisions are identical; only process supervision and verifier admission changed. No existing output is replaced.",
+  "timeout_interpretation": "Preserve all native rewards and exceptions. Legacy timeout boundaries are invalid/unverified and are not ordinary scored failures. Corrected-source timeout outcomes require confirmed process stoppage before official tests; no agent attempt is retried. Standard summary classifications remain unchanged and the final audit must identify source versions and boundary status."
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment.json
new file mode 100644
index 0000000..7b11cd4
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment.json
@@ -0,0 +1,1409 @@
+{
+  "schema_version": 1,
+  "registered_at": "2026-10-24T14:06:54.025652+00:00",
+  "experiment": "pi-deepseek-flash-dev34-20261024",
+  "total_model_runs": 34,
+  "max_concurrent_trials": 2,
+  "whole_trial_retries": 0,
+  "minimum_free_disk_bytes": 16106127360,
+  "log_dir": "jobs/pi-deepseek-flash-dev34-20261024-orchestration",
+  "arms": {
+    "pi": {
+      "agent": "pi",
+      "source_root": "jobs/runtime-source",
+      "source_ref": "d6ed70a5d6a1c5b0f9b6c9d20b4a1c2b49153f67",
+      "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+      "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9"
+    }
+  },
+  "tasks": [
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+      "job_name": "pi-flash-dev34-qemu-alpine-ssh-20261024"
+    },
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+    "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/prior-image-digests.json": "fd9abd24bcc397d172ac0ad4e3faa875a2da8c482b35651a2ab296e04c3adcc4",
+    "benchmarks/harbor/scripts/apt_index_proxy.py": "bc15f7adf1d7968d627ceca4683ab86742a7188a1b1955ba1fef37ba48e8a936",
+    "benchmarks/harbor/scripts/cache_image.py": "639709c03a7b0c3eb6aa78b4e87e6184b49b4b102853a31e33dd832d759180c0",
+    "benchmarks/harbor/scripts/uv_release_cache.py": "993cc35b1f3a9e8e171b662ab6d4524c5fe059f0d1f0e275a5bb1930111e0ff5",
+    "benchmarks/harbor/scripts/run_comparison.py": "b5f16a23b4495ab7e4a7028eb697649c0b8b22cbef6b03a4493437ba0f5204c7",
+    "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/image-digests.json": "7f21855951ff5fff62cb16e686d93e4aae726be117dad049641c67956ab00d46"
+  },
+  "model_policy": {
+    "model": "deepseek/deepseek-flash",
+    "api": "openai-completions",
+    "base_url": "https://api.deepseek.com",
+    "thinking": "high",
+    "model_config": "pi-models.json",
+    "model_metadata_max_tokens": 384000,
+    "pricing": "Peak-rate estimates from the registered Pi model config; not billing reconciliation. Official pricing also has off-peak discounts.",
+    "alias": "Official documentation checked 2026-10-24 maps deepseek-flash to DeepSeek-V4.1-Flash-1017; the alias is mutable."
+  },
+  "budget_policy": "Original task-native agent timeouts, original resources, and 1800-second setup. Stock Pi loop and generation behavior: no injected 100-turn cap or 180-second finalization reminder. Model metadata maxTokens=384000 is preserved from the local provider configuration. This differs from the historical Nano baseline (100 replies, 65536 requested output tokens, native timeout minus 180 seconds for work), so this is an agent baseline rather than a matched-budget causal comparison. Temperature unset.",
+  "verifier_policy": "Original official tests and native per-attempt timeouts. Only verifier timeouts retry, at most three total attempts on the same output. No dependency-error recovery or whole-trial retry. Preserve setup errors and verifier errors separately from scored failures.",
+  "preflight_policy": "Fresh install-only checks for all 34 tasks before any model trial. QEMU has the registered qemu-alpine-ssh-v1 profile; the other 33 explicitly report not_configured. Binary installation success does not certify unsupported verifier dependencies.",
+  "queue_policy": "Ascending native agent timeout then task name; consecutive pair barriers; at most two task trials at once; exactly one fresh output per task.",
+  "information_policy": "All 34 tasks are the existing development pool with prior exposure. No outcome-based task replacement. Review only operational metadata while running; freeze all new outputs before inspecting new trajectories or hidden tests. Keep the remaining 55 tasks unopened.",
+  "status_at_registration": "not_started: insufficient free system disk; no installation preflight or model trial has started",
+  "runtime_environment": "Use UV_PROJECT_ENVIRONMENT=/tmp/nanopy-pi-dev34-harbor-venv. Do not reuse or modify another worktree virtualenv."
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/fix-code-vulnerability.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/fix-code-vulnerability.json
new file mode 100644
index 0000000..94fed72
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/fix-code-vulnerability.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/fix-code-vulnerability",
+      "ref": "sha256:d31348aa16b533a15f013420e4d9726dc529e6086adc7d6d48067d22cc18fe71"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/git-multibranch.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/git-multibranch.json
new file mode 100644
index 0000000..d241f16
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/git-multibranch.json
@@ -0,0 +1,32 @@
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new file mode 100644
index 0000000..c5661be
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/image-digests.json
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diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/install-only.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/install-only.json
new file mode 100644
index 0000000..046cd04
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/install-only.json
@@ -0,0 +1,165 @@
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+      "ref": "sha256:e763e0ac1c9759081af0a4a82ba51b8cf9ae5485a93de3bbe42d7d344597bd78"
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+    {
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+      "ref": "sha256:58130c2166c3115276dc8592f358e326ff2d81ea852e3d88636c82fd1dff57e6"
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+    {
+      "name": "terminal-bench/torch-pipeline-parallelism",
+      "ref": "sha256:db605337c749a872cea7b5b413429b3915bb4c3efe0f7875f0c46ce81bd8c4fb"
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+    {
+      "name": "terminal-bench/torch-tensor-parallelism",
+      "ref": "sha256:f32ce74a5aeb6638480247ab799fe46127bbee631acdd0921b0f394ec49b3684"
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+    {
+      "name": "terminal-bench/write-compressor",
+      "ref": "sha256:d9ddd9a8e925e2c566b37b2492cbf995afecefe58874e4043ef78d7f3c892c7e"
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diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/kv-store-grpc.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/kv-store-grpc.json
new file mode 100644
index 0000000..b360136
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/kv-store-grpc.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/kv-store-grpc",
+      "ref": "sha256:973c5d4c111fb61a344457936f1c36400acd2d9e44389e7b319586fe23a7a307"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/llm-inference-batching-scheduler.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/llm-inference-batching-scheduler.json
new file mode 100644
index 0000000..f1a3025
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/llm-inference-batching-scheduler.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/llm-inference-batching-scheduler",
+      "ref": "sha256:a3bf47589118daec5124fe3689b4439802c805b2f4ed9d402a48ae73ca2fea67"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/log-summary-date-ranges.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/log-summary-date-ranges.json
new file mode 100644
index 0000000..f85d2c0
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/log-summary-date-ranges.json
@@ -0,0 +1,32 @@
+{
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+      "model_name": "deepseek/deepseek-flash",
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+      "kwargs": {
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+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
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+      "ref": "sha256:27b074a2f10fff7606e096f3abd8dced418ad8fda0f53d88acbe477f2d9ceaf6"
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+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/merge-diff-arc-agi-task.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/merge-diff-arc-agi-task.json
new file mode 100644
index 0000000..8cf8e87
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/merge-diff-arc-agi-task.json
@@ -0,0 +1,32 @@
+{
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+  "n_attempts": 1,
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+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
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+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
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+        "thinking": "high"
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+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
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+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/model-extraction-relu-logits.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/model-extraction-relu-logits.json
new file mode 100644
index 0000000..4412126
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/model-extraction-relu-logits.json
@@ -0,0 +1,32 @@
+{
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+  "n_attempts": 1,
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+  },
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+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
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+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/model-extraction-relu-logits",
+      "ref": "sha256:1ae5045ad68b5d34c3398b612066a07c4a08b6dc330d28868ec4021e17c94b17"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/model-prefix-evidence.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/model-prefix-evidence.json
new file mode 100644
index 0000000..f69b1ff
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/model-prefix-evidence.json
@@ -0,0 +1,98 @@
+{
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+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/mteb-leaderboard.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/mteb-leaderboard.json
new file mode 100644
index 0000000..2132bee
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/mteb-leaderboard.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/mteb-leaderboard",
+      "ref": "sha256:484f6d7008a05b5b8640fc6618a384b8c9447cd76f85416c8a595028d29bff9c"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/multi-source-data-merger.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/multi-source-data-merger.json
new file mode 100644
index 0000000..7d2144b
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/multi-source-data-merger.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/multi-source-data-merger",
+      "ref": "sha256:70367c38732e1beda7b229968a48d60242277c2fa4db91339c3f064c4c230d49"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/nginx-request-logging.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/nginx-request-logging.json
new file mode 100644
index 0000000..49100e6
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/nginx-request-logging.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/nginx-request-logging",
+      "ref": "sha256:9d1b8bebd989ea0bc8080c3b159480068caf183c5fd61385868b2574b206e097"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/oci-index-attestation-import-evidence.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/oci-index-attestation-import-evidence.json
new file mode 100644
index 0000000..d94b1b5
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/oci-index-attestation-import-evidence.json
@@ -0,0 +1,9 @@
+{
+  "observed_at": "2026-10-29T13:33:31.180831+00:00",
+  "kind": "isolated four-descriptor index with native attestation and absent ARM image/attestation; actual repository cache writer",
+  "parent_index_preserved": true,
+  "repository_digest_preserved": true,
+  "native_attestation_preserved": true,
+  "non_native_blobs_not_fetched": true,
+  "archive_sha256": "1d2a6f1ad9cc8a5f18eb79bfa59e7989d192ff0a159333c49651792980a61cf5"
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/oci-index-import-evidence.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/oci-index-import-evidence.json
new file mode 100644
index 0000000..4e995f6
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/oci-index-import-evidence.json
@@ -0,0 +1,16 @@
+{
+  "observed_at": "2026-10-29T13:24:10.456460+00:00",
+  "kind": "isolated synthetic native-platform import, using the repository cache writer",
+  "root_digest": "sha256:74c3bf04c184bde95a6fc8642ca2fde51e68775085c0627a3762287b7e27b610",
+  "native_manifest_digest": "sha256:c545cf966677b726472e333f2822a0f8ca2b851b3069609a17b0f9f62753a8ea",
+  "archive_sha256": "8f9480da60a45b5c41661284adfa3f3f3e427baa077a7852c2ff809539202b47",
+  "parent_index_preserved": true,
+  "repository_digest_preserved": true,
+  "other_platform_metadata_retained": true,
+  "native_pull_attempt": {
+    "image": "alexgshaw/mteb-leaderboard@sha256:a8538f4882ff132e0a20a75be3fffc07164318a7425ad19a6b4bf5268107feb4",
+    "timeout_seconds": 600,
+    "exit_code": 124,
+    "native_trials_started": 0
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/openssl-selfsigned-cert.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/openssl-selfsigned-cert.json
new file mode 100644
index 0000000..98b75b7
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/openssl-selfsigned-cert.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/openssl-selfsigned-cert",
+      "ref": "sha256:d4afa2bd2a9ba1420db8d6cfde42ffdb4873ae2d955c35014e8da94444c83302"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/outputs-freeze.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/outputs-freeze.json
new file mode 100644
index 0000000..d4e4223
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/outputs-freeze.json
@@ -0,0 +1,6080 @@
+{
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+  "experiment": "pi-deepseek-flash-dev34-20261024",
+  "frozen_at": "2026-10-30T13:54:30.827662+00:00",
+  "policy": "All 34 native model trials have ended. File hashes were collected before any new solution trajectory or official hidden-test content review. Raw outputs and original exceptions are preserved; no task output is replayed or replaced.",
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+  "trials": [
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+      "job_name": "pi-flash-dev34-adaptive-rejection-sampler-20261027",
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+    },
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+    },
+    {
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new file mode 100644
index 0000000..a0910e8
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/path-tracing.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/path-tracing",
+      "ref": "sha256:cf56094c881a488b27e9f204a638a7e78ed7d55e12dc3064108c93357190314c"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-distribution.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-distribution.json
new file mode 100644
index 0000000..bc28496
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-distribution.json
@@ -0,0 +1,852 @@
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diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json
new file mode 100644
index 0000000..32fd1b7
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json
@@ -0,0 +1,42 @@
+{
+  "providers": {
+    "deepseek": {
+      "api": "openai-completions",
+      "baseUrl": "https://api.deepseek.com",
+      "models": [
+        {
+          "id": "deepseek-flash",
+          "name": "DeepSeek V4.1 Flash",
+          "reasoning": true,
+          "input": [
+            "text",
+            "image"
+          ],
+          "thinkingLevelMap": {
+            "minimal": null,
+            "low": "low",
+            "medium": null,
+            "high": "high",
+            "max": "max"
+          },
+          "contextWindow": 1000000,
+          "maxTokens": 384000,
+          "cost": {
+            "input": 0.3,
+            "output": 1.2,
+            "cacheRead": 0.006,
+            "cacheWrite": 0
+          },
+          "compat": {
+            "supportsStore": false,
+            "supportsDeveloperRole": false,
+            "maxTokensField": "max_tokens",
+            "requiresReasoningContentOnAssistantMessages": true,
+            "thinkingFormat": "deepseek"
+          }
+        }
+      ],
+      "apiKey": "${DEEPSEEK_API_KEY}"
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/preflight-complete-evidence.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/preflight-complete-evidence.json
new file mode 100644
index 0000000..d9274af
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/preflight-complete-evidence.json
@@ -0,0 +1,316 @@
+{
+  "verified_at": "2026-10-29T13:56:06.008725+00:00",
+  "plan": "experiment-v6.json",
+  "installation_checks_passed": 34,
+  "registered_verifier_profiles_passed": 1,
+  "verifier_profiles_not_configured": 33,
+  "policy": "All 34 native installation-only results pass strict source, distribution, task, bootstrap, and input-config provenance checks. No model call or official task assertion occurred in these installation trials. QEMU is the only reviewed verifier profile.",
+  "accepted_trials": [
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+      "input_config_sha256": "b93fb995c12eb836d3041fec030ae61ce43c325964bfbf94e0f39f2231b6464c"
+    },
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+    },
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diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/preflight-resume-30-evidence.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/preflight-resume-30-evidence.json
new file mode 100644
index 0000000..e50655f
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/preflight-resume-30-evidence.json
@@ -0,0 +1,294 @@
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+    "pi-flash-dev34-install-pair-06-20261027",
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+    "pi-flash-dev34-install-pair-12-20261027",
+    "pi-flash-dev34-install-pair-13-20261027",
+    "pi-flash-dev34-install-pair-14-20261027",
+    "pi-flash-dev34-install-pair-15-20261027"
+  ],
+  "policy": "Reuse exactly these 30 hash-bound, strictly validated installation-only records without rerunning them. QEMU verifier dependency preflight passed; other verifier dependency profiles remain not_configured."
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/preflight-resume-evidence.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/preflight-resume-evidence.json
new file mode 100644
index 0000000..51bafab
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/preflight-resume-evidence.json
@@ -0,0 +1,161 @@
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+    {
+      "arm": "pi",
+      "task": "terminal-bench/pytorch-model-cli",
+      "result_path": "jobs/runtime-source/jobs/pi-flash-dev34-install-pair-08-20261027/pytorch-model-cli__ydFu92B/result.json",
+      "result_sha256": "5d73a586566ecde607f6f4ecf3ab41f394d70a40df501f8c12f56ab64a99f0c9",
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+    }
+  ],
+  "finished_jobs": [
+    "pi-flash-dev34-install-pair-01-20261027",
+    "pi-flash-dev34-install-pair-02-20261027",
+    "pi-flash-dev34-install-pair-03-20261027",
+    "pi-flash-dev34-install-pair-04-20261027",
+    "pi-flash-dev34-install-pair-05-20261027",
+    "pi-flash-dev34-install-pair-06-20261027",
+    "pi-flash-dev34-install-pair-07-20261027",
+    "pi-flash-dev34-install-pair-08-20261027"
+  ],
+  "policy": "All 16 native results, bootstrap records, source manifests, input configurations, and Pi model snapshots are hash-bound. Completed installation checks are reused without rerunning them. None contains agent execution or verifier results."
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/prior-image-digests.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/prior-image-digests.json
new file mode 100644
index 0000000..722c18c
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/prior-image-digests.json
@@ -0,0 +1,311 @@
+{
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+      "image": "alexgshaw/caffe-cifar-10:20260403",
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+      "image": "alexgshaw/mteb-leaderboard:20260430",
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diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/process-supervision-probe-evidence.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/process-supervision-probe-evidence.json
new file mode 100644
index 0000000..0653f45
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/process-supervision-probe-evidence.json
@@ -0,0 +1,13 @@
+{
+  "observed_at": "2026-10-29T14:58:28.080840+00:00",
+  "kind": "isolated network-disabled Docker probe; a tool forks a new session and writes repeatedly",
+  "runner_sha256": "171c880501bdfc7ea4e85157daa6f8d3b48b54d66e10a7e97f292b6bc2e34cd4",
+  "base_image": "alexgshaw/pytorch-model-cli@sha256:c996884b5fb5fb2c0c07d67da2c4f974f271f07234ed28e1a868240375c57a67",
+  "no_model_calls": true,
+  "state": {
+    "status": "cancelled",
+    "processes_stopped": true,
+    "stopped_processes": 2
+  },
+  "output_frozen": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pypi-server.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pypi-server.json
new file mode 100644
index 0000000..4c292ab
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pypi-server.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pypi-server",
+      "ref": "sha256:1a1e0542f58e2d3362fec17a9bbb98667717d9a4a3e9a4c8413d3150a4fa0ff1"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pytorch-model-cli.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pytorch-model-cli.json
new file mode 100644
index 0000000..1490c16
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pytorch-model-cli.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pytorch-model-cli",
+      "ref": "sha256:6f11544dcc81a380dc4611902961f5520259c462d9fceb413419d66ab9a96c79"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pytorch-model-recovery.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pytorch-model-recovery.json
new file mode 100644
index 0000000..28cdb6b
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pytorch-model-recovery.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pytorch-model-recovery",
+      "ref": "sha256:2e628841cff93290919172398e573e794f34c95d9382b7425adde4364022decc"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/qemu-alpine-ssh.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/qemu-alpine-ssh.json
new file mode 100644
index 0000000..65b8e75
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/qemu-alpine-ssh.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/qemu-alpine-ssh",
+      "ref": "sha256:60b7050b0e0aa51641208cf65766743d340e59575db2c4d2f8628240846c2a28"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/query-optimize.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/query-optimize.json
new file mode 100644
index 0000000..1e7a3f7
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/query-optimize.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/query-optimize",
+      "ref": "sha256:169496ea6843cb403b0860132675baf7aa0df0ac8b86221068e27d86395260f4"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/regex-chess.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/regex-chess.json
new file mode 100644
index 0000000..5bd156e
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/regex-chess.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/regex-chess",
+      "ref": "sha256:e763e0ac1c9759081af0a4a82ba51b8cf9ae5485a93de3bbe42d7d344597bd78"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/regex-log.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/regex-log.json
new file mode 100644
index 0000000..3281d02
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/regex-log.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/regex-log",
+      "ref": "sha256:802c16cfd132e6c457529cb864be5a757c1b23b6cadc57f2d01983cb0110292a"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/review-fixes-evidence.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/review-fixes-evidence.json
new file mode 100644
index 0000000..55bc048
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/review-fixes-evidence.json
@@ -0,0 +1,68 @@
+{
+  "schema_version": 1,
+  "checked_at": "2026-10-30T14:55:28.216309+00:00",
+  "review_target": "PR #54 at 0168e32fc9c976aa18cc49d7fd680399b0e5da6d",
+  "findings": [
+    {
+      "priority": 2,
+      "finding": "Pi can warn and fall back to built-in models while exiting zero.",
+      "fix": "Reject model-loading diagnostics and require the exact requested provider/model in the offline listing."
+    },
+    {
+      "priority": 2,
+      "finding": "Multiple Pi agents can overwrite a shared job-local model snapshot.",
+      "fix": "Preserve distinct immutable configuration files and record each model_config_file plus its SHA256."
+    },
+    {
+      "priority": 2,
+      "finding": "Failed streams can retain initialized zero usage and appear complete after native retry success.",
+      "fix": "Diagnose zero-usage failed assistant messages as unknown, keep known subtotals, and mark usage/cost partial."
+    },
+    {
+      "priority": 2,
+      "finding": "Concurrent first publication of a shared distribution can fail on rename or staging-name collision.",
+      "fix": "Use unique staging directories, atomically publish, verify and reuse a concurrent winner, reject corrupt bytes, and clean temporary directories."
+    }
+  ],
+  "validation": {
+    "full_harbor_tests_passed": 238,
+    "pi_tests_passed": 26,
+    "old_source_regression_failures": 9,
+    "old_source_ref": "29db8d7abbbe5f1660b8fb4d7caeeb0d183dc64d",
+    "old_source_regression_command": "PYTHONDONTWRITEBYTECODE=1 PYTHONPATH=jobs/supervised-source/benchmarks/harbor/src jobs/harbor-supervised-runtime-venv/bin/python -B -m pytest benchmarks/harbor/tests/test_pi.py -q --tb=no -p no:cacheprovider -k \"model_fallback_or_missing_registration or preserves_distinct_model_settings or failed_stream_zero_usage or concurrent_distribution_publication\"",
+    "full_suite_command": "PYTHONPATH=benchmarks/harbor/src jobs/harbor-supervised-runtime-venv/bin/python -m pytest benchmarks/harbor/tests -q",
+    "pinned_pi_1_4_0_offline_probe": [
+      {
+        "configuration": "registered",
+        "pi_exit_code": 0,
+        "accepted": true
+      },
+      {
+        "configuration": "invalid maxTokens string",
+        "pi_exit_code": 0,
+        "accepted": false
+      }
+    ],
+    "model_calls": 0
+  },
+  "archived_baseline_checks": {
+    "model_jobs": 34,
+    "agents_per_model_job": 1,
+    "public_model_config_sha256": "8751fac554abb9f363b188c102045f38e36693d52956f984e0e427b31998b299",
+    "all_archived_public_model_config_hashes_match": true,
+    "model_loading_warning_tasks": [],
+    "failed_zero_usage_event_tasks": [],
+    "frozen_files_rehashed": 1449,
+    "freeze_sha256": "76b775d898bbb84b21f80eee1061806d7d949465f9eef60dcab6dedeb326734b",
+    "results_sha256": "b85d3bf2b0ea9661940f0e6b08e3bea71b2c41ae34da5c89f9ecd5197c6c8ff5",
+    "results_unchanged": true,
+    "native_outputs_or_frozen_sources_modified": false,
+    "model_trials_replayed": 0
+  },
+  "changed_source_sha256": {
+    "benchmarks/harbor/src/harbor_adapter/pi.py": "e703174d76a1b670466ba06904db6b08a26769d42ac974274f61423ff0778fd6",
+    "benchmarks/harbor/src/harbor_adapter/__main__.py": "06f230f53a74bbafdb4958d6649cb5e277d6a7e48ae7ee003c6967717c723000",
+    "benchmarks/harbor/tests/test_pi.py": "31a454c063b3f6f3c74de7816aa854a3f7a625f5e2c18da08857086d47df512b"
+  },
+  "interpretation": "These are post-run workflow fixes. Original source pins, raw outcomes, usage, exceptions, and analytical baseline results remain unchanged. No reviewed defect was observed to change the archived model-job results. Existing timeout integrity exceptions and answer/credential exposure caveats still apply."
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/schemelike-metacircular-eval.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/schemelike-metacircular-eval.json
new file mode 100644
index 0000000..c024b76
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/schemelike-metacircular-eval.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/schemelike-metacircular-eval",
+      "ref": "sha256:58130c2166c3115276dc8592f358e326ff2d81ea852e3d88636c82fd1dff57e6"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/selection.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/selection.json
new file mode 100644
index 0000000..e4bf64e
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/selection.json
@@ -0,0 +1,150 @@
+{
+  "schema_version": 1,
+  "selected_at": "2026-10-12T13:52:35.779627+00:00",
+  "source_ref": "2eb99b608dfb39464d17d109a4a8f11afda607a9",
+  "dataset_ref": "sha256:7d7bdc1cbedad549fc1140404bd4dc45e5fd0ea7c4186773687d177ad3a0699a",
+  "catalog_sha256": "7fc7d95a2077ede76c4f47890a09de93c2fe558252a122ef830288ad293ceaaa",
+  "selection_method": "Entire existing 34-task development pool, explicitly requested by the user. No selection by latest score and no outcome-based replacements.",
+  "prior_selection_file": "../dev12-baseline-20261011/selection.json",
+  "prior_selection_sha256": "cd51acea6592c01ce9ec8cde34cd46a4965a4164950194f2de7e8ca54649bd29",
+  "tasks": [
+    {
+      "name": "terminal-bench/adaptive-rejection-sampler",
+      "ref": "sha256:bcaa2399985cd57666018025846289ab25e193ae0dd8fb7f0ffab2410c24d4de"
+    },
+    {
+      "name": "terminal-bench/build-cython-ext",
+      "ref": "sha256:35dc561790e73f13e59837828ac0863c0893edc6b71d42cf7d58656c843adf12"
+    },
+    {
+      "name": "terminal-bench/build-pov-ray",
+      "ref": "sha256:4f08dab602fe2e9e2f42051cc6aef684a88cf2822e8b499b3ca19e670759fddb"
+    },
+    {
+      "name": "terminal-bench/caffe-cifar-10",
+      "ref": "sha256:7b0045106d7d5af724efe96b610ba64f7893f5c88528401c573c4d47e384e2bf"
+    },
+    {
+      "name": "terminal-bench/cancel-async-tasks",
+      "ref": "sha256:a3d048d351136e48070696cda8bb79660dfd74db1fea3b6da88559f0332699c1"
+    },
+    {
+      "name": "terminal-bench/circuit-fibsqrt",
+      "ref": "sha256:9bcffe1054bb33249aa578a9a2a74f3c8cca66b0cb7aa1328233f1d31822aae3"
+    },
+    {
+      "name": "terminal-bench/cobol-modernization",
+      "ref": "sha256:e03aa03965eee48c9f772d566ff9bcd741fceeac9693123f82a13fdd46be0d88"
+    },
+    {
+      "name": "terminal-bench/constraints-scheduling",
+      "ref": "sha256:91dd6f87e1ee508328d5aafbd99a6bd1ccc47bc22671b4aaa4060bda492deb53"
+    },
+    {
+      "name": "terminal-bench/custom-memory-heap-crash",
+      "ref": "sha256:61e021e0304c9818a9be2c9173c8a0938ce5d136e95c5422e099f1fdb2dc080e"
+    },
+    {
+      "name": "terminal-bench/db-wal-recovery",
+      "ref": "sha256:07e9193513bfce038b9f9d84962ecc85683eee0a642d14ee6fb7104b086ddab4"
+    },
+    {
+      "name": "terminal-bench/dna-assembly",
+      "ref": "sha256:e41a8e94d86019949b08d3b5f88a85f6d943ba0fd85d5e1d5ebb95cb8f66223f"
+    },
+    {
+      "name": "terminal-bench/fix-code-vulnerability",
+      "ref": "sha256:d31348aa16b533a15f013420e4d9726dc529e6086adc7d6d48067d22cc18fe71"
+    },
+    {
+      "name": "terminal-bench/git-multibranch",
+      "ref": "sha256:7759a92a373c967dd31535975bad8659410644025673fe62385444fd2605c5fa"
+    },
+    {
+      "name": "terminal-bench/kv-store-grpc",
+      "ref": "sha256:973c5d4c111fb61a344457936f1c36400acd2d9e44389e7b319586fe23a7a307"
+    },
+    {
+      "name": "terminal-bench/llm-inference-batching-scheduler",
+      "ref": "sha256:a3bf47589118daec5124fe3689b4439802c805b2f4ed9d402a48ae73ca2fea67"
+    },
+    {
+      "name": "terminal-bench/log-summary-date-ranges",
+      "ref": "sha256:27b074a2f10fff7606e096f3abd8dced418ad8fda0f53d88acbe477f2d9ceaf6"
+    },
+    {
+      "name": "terminal-bench/merge-diff-arc-agi-task",
+      "ref": "sha256:6aab6511a5344ce87698293bb1ce4cc51d9a45f1ad9f0c075d2a83197b36727d"
+    },
+    {
+      "name": "terminal-bench/model-extraction-relu-logits",
+      "ref": "sha256:1ae5045ad68b5d34c3398b612066a07c4a08b6dc330d28868ec4021e17c94b17"
+    },
+    {
+      "name": "terminal-bench/mteb-leaderboard",
+      "ref": "sha256:484f6d7008a05b5b8640fc6618a384b8c9447cd76f85416c8a595028d29bff9c"
+    },
+    {
+      "name": "terminal-bench/multi-source-data-merger",
+      "ref": "sha256:70367c38732e1beda7b229968a48d60242277c2fa4db91339c3f064c4c230d49"
+    },
+    {
+      "name": "terminal-bench/nginx-request-logging",
+      "ref": "sha256:9d1b8bebd989ea0bc8080c3b159480068caf183c5fd61385868b2574b206e097"
+    },
+    {
+      "name": "terminal-bench/openssl-selfsigned-cert",
+      "ref": "sha256:d4afa2bd2a9ba1420db8d6cfde42ffdb4873ae2d955c35014e8da94444c83302"
+    },
+    {
+      "name": "terminal-bench/path-tracing",
+      "ref": "sha256:cf56094c881a488b27e9f204a638a7e78ed7d55e12dc3064108c93357190314c"
+    },
+    {
+      "name": "terminal-bench/pypi-server",
+      "ref": "sha256:1a1e0542f58e2d3362fec17a9bbb98667717d9a4a3e9a4c8413d3150a4fa0ff1"
+    },
+    {
+      "name": "terminal-bench/pytorch-model-cli",
+      "ref": "sha256:6f11544dcc81a380dc4611902961f5520259c462d9fceb413419d66ab9a96c79"
+    },
+    {
+      "name": "terminal-bench/pytorch-model-recovery",
+      "ref": "sha256:2e628841cff93290919172398e573e794f34c95d9382b7425adde4364022decc"
+    },
+    {
+      "name": "terminal-bench/qemu-alpine-ssh",
+      "ref": "sha256:60b7050b0e0aa51641208cf65766743d340e59575db2c4d2f8628240846c2a28"
+    },
+    {
+      "name": "terminal-bench/query-optimize",
+      "ref": "sha256:169496ea6843cb403b0860132675baf7aa0df0ac8b86221068e27d86395260f4"
+    },
+    {
+      "name": "terminal-bench/regex-chess",
+      "ref": "sha256:e763e0ac1c9759081af0a4a82ba51b8cf9ae5485a93de3bbe42d7d344597bd78"
+    },
+    {
+      "name": "terminal-bench/regex-log",
+      "ref": "sha256:802c16cfd132e6c457529cb864be5a757c1b23b6cadc57f2d01983cb0110292a"
+    },
+    {
+      "name": "terminal-bench/schemelike-metacircular-eval",
+      "ref": "sha256:58130c2166c3115276dc8592f358e326ff2d81ea852e3d88636c82fd1dff57e6"
+    },
+    {
+      "name": "terminal-bench/torch-pipeline-parallelism",
+      "ref": "sha256:db605337c749a872cea7b5b413429b3915bb4c3efe0f7875f0c46ce81bd8c4fb"
+    },
+    {
+      "name": "terminal-bench/torch-tensor-parallelism",
+      "ref": "sha256:f32ce74a5aeb6638480247ab799fe46127bbee631acdd0921b0f394ec49b3684"
+    },
+    {
+      "name": "terminal-bench/write-compressor",
+      "ref": "sha256:d9ddd9a8e925e2c566b37b2492cbf995afecefe58874e4043ef78d7f3c892c7e"
+    }
+  ],
+  "prior_exposure": "All tasks are development tasks with previous outcomes and some reviewed traces/tests. This is not a held-out capability evaluation. No fresh trace or hidden-test content is reviewed until every new agent output is frozen.",
+  "remaining_unopened_tasks": 55
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/adaptive-rejection-sampler.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/adaptive-rejection-sampler.json
new file mode 100644
index 0000000..8637077
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/adaptive-rejection-sampler.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/adaptive-rejection-sampler",
+      "ref": "sha256:bcaa2399985cd57666018025846289ab25e193ae0dd8fb7f0ffab2410c24d4de"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/build-cython-ext.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/build-cython-ext.json
new file mode 100644
index 0000000..dcb2a04
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/build-cython-ext.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/build-cython-ext",
+      "ref": "sha256:35dc561790e73f13e59837828ac0863c0893edc6b71d42cf7d58656c843adf12"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/build-pov-ray.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/build-pov-ray.json
new file mode 100644
index 0000000..acdb83d
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/build-pov-ray.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/build-pov-ray",
+      "ref": "sha256:4f08dab602fe2e9e2f42051cc6aef684a88cf2822e8b499b3ca19e670759fddb"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/caffe-cifar-10.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/caffe-cifar-10.json
new file mode 100644
index 0000000..dabaa81
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/caffe-cifar-10.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/caffe-cifar-10",
+      "ref": "sha256:7b0045106d7d5af724efe96b610ba64f7893f5c88528401c573c4d47e384e2bf"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/cancel-async-tasks.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/cancel-async-tasks.json
new file mode 100644
index 0000000..bab191a
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/cancel-async-tasks.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/cancel-async-tasks",
+      "ref": "sha256:a3d048d351136e48070696cda8bb79660dfd74db1fea3b6da88559f0332699c1"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/circuit-fibsqrt.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/circuit-fibsqrt.json
new file mode 100644
index 0000000..727dcca
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/circuit-fibsqrt.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/circuit-fibsqrt",
+      "ref": "sha256:9bcffe1054bb33249aa578a9a2a74f3c8cca66b0cb7aa1328233f1d31822aae3"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/cobol-modernization.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/cobol-modernization.json
new file mode 100644
index 0000000..f809971
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/cobol-modernization.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/cobol-modernization",
+      "ref": "sha256:e03aa03965eee48c9f772d566ff9bcd741fceeac9693123f82a13fdd46be0d88"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/constraints-scheduling.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/constraints-scheduling.json
new file mode 100644
index 0000000..ae6ccbc
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/constraints-scheduling.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/constraints-scheduling",
+      "ref": "sha256:91dd6f87e1ee508328d5aafbd99a6bd1ccc47bc22671b4aaa4060bda492deb53"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/custom-memory-heap-crash.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/custom-memory-heap-crash.json
new file mode 100644
index 0000000..6272beb
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/custom-memory-heap-crash.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/custom-memory-heap-crash",
+      "ref": "sha256:61e021e0304c9818a9be2c9173c8a0938ce5d136e95c5422e099f1fdb2dc080e"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/db-wal-recovery.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/db-wal-recovery.json
new file mode 100644
index 0000000..1d5efa6
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/db-wal-recovery.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/db-wal-recovery",
+      "ref": "sha256:07e9193513bfce038b9f9d84962ecc85683eee0a642d14ee6fb7104b086ddab4"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json
new file mode 100644
index 0000000..4c3c004
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json
@@ -0,0 +1,100 @@
+{
+  "services": {
+    "main": {
+      "volumes": [
+        {
+          "type": "bind",
+          "source": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/apt-cache.conf",
+          "target": "/etc/apt/apt.conf.d/99nanopy-index-cache",
+          "read_only": true
+        }
+      ],
+      "environment": {
+        "UV_INSTALLER_GITHUB_BASE_URL": "http://127.0.0.1:18743",
+        "UV_PYTHON_INSTALL_MIRROR": "http://127.0.0.1:18743/astral-sh/python-build-standalone/releases/download"
+      }
+    },
+    "apt-index-cache": {
+      "image": "alexgshaw/pytorch-model-cli@sha256:c996884b5fb5fb2c0c07d67da2c4f974f271f07234ed28e1a868240375c57a67",
+      "network_mode": "service:main",
+      "entrypoint": [
+        "python3",
+        "/proxy/apt_index_proxy.py",
+        "--bind",
+        "127.0.0.1",
+        "--port",
+        "18742",
+        "--cache",
+        "/cache",
+        "--workers",
+        "16"
+      ],
+      "user": "1000:1000",
+      "read_only": true,
+      "cap_drop": [
+        "ALL"
+      ],
+      "security_opt": [
+        "no-new-privileges:true"
+      ],
+      "mem_limit": "256m",
+      "cpus": 0.5,
+      "volumes": [
+        "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/scripts/apt_index_proxy.py:/proxy/apt_index_proxy.py:ro",
+        "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/scripts/cache_image.py:/proxy/cache_image.py:ro",
+        "/home/minix/projects/nanoPyCodeAgent/.cache/nanopy-harbor/apt-indexes:/cache"
+      ],
+      "healthcheck": {
+        "test": [
+          "CMD",
+          "python3",
+          "-c",
+          "import socket; socket.create_connection((\"127.0.0.1\",18742), timeout=2).close()"
+        ],
+        "interval": "1s",
+        "timeout": "3s",
+        "retries": 30
+      }
+    },
+    "uv-release-cache": {
+      "image": "alexgshaw/pytorch-model-cli@sha256:c996884b5fb5fb2c0c07d67da2c4f974f271f07234ed28e1a868240375c57a67",
+      "network_mode": "service:main",
+      "entrypoint": [
+        "python3",
+        "/proxy/uv_release_cache.py",
+        "serve",
+        "--cache",
+        "/cache",
+        "--manifest",
+        "/manifest.json"
+      ],
+      "user": "1000:1000",
+      "read_only": true,
+      "cap_drop": [
+        "ALL"
+      ],
+      "security_opt": [
+        "no-new-privileges:true"
+      ],
+      "cpus": 0.5,
+      "mem_limit": "256m",
+      "volumes": [
+        "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/scripts/uv_release_cache.py:/proxy/uv_release_cache.py:ro",
+        "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/scripts/cache_image.py:/proxy/cache_image.py:ro",
+        "/home/minix/projects/nanoPyCodeAgent/.cache/nanopy-harbor/uv-releases:/cache:ro",
+        "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-release-manifest.json:/manifest.json:ro"
+      ],
+      "healthcheck": {
+        "test": [
+          "CMD",
+          "python3",
+          "-c",
+          "import socket; socket.create_connection((\"127.0.0.1\",18743), timeout=2).close()"
+        ],
+        "interval": "1s",
+        "timeout": "3s",
+        "retries": 30
+      }
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dna-assembly.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dna-assembly.json
new file mode 100644
index 0000000..ffd0aa7
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dna-assembly.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/dna-assembly",
+      "ref": "sha256:e41a8e94d86019949b08d3b5f88a85f6d943ba0fd85d5e1d5ebb95cb8f66223f"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/fix-code-vulnerability.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/fix-code-vulnerability.json
new file mode 100644
index 0000000..869353d
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/fix-code-vulnerability.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/fix-code-vulnerability",
+      "ref": "sha256:d31348aa16b533a15f013420e4d9726dc529e6086adc7d6d48067d22cc18fe71"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/git-multibranch.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/git-multibranch.json
new file mode 100644
index 0000000..70eb0c0
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/git-multibranch.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/git-multibranch",
+      "ref": "sha256:7759a92a373c967dd31535975bad8659410644025673fe62385444fd2605c5fa"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-01.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-01.json
new file mode 100644
index 0000000..abd0da3
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-01.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/adaptive-rejection-sampler",
+      "ref": "sha256:bcaa2399985cd57666018025846289ab25e193ae0dd8fb7f0ffab2410c24d4de"
+    },
+    {
+      "name": "terminal-bench/build-cython-ext",
+      "ref": "sha256:35dc561790e73f13e59837828ac0863c0893edc6b71d42cf7d58656c843adf12"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-02.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-02.json
new file mode 100644
index 0000000..ff43bed
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-02.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/cancel-async-tasks",
+      "ref": "sha256:a3d048d351136e48070696cda8bb79660dfd74db1fea3b6da88559f0332699c1"
+    },
+    {
+      "name": "terminal-bench/cobol-modernization",
+      "ref": "sha256:e03aa03965eee48c9f772d566ff9bcd741fceeac9693123f82a13fdd46be0d88"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-03.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-03.json
new file mode 100644
index 0000000..c38f6a3
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-03.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/db-wal-recovery",
+      "ref": "sha256:07e9193513bfce038b9f9d84962ecc85683eee0a642d14ee6fb7104b086ddab4"
+    },
+    {
+      "name": "terminal-bench/fix-code-vulnerability",
+      "ref": "sha256:d31348aa16b533a15f013420e4d9726dc529e6086adc7d6d48067d22cc18fe71"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-04.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-04.json
new file mode 100644
index 0000000..b969d06
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-04.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/git-multibranch",
+      "ref": "sha256:7759a92a373c967dd31535975bad8659410644025673fe62385444fd2605c5fa"
+    },
+    {
+      "name": "terminal-bench/kv-store-grpc",
+      "ref": "sha256:973c5d4c111fb61a344457936f1c36400acd2d9e44389e7b319586fe23a7a307"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-05.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-05.json
new file mode 100644
index 0000000..e6c1156
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-05.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/log-summary-date-ranges",
+      "ref": "sha256:27b074a2f10fff7606e096f3abd8dced418ad8fda0f53d88acbe477f2d9ceaf6"
+    },
+    {
+      "name": "terminal-bench/merge-diff-arc-agi-task",
+      "ref": "sha256:6aab6511a5344ce87698293bb1ce4cc51d9a45f1ad9f0c075d2a83197b36727d"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-06.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-06.json
new file mode 100644
index 0000000..9423a5d
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-06.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/model-extraction-relu-logits",
+      "ref": "sha256:1ae5045ad68b5d34c3398b612066a07c4a08b6dc330d28868ec4021e17c94b17"
+    },
+    {
+      "name": "terminal-bench/multi-source-data-merger",
+      "ref": "sha256:70367c38732e1beda7b229968a48d60242277c2fa4db91339c3f064c4c230d49"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-07.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-07.json
new file mode 100644
index 0000000..55d0c06
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-07.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/nginx-request-logging",
+      "ref": "sha256:9d1b8bebd989ea0bc8080c3b159480068caf183c5fd61385868b2574b206e097"
+    },
+    {
+      "name": "terminal-bench/openssl-selfsigned-cert",
+      "ref": "sha256:d4afa2bd2a9ba1420db8d6cfde42ffdb4873ae2d955c35014e8da94444c83302"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-08.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-08.json
new file mode 100644
index 0000000..cc26925
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-08.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pypi-server",
+      "ref": "sha256:1a1e0542f58e2d3362fec17a9bbb98667717d9a4a3e9a4c8413d3150a4fa0ff1"
+    },
+    {
+      "name": "terminal-bench/pytorch-model-cli",
+      "ref": "sha256:6f11544dcc81a380dc4611902961f5520259c462d9fceb413419d66ab9a96c79"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-09.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-09.json
new file mode 100644
index 0000000..0b0dfd2
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-09.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pytorch-model-recovery",
+      "ref": "sha256:2e628841cff93290919172398e573e794f34c95d9382b7425adde4364022decc"
+    },
+    {
+      "name": "terminal-bench/qemu-alpine-ssh",
+      "ref": "sha256:60b7050b0e0aa51641208cf65766743d340e59575db2c4d2f8628240846c2a28"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-10.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-10.json
new file mode 100644
index 0000000..3109e07
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-10.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/query-optimize",
+      "ref": "sha256:169496ea6843cb403b0860132675baf7aa0df0ac8b86221068e27d86395260f4"
+    },
+    {
+      "name": "terminal-bench/regex-log",
+      "ref": "sha256:802c16cfd132e6c457529cb864be5a757c1b23b6cadc57f2d01983cb0110292a"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-11.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-11.json
new file mode 100644
index 0000000..f6a87f7
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-11.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/torch-pipeline-parallelism",
+      "ref": "sha256:db605337c749a872cea7b5b413429b3915bb4c3efe0f7875f0c46ce81bd8c4fb"
+    },
+    {
+      "name": "terminal-bench/torch-tensor-parallelism",
+      "ref": "sha256:f32ce74a5aeb6638480247ab799fe46127bbee631acdd0921b0f394ec49b3684"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-12.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-12.json
new file mode 100644
index 0000000..4f91e2f
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-12.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/write-compressor",
+      "ref": "sha256:d9ddd9a8e925e2c566b37b2492cbf995afecefe58874e4043ef78d7f3c892c7e"
+    },
+    {
+      "name": "terminal-bench/constraints-scheduling",
+      "ref": "sha256:91dd6f87e1ee508328d5aafbd99a6bd1ccc47bc22671b4aaa4060bda492deb53"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-13.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-13.json
new file mode 100644
index 0000000..13f78b0
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-13.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/custom-memory-heap-crash",
+      "ref": "sha256:61e021e0304c9818a9be2c9173c8a0938ce5d136e95c5422e099f1fdb2dc080e"
+    },
+    {
+      "name": "terminal-bench/dna-assembly",
+      "ref": "sha256:e41a8e94d86019949b08d3b5f88a85f6d943ba0fd85d5e1d5ebb95cb8f66223f"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-14.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-14.json
new file mode 100644
index 0000000..283dcee
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-14.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/llm-inference-batching-scheduler",
+      "ref": "sha256:a3bf47589118daec5124fe3689b4439802c805b2f4ed9d402a48ae73ca2fea67"
+    },
+    {
+      "name": "terminal-bench/path-tracing",
+      "ref": "sha256:cf56094c881a488b27e9f204a638a7e78ed7d55e12dc3064108c93357190314c"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-15.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-15.json
new file mode 100644
index 0000000..065ff3e
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-15.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/schemelike-metacircular-eval",
+      "ref": "sha256:58130c2166c3115276dc8592f358e326ff2d81ea852e3d88636c82fd1dff57e6"
+    },
+    {
+      "name": "terminal-bench/caffe-cifar-10",
+      "ref": "sha256:7b0045106d7d5af724efe96b610ba64f7893f5c88528401c573c4d47e384e2bf"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-16.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-16.json
new file mode 100644
index 0000000..9ed02f2
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-16.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/circuit-fibsqrt",
+      "ref": "sha256:9bcffe1054bb33249aa578a9a2a74f3c8cca66b0cb7aa1328233f1d31822aae3"
+    },
+    {
+      "name": "terminal-bench/mteb-leaderboard",
+      "ref": "sha256:484f6d7008a05b5b8640fc6618a384b8c9447cd76f85416c8a595028d29bff9c"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-17.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-17.json
new file mode 100644
index 0000000..0a7a316
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/install-pair-17.json
@@ -0,0 +1,37 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/regex-chess",
+      "ref": "sha256:e763e0ac1c9759081af0a4a82ba51b8cf9ae5485a93de3bbe42d7d344597bd78"
+    },
+    {
+      "name": "terminal-bench/build-pov-ray",
+      "ref": "sha256:4f08dab602fe2e9e2f42051cc6aef684a88cf2822e8b499b3ca19e670759fddb"
+    }
+  ],
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/kv-store-grpc.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/kv-store-grpc.json
new file mode 100644
index 0000000..2271c7d
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/kv-store-grpc.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/kv-store-grpc",
+      "ref": "sha256:973c5d4c111fb61a344457936f1c36400acd2d9e44389e7b319586fe23a7a307"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/llm-inference-batching-scheduler.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/llm-inference-batching-scheduler.json
new file mode 100644
index 0000000..02c1b9a
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/llm-inference-batching-scheduler.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/llm-inference-batching-scheduler",
+      "ref": "sha256:a3bf47589118daec5124fe3689b4439802c805b2f4ed9d402a48ae73ca2fea67"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/log-summary-date-ranges.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/log-summary-date-ranges.json
new file mode 100644
index 0000000..161a71c
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/log-summary-date-ranges.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/log-summary-date-ranges",
+      "ref": "sha256:27b074a2f10fff7606e096f3abd8dced418ad8fda0f53d88acbe477f2d9ceaf6"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/merge-diff-arc-agi-task.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/merge-diff-arc-agi-task.json
new file mode 100644
index 0000000..910e196
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/merge-diff-arc-agi-task.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/merge-diff-arc-agi-task",
+      "ref": "sha256:6aab6511a5344ce87698293bb1ce4cc51d9a45f1ad9f0c075d2a83197b36727d"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/model-extraction-relu-logits.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/model-extraction-relu-logits.json
new file mode 100644
index 0000000..3144da3
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/model-extraction-relu-logits.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/model-extraction-relu-logits",
+      "ref": "sha256:1ae5045ad68b5d34c3398b612066a07c4a08b6dc330d28868ec4021e17c94b17"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/mteb-leaderboard.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/mteb-leaderboard.json
new file mode 100644
index 0000000..f55d725
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/mteb-leaderboard.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/mteb-leaderboard",
+      "ref": "sha256:484f6d7008a05b5b8640fc6618a384b8c9447cd76f85416c8a595028d29bff9c"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/multi-source-data-merger.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/multi-source-data-merger.json
new file mode 100644
index 0000000..8b212a2
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/multi-source-data-merger.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/multi-source-data-merger",
+      "ref": "sha256:70367c38732e1beda7b229968a48d60242277c2fa4db91339c3f064c4c230d49"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/nginx-request-logging.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/nginx-request-logging.json
new file mode 100644
index 0000000..3eb84c3
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/nginx-request-logging.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/nginx-request-logging",
+      "ref": "sha256:9d1b8bebd989ea0bc8080c3b159480068caf183c5fd61385868b2574b206e097"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/openssl-selfsigned-cert.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/openssl-selfsigned-cert.json
new file mode 100644
index 0000000..e349873
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/openssl-selfsigned-cert.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/openssl-selfsigned-cert",
+      "ref": "sha256:d4afa2bd2a9ba1420db8d6cfde42ffdb4873ae2d955c35014e8da94444c83302"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/path-tracing.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/path-tracing.json
new file mode 100644
index 0000000..a0da46b
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/path-tracing.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/path-tracing",
+      "ref": "sha256:cf56094c881a488b27e9f204a638a7e78ed7d55e12dc3064108c93357190314c"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/pypi-server.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/pypi-server.json
new file mode 100644
index 0000000..194082e
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/pypi-server.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pypi-server",
+      "ref": "sha256:1a1e0542f58e2d3362fec17a9bbb98667717d9a4a3e9a4c8413d3150a4fa0ff1"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/pytorch-model-cli.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/pytorch-model-cli.json
new file mode 100644
index 0000000..a051177
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/pytorch-model-cli.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pytorch-model-cli",
+      "ref": "sha256:6f11544dcc81a380dc4611902961f5520259c462d9fceb413419d66ab9a96c79"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/pytorch-model-recovery.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/pytorch-model-recovery.json
new file mode 100644
index 0000000..a425853
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/pytorch-model-recovery.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pytorch-model-recovery",
+      "ref": "sha256:2e628841cff93290919172398e573e794f34c95d9382b7425adde4364022decc"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/qemu-alpine-ssh.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/qemu-alpine-ssh.json
new file mode 100644
index 0000000..3cce150
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/qemu-alpine-ssh.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/qemu-alpine-ssh",
+      "ref": "sha256:60b7050b0e0aa51641208cf65766743d340e59575db2c4d2f8628240846c2a28"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/query-optimize.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/query-optimize.json
new file mode 100644
index 0000000..1921f0d
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/query-optimize.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/query-optimize",
+      "ref": "sha256:169496ea6843cb403b0860132675baf7aa0df0ac8b86221068e27d86395260f4"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/regex-chess.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/regex-chess.json
new file mode 100644
index 0000000..fc26f4f
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/regex-chess.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/regex-chess",
+      "ref": "sha256:e763e0ac1c9759081af0a4a82ba51b8cf9ae5485a93de3bbe42d7d344597bd78"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/regex-log.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/regex-log.json
new file mode 100644
index 0000000..cda11ee
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/regex-log.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/regex-log",
+      "ref": "sha256:802c16cfd132e6c457529cb864be5a757c1b23b6cadc57f2d01983cb0110292a"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/schemelike-metacircular-eval.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/schemelike-metacircular-eval.json
new file mode 100644
index 0000000..78acb45
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/schemelike-metacircular-eval.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/schemelike-metacircular-eval",
+      "ref": "sha256:58130c2166c3115276dc8592f358e326ff2d81ea852e3d88636c82fd1dff57e6"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/torch-pipeline-parallelism.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/torch-pipeline-parallelism.json
new file mode 100644
index 0000000..d0001bf
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/torch-pipeline-parallelism.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/torch-pipeline-parallelism",
+      "ref": "sha256:db605337c749a872cea7b5b413429b3915bb4c3efe0f7875f0c46ce81bd8c4fb"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/torch-tensor-parallelism.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/torch-tensor-parallelism.json
new file mode 100644
index 0000000..c4e154a
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/torch-tensor-parallelism.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/torch-tensor-parallelism",
+      "ref": "sha256:f32ce74a5aeb6638480247ab799fe46127bbee631acdd0921b0f394ec49b3684"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/write-compressor.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/write-compressor.json
new file mode 100644
index 0000000..976d279
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/write-compressor.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/write-compressor",
+      "ref": "sha256:d9ddd9a8e925e2c566b37b2492cbf995afecefe58874e4043ef78d7f3c892c7e"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/build-pov-ray.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/build-pov-ray.json
new file mode 100644
index 0000000..08ec086
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/build-pov-ray.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/build-pov-ray",
+      "ref": "sha256:4f08dab602fe2e9e2f42051cc6aef684a88cf2822e8b499b3ca19e670759fddb"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/caffe-cifar-10.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/caffe-cifar-10.json
new file mode 100644
index 0000000..ba60fcb
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/caffe-cifar-10.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/caffe-cifar-10",
+      "ref": "sha256:7b0045106d7d5af724efe96b610ba64f7893f5c88528401c573c4d47e384e2bf"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/circuit-fibsqrt.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/circuit-fibsqrt.json
new file mode 100644
index 0000000..1def551
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/circuit-fibsqrt.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/circuit-fibsqrt",
+      "ref": "sha256:9bcffe1054bb33249aa578a9a2a74f3c8cca66b0cb7aa1328233f1d31822aae3"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/constraints-scheduling.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/constraints-scheduling.json
new file mode 100644
index 0000000..548c1f4
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/constraints-scheduling.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/constraints-scheduling",
+      "ref": "sha256:91dd6f87e1ee508328d5aafbd99a6bd1ccc47bc22671b4aaa4060bda492deb53"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/custom-memory-heap-crash.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/custom-memory-heap-crash.json
new file mode 100644
index 0000000..4b6f6ad
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/custom-memory-heap-crash.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/custom-memory-heap-crash",
+      "ref": "sha256:61e021e0304c9818a9be2c9173c8a0938ce5d136e95c5422e099f1fdb2dc080e"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/dna-assembly.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/dna-assembly.json
new file mode 100644
index 0000000..e131e31
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/dna-assembly.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/dna-assembly",
+      "ref": "sha256:e41a8e94d86019949b08d3b5f88a85f6d943ba0fd85d5e1d5ebb95cb8f66223f"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/git-multibranch.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/git-multibranch.json
new file mode 100644
index 0000000..8381dc3
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/git-multibranch.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/git-multibranch",
+      "ref": "sha256:7759a92a373c967dd31535975bad8659410644025673fe62385444fd2605c5fa"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-01.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-01.json
new file mode 100644
index 0000000..4501ef0
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-01.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/git-multibranch",
+      "ref": "sha256:7759a92a373c967dd31535975bad8659410644025673fe62385444fd2605c5fa"
+    },
+    {
+      "name": "terminal-bench/kv-store-grpc",
+      "ref": "sha256:973c5d4c111fb61a344457936f1c36400acd2d9e44389e7b319586fe23a7a307"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-02.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-02.json
new file mode 100644
index 0000000..dfdf52e
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-02.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/log-summary-date-ranges",
+      "ref": "sha256:27b074a2f10fff7606e096f3abd8dced418ad8fda0f53d88acbe477f2d9ceaf6"
+    },
+    {
+      "name": "terminal-bench/merge-diff-arc-agi-task",
+      "ref": "sha256:6aab6511a5344ce87698293bb1ce4cc51d9a45f1ad9f0c075d2a83197b36727d"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-03.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-03.json
new file mode 100644
index 0000000..c9376f3
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-03.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/model-extraction-relu-logits",
+      "ref": "sha256:1ae5045ad68b5d34c3398b612066a07c4a08b6dc330d28868ec4021e17c94b17"
+    },
+    {
+      "name": "terminal-bench/multi-source-data-merger",
+      "ref": "sha256:70367c38732e1beda7b229968a48d60242277c2fa4db91339c3f064c4c230d49"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-04.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-04.json
new file mode 100644
index 0000000..eec9fea
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-04.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/nginx-request-logging",
+      "ref": "sha256:9d1b8bebd989ea0bc8080c3b159480068caf183c5fd61385868b2574b206e097"
+    },
+    {
+      "name": "terminal-bench/openssl-selfsigned-cert",
+      "ref": "sha256:d4afa2bd2a9ba1420db8d6cfde42ffdb4873ae2d955c35014e8da94444c83302"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-05.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-05.json
new file mode 100644
index 0000000..2a5407a
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-05.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pypi-server",
+      "ref": "sha256:1a1e0542f58e2d3362fec17a9bbb98667717d9a4a3e9a4c8413d3150a4fa0ff1"
+    },
+    {
+      "name": "terminal-bench/pytorch-model-cli",
+      "ref": "sha256:6f11544dcc81a380dc4611902961f5520259c462d9fceb413419d66ab9a96c79"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-06.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-06.json
new file mode 100644
index 0000000..2cc0304
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-06.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pytorch-model-recovery",
+      "ref": "sha256:2e628841cff93290919172398e573e794f34c95d9382b7425adde4364022decc"
+    },
+    {
+      "name": "terminal-bench/qemu-alpine-ssh",
+      "ref": "sha256:60b7050b0e0aa51641208cf65766743d340e59575db2c4d2f8628240846c2a28"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-07.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-07.json
new file mode 100644
index 0000000..7e0878a
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-07.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/query-optimize",
+      "ref": "sha256:169496ea6843cb403b0860132675baf7aa0df0ac8b86221068e27d86395260f4"
+    },
+    {
+      "name": "terminal-bench/regex-log",
+      "ref": "sha256:802c16cfd132e6c457529cb864be5a757c1b23b6cadc57f2d01983cb0110292a"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-08.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-08.json
new file mode 100644
index 0000000..1ea49a4
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-08.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/torch-pipeline-parallelism",
+      "ref": "sha256:db605337c749a872cea7b5b413429b3915bb4c3efe0f7875f0c46ce81bd8c4fb"
+    },
+    {
+      "name": "terminal-bench/torch-tensor-parallelism",
+      "ref": "sha256:f32ce74a5aeb6638480247ab799fe46127bbee631acdd0921b0f394ec49b3684"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-09.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-09.json
new file mode 100644
index 0000000..7bd1273
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-09.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/write-compressor",
+      "ref": "sha256:d9ddd9a8e925e2c566b37b2492cbf995afecefe58874e4043ef78d7f3c892c7e"
+    },
+    {
+      "name": "terminal-bench/constraints-scheduling",
+      "ref": "sha256:91dd6f87e1ee508328d5aafbd99a6bd1ccc47bc22671b4aaa4060bda492deb53"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-10.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-10.json
new file mode 100644
index 0000000..4d9072a
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-10.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/custom-memory-heap-crash",
+      "ref": "sha256:61e021e0304c9818a9be2c9173c8a0938ce5d136e95c5422e099f1fdb2dc080e"
+    },
+    {
+      "name": "terminal-bench/dna-assembly",
+      "ref": "sha256:e41a8e94d86019949b08d3b5f88a85f6d943ba0fd85d5e1d5ebb95cb8f66223f"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-11.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-11.json
new file mode 100644
index 0000000..4e88bc2
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-11.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/llm-inference-batching-scheduler",
+      "ref": "sha256:a3bf47589118daec5124fe3689b4439802c805b2f4ed9d402a48ae73ca2fea67"
+    },
+    {
+      "name": "terminal-bench/path-tracing",
+      "ref": "sha256:cf56094c881a488b27e9f204a638a7e78ed7d55e12dc3064108c93357190314c"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-12.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-12.json
new file mode 100644
index 0000000..b57b02c
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-12.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/schemelike-metacircular-eval",
+      "ref": "sha256:58130c2166c3115276dc8592f358e326ff2d81ea852e3d88636c82fd1dff57e6"
+    },
+    {
+      "name": "terminal-bench/caffe-cifar-10",
+      "ref": "sha256:7b0045106d7d5af724efe96b610ba64f7893f5c88528401c573c4d47e384e2bf"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-13.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-13.json
new file mode 100644
index 0000000..246b110
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-13.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/circuit-fibsqrt",
+      "ref": "sha256:9bcffe1054bb33249aa578a9a2a74f3c8cca66b0cb7aa1328233f1d31822aae3"
+    },
+    {
+      "name": "terminal-bench/mteb-leaderboard",
+      "ref": "sha256:484f6d7008a05b5b8640fc6618a384b8c9447cd76f85416c8a595028d29bff9c"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-14.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-14.json
new file mode 100644
index 0000000..a130477
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/install-pair-14.json
@@ -0,0 +1,44 @@
+{
+  "n_concurrent_trials": 2,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/regex-chess",
+      "ref": "sha256:e763e0ac1c9759081af0a4a82ba51b8cf9ae5485a93de3bbe42d7d344597bd78"
+    },
+    {
+      "name": "terminal-bench/build-pov-ray",
+      "ref": "sha256:4f08dab602fe2e9e2f42051cc6aef684a88cf2822e8b499b3ca19e670759fddb"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  },
+  "install_only": true
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/kv-store-grpc.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/kv-store-grpc.json
new file mode 100644
index 0000000..02fc1a4
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/kv-store-grpc.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/kv-store-grpc",
+      "ref": "sha256:973c5d4c111fb61a344457936f1c36400acd2d9e44389e7b319586fe23a7a307"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/llm-inference-batching-scheduler.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/llm-inference-batching-scheduler.json
new file mode 100644
index 0000000..e54f30b
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/llm-inference-batching-scheduler.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/llm-inference-batching-scheduler",
+      "ref": "sha256:a3bf47589118daec5124fe3689b4439802c805b2f4ed9d402a48ae73ca2fea67"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/log-summary-date-ranges.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/log-summary-date-ranges.json
new file mode 100644
index 0000000..3a2180a
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/log-summary-date-ranges.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/log-summary-date-ranges",
+      "ref": "sha256:27b074a2f10fff7606e096f3abd8dced418ad8fda0f53d88acbe477f2d9ceaf6"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/merge-diff-arc-agi-task.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/merge-diff-arc-agi-task.json
new file mode 100644
index 0000000..7b72608
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/merge-diff-arc-agi-task.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/merge-diff-arc-agi-task",
+      "ref": "sha256:6aab6511a5344ce87698293bb1ce4cc51d9a45f1ad9f0c075d2a83197b36727d"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/model-extraction-relu-logits.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/model-extraction-relu-logits.json
new file mode 100644
index 0000000..de66f6e
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/model-extraction-relu-logits.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/model-extraction-relu-logits",
+      "ref": "sha256:1ae5045ad68b5d34c3398b612066a07c4a08b6dc330d28868ec4021e17c94b17"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/mteb-leaderboard.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/mteb-leaderboard.json
new file mode 100644
index 0000000..7350550
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/mteb-leaderboard.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/mteb-leaderboard",
+      "ref": "sha256:484f6d7008a05b5b8640fc6618a384b8c9447cd76f85416c8a595028d29bff9c"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/multi-source-data-merger.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/multi-source-data-merger.json
new file mode 100644
index 0000000..808c063
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/multi-source-data-merger.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/multi-source-data-merger",
+      "ref": "sha256:70367c38732e1beda7b229968a48d60242277c2fa4db91339c3f064c4c230d49"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/nginx-request-logging.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/nginx-request-logging.json
new file mode 100644
index 0000000..25f4789
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/nginx-request-logging.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/nginx-request-logging",
+      "ref": "sha256:9d1b8bebd989ea0bc8080c3b159480068caf183c5fd61385868b2574b206e097"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/openssl-selfsigned-cert.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/openssl-selfsigned-cert.json
new file mode 100644
index 0000000..64db233
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/openssl-selfsigned-cert.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/openssl-selfsigned-cert",
+      "ref": "sha256:d4afa2bd2a9ba1420db8d6cfde42ffdb4873ae2d955c35014e8da94444c83302"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/path-tracing.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/path-tracing.json
new file mode 100644
index 0000000..1b93bea
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/path-tracing.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/path-tracing",
+      "ref": "sha256:cf56094c881a488b27e9f204a638a7e78ed7d55e12dc3064108c93357190314c"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/pypi-server.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/pypi-server.json
new file mode 100644
index 0000000..710cba1
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/pypi-server.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pypi-server",
+      "ref": "sha256:1a1e0542f58e2d3362fec17a9bbb98667717d9a4a3e9a4c8413d3150a4fa0ff1"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/pytorch-model-cli.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/pytorch-model-cli.json
new file mode 100644
index 0000000..72cf04c
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/pytorch-model-cli.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pytorch-model-cli",
+      "ref": "sha256:6f11544dcc81a380dc4611902961f5520259c462d9fceb413419d66ab9a96c79"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/pytorch-model-recovery.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/pytorch-model-recovery.json
new file mode 100644
index 0000000..833b4d5
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/pytorch-model-recovery.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/pytorch-model-recovery",
+      "ref": "sha256:2e628841cff93290919172398e573e794f34c95d9382b7425adde4364022decc"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/qemu-alpine-ssh.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/qemu-alpine-ssh.json
new file mode 100644
index 0000000..48afb01
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/qemu-alpine-ssh.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/qemu-alpine-ssh",
+      "ref": "sha256:60b7050b0e0aa51641208cf65766743d340e59575db2c4d2f8628240846c2a28"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/query-optimize.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/query-optimize.json
new file mode 100644
index 0000000..2a29b82
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/query-optimize.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/query-optimize",
+      "ref": "sha256:169496ea6843cb403b0860132675baf7aa0df0ac8b86221068e27d86395260f4"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/regex-chess.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/regex-chess.json
new file mode 100644
index 0000000..5d963be
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/regex-chess.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/regex-chess",
+      "ref": "sha256:e763e0ac1c9759081af0a4a82ba51b8cf9ae5485a93de3bbe42d7d344597bd78"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/regex-log.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/regex-log.json
new file mode 100644
index 0000000..e1b548e
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/regex-log.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/regex-log",
+      "ref": "sha256:802c16cfd132e6c457529cb864be5a757c1b23b6cadc57f2d01983cb0110292a"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/schemelike-metacircular-eval.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/schemelike-metacircular-eval.json
new file mode 100644
index 0000000..0afc971
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/schemelike-metacircular-eval.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/schemelike-metacircular-eval",
+      "ref": "sha256:58130c2166c3115276dc8592f358e326ff2d81ea852e3d88636c82fd1dff57e6"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/torch-pipeline-parallelism.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/torch-pipeline-parallelism.json
new file mode 100644
index 0000000..f5f3f57
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/torch-pipeline-parallelism.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/torch-pipeline-parallelism",
+      "ref": "sha256:db605337c749a872cea7b5b413429b3915bb4c3efe0f7875f0c46ce81bd8c4fb"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/torch-tensor-parallelism.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/torch-tensor-parallelism.json
new file mode 100644
index 0000000..586e163
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/torch-tensor-parallelism.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/torch-tensor-parallelism",
+      "ref": "sha256:f32ce74a5aeb6638480247ab799fe46127bbee631acdd0921b0f394ec49b3684"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/write-compressor.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/write-compressor.json
new file mode 100644
index 0000000..df52a53
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/supervision-v7/write-compressor.json
@@ -0,0 +1,39 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/mnt/ubuntu/home/omarchy_data/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/storage-v2/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/write-compressor",
+      "ref": "sha256:d9ddd9a8e925e2c566b37b2492cbf995afecefe58874e4043ef78d7f3c892c7e"
+    }
+  ],
+  "verifier": {
+    "import_path": "harbor_adapter:RetryingVerifier",
+    "kwargs": {
+      "max_attempts": 3,
+      "require_agent_quiescence": true
+    }
+  }
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/timeout-boundary-evidence.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/timeout-boundary-evidence.json
new file mode 100644
index 0000000..07e9a3f
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/timeout-boundary-evidence.json
@@ -0,0 +1,245 @@
+{
+  "observed_at": "2026-10-29T14:57:26.714324+00:00",
+  "policy": "Preserve every original output and native reward. These timeout trials do not establish a verified frozen boundary. Metadata only was inspected; no solution or hidden-test content was reviewed. No completed model trial is retried.",
+  "cases": [
+    {
+      "task": "terminal-bench/adaptive-rejection-sampler",
+      "exception_type": "AgentTimeoutError",
+      "agent_execution": {
+        "started_at": "2026-10-29T13:54:34.019472Z",
+        "finished_at": "2026-10-29T14:09:35.305831Z"
+      },
+      "verifier": {
+        "started_at": "2026-10-29T14:09:35.589907Z",
+        "finished_at": "2026-10-29T14:16:29.067351Z"
+      },
+      "native_rewards": {
+        "reward": 0.0
+      },
+      "result_sha256": "54f5f469df311a50cc463503f529e0ad7188823891ab31840965ef4c78bfef97",
+      "pi_events_sha256": "70022bc1980da1fef1d93a9105d5b7da64753d01d526d93cd32184b677e5ec8b",
+      "post_agent_deadline_metadata": [
+        {
+          "timestamp": "2026-10-29T14:09:52.609000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:09:52.615000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:09:57.440000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:09:57.446000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:10:17.261000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:10:17.270000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:10:21.173000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:10:21.194000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:10:25.093000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:10:54.575000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:10:57.583000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:11:57.590000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:12:01.777000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:12:01.798000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:12:56.451000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:12:56.480000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:12:59.037000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:12:59.041000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:13:09.546000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:13:55.368000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:13:57.962000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:14:57.538000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:15:01.266000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:15:01.271000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:15:08.602000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:16:09.197000+00:00",
+          "role": "toolResult",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:16:12.110000+00:00",
+          "role": "assistant",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:09:52.618000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:09:57.455000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:10:17.274000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:10:21.196000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:10:54.577000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:11:57.592000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:12:01.799000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:12:56.483000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:12:59.043000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:13:55.371000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:14:57.540000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:15:01.273000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        },
+        {
+          "timestamp": "2026-10-29T14:16:09.201000+00:00",
+          "role": "assistant_creation",
+          "after_verifier_started": true
+        }
+      ],
+      "analytical_status": "invalid_frozen_boundary"
+    },
+    {
+      "task": "terminal-bench/db-wal-recovery",
+      "exception_type": "AgentTimeoutError",
+      "agent_execution": {
+        "started_at": "2026-10-29T14:26:49.171477Z",
+        "finished_at": "2026-10-29T14:41:47.862235Z"
+      },
+      "verifier": {
+        "started_at": "2026-10-29T14:41:48.136670Z",
+        "finished_at": "2026-10-29T14:42:23.786394Z"
+      },
+      "native_rewards": {
+        "reward": 0.0
+      },
+      "result_sha256": "1318b9f55b8ca84b5c8067ba5a36ee2d7b953acb550f3e01062d2612090a0755",
+      "pi_events_sha256": "fb60c26f364cb61eff8742cf53feb87feb9743f73c4afdb06e3314b343aed3cf",
+      "post_agent_deadline_metadata": [],
+      "analytical_status": "timeout_without_verified_quiescence"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/torch-pipeline-parallelism.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/torch-pipeline-parallelism.json
new file mode 100644
index 0000000..17a2cfc
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/torch-pipeline-parallelism.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/torch-pipeline-parallelism",
+      "ref": "sha256:db605337c749a872cea7b5b413429b3915bb4c3efe0f7875f0c46ce81bd8c4fb"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/torch-tensor-parallelism.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/torch-tensor-parallelism.json
new file mode 100644
index 0000000..6a9b720
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/torch-tensor-parallelism.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/torch-tensor-parallelism",
+      "ref": "sha256:f32ce74a5aeb6638480247ab799fe46127bbee631acdd0921b0f394ec49b3684"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/write-compressor.json b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/write-compressor.json
new file mode 100644
index 0000000..a442618
--- /dev/null
+++ b/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/write-compressor.json
@@ -0,0 +1,32 @@
+{
+  "n_concurrent_trials": 1,
+  "n_attempts": 1,
+  "retry": {
+    "max_retries": 0
+  },
+  "agents": [
+    {
+      "name": "harbor_adapter:PiCodeAgent",
+      "model_name": "deepseek/deepseek-flash",
+      "override_setup_timeout_sec": 1800,
+      "kwargs": {
+        "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+        "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+        "model_config_path": "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/pi-models.json",
+        "thinking": "high"
+      }
+    }
+  ],
+  "environment": {
+    "type": "docker",
+    "extra_docker_compose": [
+      "/home/minix/projects/nanoPyCodeAgent/jobs/pi-deepseek-flash-dev34-20261024/benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/dependency-cache.compose.json"
+    ]
+  },
+  "tasks": [
+    {
+      "name": "terminal-bench/write-compressor",
+      "ref": "sha256:d9ddd9a8e925e2c566b37b2492cbf995afecefe58874e4043ef78d7f3c892c7e"
+    }
+  ]
+}
diff --git a/benchmarks/harbor/reports/en/pi-deepseek-flash-dev34-20261024.md b/benchmarks/harbor/reports/en/pi-deepseek-flash-dev34-20261024.md
new file mode 100644
index 0000000..95b8508
--- /dev/null
+++ b/benchmarks/harbor/reports/en/pi-deepseek-flash-dev34-20261024.md
@@ -0,0 +1,252 @@
+# Pi + DeepSeek Flash: 34-task development baseline
+
+All **34 tasks received one fresh model attempt** and finished on October 29,
+2026. The audited outcomes are **26 official passes, six scored failures, and
+two unscored legacy timeout attempts**. One of the 26 passes followed confirmed
+agent cancellation at its time limit; another retrieved public reference tests
+and a solution. This run does **not** establish a complete, uncontaminated
+34-task pass rate.
+
+The unchanged standard summaries contain 25 ordinary passes, six ordinary
+failures, and three `AgentTimeoutError` execution errors. Native raw rewards are
+26 ones and eight zeros. The audit accepts the supervised Caffe timeout's raw
+one and leaves the two legacy timeout zeros analytically null. It never
+rewrites exceptions, changes native rewards, or replaces model outputs.
+
+The [audited results](../../results/pi-deepseek-flash-dev34-20261024.json) contain
+all trial IDs, source/task/configuration provenance, raw and analytical outcomes,
+official test counts, usage, timing, audit flags, and evidence hashes. The
+[v7 registration](../../configs/pi-deepseek-flash-dev34-20261024/experiment-v7.json) preserves the six original
+attempts and registers the remaining 28 under corrected process supervision.
+All outputs were hashed at **2026-10-30 13:54:30.827662 UTC**, before new solution
+trajectory or hidden-test-content review; the
+[freeze manifest](../../configs/pi-deepseek-flash-dev34-20261024/outputs-freeze.json) covers **1,449 files**.
+
+## Agent, model, and protocol
+
+| Property | Value |
+| --- | --- |
+| Pool | The exact October 12 development selection: 34 tasks with identical task revisions; the remaining 55 packages stayed unopened |
+| Agent | Unmodified upstream Pi 1.4.0 local binary distribution; all files and permissions pinned; upstream archive checksum not independently verified |
+| Model | `deepseek/deepseek-flash`, official `https://api.deepseek.com` OpenAI-compatible endpoint |
+| Alias | Official documentation checked October 24 and 27 mapped it to DeepSeek-V4.1-Flash-1017; mutable alias, not an immutable checkpoint |
+| Reasoning and sampling | `high`; temperature unset |
+| Agent behavior | Stock prompt, tools, compaction, and request retry behavior; personal settings, extensions, skills, history, and other providers excluded |
+| Model metadata | Context 1,000,000; output ceiling 384,000; native Pi generation behavior |
+| Limits | Original task-native agent timeout and resources; separate 1,800-second setup limit |
+| Queue | Ascending native timeout then name; consecutive pair barriers; concurrency two; one output per task |
+| Verifier | Original official scripts and per-attempt limits; timeout-only retries permitted up to three attempts on the same output; zero used |
+| Installation | Original 34 checks passed; 28 additional checks/probes passed after the supervision amendment |
+
+QEMU's registered `qemu-alpine-ssh-v1` dependency profile passed under both
+sources. The other 33 task profiles explicitly remain `not_configured`;
+installation success does not certify unsupported verifier dependencies.
+Verified caches preserve original package names, sizes, SHA256 digests, sources,
+and task images. Original image identities and repository digests were verified
+before each batch. Only newly introduced image references were evicted without
+force; protected images and nine older stopped recovery containers were retained.
+
+```text
+plan SHA256: d90107ed15e47981fb3a09e74eb5d3b0e4f72acc96b30308c6d66ec28151128c
+freeze SHA256: 76b775d898bbb84b21f80eee1061806d7d949465f9eef60dcab6dedeb326734b
+results SHA256: b85d3bf2b0ea9661940f0e6b08e3bea71b2c41ae34da5c89f9ecd5197c6c8ff5
+selection SHA256: 4572b1cc432a16b9c5d1dd554c8d2189ae80414f386a90bf03829bc4d0c3da85
+Pi distribution SHA256: 60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9
+first six adapter source: d6ed70a5d6a1c5b0f9b6c9d20b4a1c2b49153f67
+remaining 28 adapter source: 29db8d7abbbe5f1660b8fb4d7caeeb0d183dc64d
+```
+
+The historical Nano baseline used 100 replies, a 65,536-token output request,
+native timeout minus 180 seconds for work, an Anthropic-compatible endpoint, and
+unset reasoning effort. Pi used its native loop, the full task-native timeout,
+an OpenAI-compatible endpoint, and `high` reasoning. Different dates, a mutable
+model alias, and these protocol differences prevent a causal agent-quality or
+checkpoint comparison. There was no agent/prompt optimization between tasks.
+
+## Process-supervision amendment and timeout accounting
+
+The first six attempts used `d6ed70a`. Three passed and one failed normally.
+`adaptive-rejection-sampler` and `db-wal-recovery` timed out. Operational
+timestamps exposed Pi activity during sampler verification, so the controller
+stopped at the completed-pair boundary before task seven. The 28 unstarted
+tasks moved to `29db8d7` after **225 Harbor tests**, a network-disabled Docker
+cancellation probe, and 28 fresh installation/supervisor checks. Pi bytes,
+model settings, prompt/tools, task order/revisions, and budgets were unchanged.
+See the [configuration history](../../configs/pi-deepseek-flash-dev34-20261024/README.md),
+[original-six evidence](../../configs/pi-deepseek-flash-dev34-20261024/model-prefix-evidence.json),
+[timeout evidence](../../configs/pi-deepseek-flash-dev34-20261024/timeout-boundary-evidence.json), and
+[Docker probe](../../configs/pi-deepseek-flash-dev34-20261024/process-supervision-probe-evidence.json).
+
+- **Sampler:** 40 message metadata records occurred after the reported agent
+  end, including during verification. The verifier also encountered an APT lock
+  and a `scipy==1.16.2` download timeout; official pytest never started. Its raw
+  zero has both an invalid frozen boundary and a verifier dependency error.
+- **WAL recovery:** no post-end message was observed, but the original adapter
+  never acknowledged process stoppage. Official tests reported missing
+  `/app/recovered.json` (0 passed, 7 failed). The raw zero remains unscored
+  because the timeout boundary is unverified.
+- **Caffe:** the corrected adapter reached the native 3,600-second agent limit,
+  acknowledged cancellation with **13 stopped processes**, and then ran the
+  official verifier. All **six tests passed**. The native `AgentTimeoutError`
+  and standard `execution_error` summary remain; the analytical score is one.
+  No post-end or post-verifier-start message was recorded.
+
+All 28 corrected-source runs had completed or confirmed-cancelled supervision
+records before official grading. The required guard rejects missing or
+incomplete records. Successful solution servers may remain running by design;
+cancellation stops detached agent tools as well. This amendment does not
+retroactively validate the first two timeout attempts. There were **zero model
+setup errors, zero whole-trial retries, and zero verifier retries**. The sampler
+dependency error overlaps its invalid-boundary exclusion; it is not a third
+unscored task.
+
+## Per-task outcomes
+
+| Task | Previous Nano raw | Pi raw | Audited outcome | Official tests passed / failed | Agent seconds |
+| --- | ---: | ---: | --- | ---: | ---: |
+| adaptive-rejection-sampler | 0 | 0 | Unscored: invalid boundary + verifier error | Not started | 901.3 |
+| build-cython-ext | 1 | 1 | Passed | 11 / 0 | 834.2 |
+| cancel-async-tasks | 1 | 0 | Failed | 5 / 1 | 104.8 |
+| cobol-modernization | 1 | 1 | Passed | 3 / 0 | 430.2 |
+| db-wal-recovery | 0 | 0 | Unscored: unverified timeout boundary | 0 / 7 | 898.7 |
+| fix-code-vulnerability | 1 | 1 | Passed | 6 / 0 | 28.2 |
+| git-multibranch | 1 | 1 | Passed | 1 / 0 | 80.5 |
+| kv-store-grpc | 0 | 1 | Passed | 7 / 0 | 36.1 |
+| log-summary-date-ranges | 1 | 0 | Failed | 1 / 1 | 13.9 |
+| merge-diff-arc-agi-task | 1 | 1 | Passed | 5 / 0 | 77.1 |
+| model-extraction-relu-logits | 1 | 0 | Failed | 0 / 1 | 177.0 |
+| multi-source-data-merger | 1 | 1 | Passed | 3 / 0 | 34.3 |
+| nginx-request-logging | 1 | 1 | Passed | 8 / 0 | 52.1 |
+| openssl-selfsigned-cert | 1 | 1 | Passed | 6 / 0 | 16.5 |
+| pypi-server | 1 | 1 | Passed | 1 / 0 | 70.3 |
+| pytorch-model-cli | 1 | 0 | Failed | 5 / 1 | 660.7 |
+| pytorch-model-recovery | 1 | 1 | Passed | 5 / 0 | 178.3 |
+| qemu-alpine-ssh | 1 | 1 | Passed | 1 / 0 | 654.9 |
+| query-optimize | 0 | 0 | Failed | 5 / 1 | 318.0 |
+| regex-log | 1 | 1 | Passed | 1 / 0 | 157.0 |
+| torch-pipeline-parallelism † | 0 | 1 | Passed | 4 / 0 | 562.2 |
+| torch-tensor-parallelism | 1 | 1 | Passed | 13 / 0 | 90.8 |
+| write-compressor | 1 | 1 | Passed | 3 / 0 | 304.1 |
+| constraints-scheduling | 1 | 1 | Passed | 3 / 0 | 23.0 |
+| custom-memory-heap-crash | 1 | 1 | Passed | 6 / 0 | 96.2 |
+| dna-assembly | 1 | 0 | Failed | 0 / 1 | 763.3 |
+| llm-inference-batching-scheduler | 1 | 1 | Passed | 6 / 0 | 337.7 |
+| path-tracing | 1 | 1 | Passed | 5 / 0 | 133.1 |
+| schemelike-metacircular-eval | 1 | 1 | Passed | 1 / 0 | 800.1 |
+| caffe-cifar-10 | 1 | 1 | Timeout; confirmed stop, passed | 6 / 0 | 3600.4 |
+| circuit-fibsqrt | 1 | 1 | Passed | 3 / 0 | 239.0 |
+| mteb-leaderboard | 1 | 1 | Passed | 2 / 0 | 667.7 |
+| regex-chess | 0 | 1 | Passed | 4 / 0 | 1618.2 |
+| build-pov-ray | 1 | 1 | Passed | 3 / 0 | 267.4 |
+
+† `torch-pipeline-parallelism` accessed public Terminal-Bench tests and a
+reference solution. Its official pass is retained and flagged below.
+Test counts use the final official pytest summary, preserving parameterized
+cases: pipeline has four cases and tensor parallelism 13; native CTRF summaries
+deduplicate these to three each. The 32 accepted evaluations executed **139
+official cases: 133 passed, six failed, zero errors/skips**. The unscored WAL
+trial's seven failed cases are separate. Embedded upstream/self-test counts
+are not added to the final official wrapper totals.
+
+The six valid failures were:
+
+| Task | Official failure evidence |
+| --- | --- |
+| cancel-async-tasks | Excess tasks missed cleanup messages: 0 instead of 2 |
+| log-summary-date-ranges | Month-to-date ERROR count 14160 instead of 4682 |
+| model-extraction-relu-logits | Recovered matrix failed to match row 24 |
+| pytorch-model-cli | CLI predictions differed from expected values |
+| query-optimize | Runtime 0.8657636019925121 seconds exceeded 1.05 × 0.6539265539904591 seconds |
+| dna-assembly | Primer melting temperatures differed by 5.4112089999999995 degrees C, above the 5-degree limit |
+
+These are official assertion findings, not proofs of complete root causes.
+Against the [October 12 Nano baseline](dev34-main-baseline-20261012.md), three
+previous failures now have official passes: `kv-store-grpc`,
+`torch-pipeline-parallelism` (exposure flagged), and `regex-chess`. Five previous
+passes now fail: `cancel-async-tasks`, `log-summary-date-ranges`,
+`model-extraction-relu-logits`, `pytorch-model-cli`, and `dna-assembly`.
+Sampler and WAL remain unresolved. Historical Nano's 28/34 is not directly
+comparable to a complete new Pi rate, which this run does not supply.
+
+## Exposure and private artifacts
+
+After freezing outputs, a targeted scan reviewed **925 recorded tool starts**
+and matching tool outputs for benchmark repositories, hidden paths, and
+environment access. `torch-pipeline-parallelism` downloaded upstream
+`tests/test_outputs.py` (178 lines), `solution/solve.sh` (112 lines), and
+`instruction.md` (33 lines) from public repository `harbor-framework/terminal-bench-2`,
+read the reference solution, and ran the downloaded tests. The remote `main`
+was not pinned to the registered package revision. Its pass does not establish
+unaided task completion. WAL and Git listed `/logs/verifier` while it was empty;
+those listing outputs contained no official tests. MTEB application sources,
+public results, and the Scandinavian leaderboard were consulted for that task,
+separately from Terminal-Bench reference material.
+
+WAL and `llm-inference-batching-scheduler` printed environment variables that
+included the configured DeepSeek API key. An exact-match scan found the key in
+**four local raw files**, the event and native-session files for those two tasks.
+The key value and raw traces are not published. Rotate that key before another
+experiment. Published artifacts contain derived findings and hashes only.
+This targeted audit is not proof that every other exposure or exfiltration
+channel was absent. The pool was already exposed development material.
+
+## Timing, usage, and reproduction
+
+Model jobs ran from **2026-10-29 13:54:04.318461 UTC** to
+**2026-10-29 19:11:52.019151 UTC**: **317.8 minutes**, including pair barriers,
+verification, and the supervision-amendment gap. Summed agent execution was
+**15,227.44641 seconds**. All controllers and task containers exited; older
+stopped recovery containers were preserved.
+
+Recorded usage totals **27,164,763 input tokens** (including **26,331,264 cached
+tokens**) and **718,414 output tokens**. The known peak-rate cost subtotal is
+approximately **$1.270134084**. All three interrupted trials have partial usage
+and cost coverage; the old adapter's false completeness flags remain raw and
+are corrected only in derived audit fields. In-flight or later legacy activity
+can be missing. These are known subtotals, not a complete token count or a
+reconciled bill; registered pricing also excludes off-peak discounts.
+
+The registered controller was invoked from the experiment worktree with the
+key supplied only through the environment. It delegates each job to the
+standard Harbor entry point from its corresponding frozen checkout:
+
+```bash
+export UV_PROJECT_ENVIRONMENT="$PWD/jobs/harbor-supervised-runtime-venv"
+uv run --frozen --project jobs/supervised-source/benchmarks/harbor \
+  python benchmarks/harbor/scripts/run_comparison.py \
+  --plan benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v7.json \
+  --phase all
+```
+
+```bash
+uv run --project benchmarks/harbor python -m harbor_adapter run --config <config.json>
+```
+
+Completed records are skipped; started-but-unfinished records refuse replay.
+The final v7 plan validated. All 34 source snapshots, task revisions, public
+model configurations, and distribution pins matched; pair barriers and
+preflight gates passed. All 1,449 frozen file hashes were rechecked during
+audit. Native artifacts remain in ignored `jobs/runtime-source/jobs/` and
+`jobs/supervised-source/jobs/`; reports and audited JSON are the shareable
+baseline record. A complete English/Simplified Chinese report pair is maintained
+in the same change.
+
+## Post-run workflow review
+
+Four reproducible workflow defects were corrected after this run: zero-exit
+model-loading warnings could hide fallback settings; multiple Pi configurations
+could overwrite one job-local snapshot; failed streams with initialized zero
+usage could be labeled complete after a successful retry; and concurrent first
+publication of a shared distribution could abort one preparation. Regression
+tests reproduced nine failures against the evaluated corrected source, while
+the updated full Harbor suite passed **238 tests**. The pinned Pi 1.4.0 offline
+probe accepted the registered configuration and rejected an invalid `maxTokens`
+configuration despite its zero exit code, without a model call.
+
+The [review evidence](../../configs/pi-deepseek-flash-dev34-20261024/review-fixes-evidence.json)
+records the fixes and archive checks. Each archived model job had one Pi agent
+and the registered valid public model configuration; no model-loading warning
+or failed zero-usage assistant event was found in the checked job logs/events.
+All 1,449 frozen file hashes still match. The original evaluated sources,
+exceptions, usage, outcomes, and result JSON remain unchanged; these workflow
+fixes apply to future runs and do not imply that this baseline was rerun.
diff --git a/benchmarks/harbor/reports/zh-CN/pi-deepseek-flash-dev34-20261024.md b/benchmarks/harbor/reports/zh-CN/pi-deepseek-flash-dev34-20261024.md
new file mode 100644
index 0000000..54763c9
--- /dev/null
+++ b/benchmarks/harbor/reports/zh-CN/pi-deepseek-flash-dev34-20261024.md
@@ -0,0 +1,220 @@
+# Pi + DeepSeek Flash：34 题开发集 baseline
+
+**34 题均获得一次全新的模型尝试**，并于 2026 年 10 月 29 日运行结束。
+审计结果为 **26 题官方验证通过、6 题评分失败、2 次旧适配器超时尝试不评分**。
+26 次通过中，一次发生在 agent 达到时限且确认停止之后，另一次读取过公开参考测试
+和解法。因此，本轮**不能给出完整且无答案接触的 34 题通过率**。
+
+未修改的标准摘要记录了 25 次正常通过、6 次正常失败和 3 次
+`AgentTimeoutError` 执行错误。原生 reward 为 26 个一和 8 个零。
+审计采纳有进程托管确认的 Caffe 超时尝试的原始一分，将两次旧超时的原始零分
+在分析中保留为空。审计不改写异常、不修改原始 reward，也不替换模型输出。
+
+[审计结果 JSON](../../results/pi-deepseek-flash-dev34-20261024.json) 包含全部
+trial ID、源码/任务/配置来源、原始及分析结论、官方测试数量、用量、时间、
+审计标记和证据哈希。[v7 登记](../../configs/pi-deepseek-flash-dev34-20261024/experiment-v7.json) 保留前六次尝试，
+并为剩余 28 题登记修正后的进程托管。全部输出于
+**2026-10-30 13:54:30.827662 UTC** 完成哈希冻结，早于新的解题轨迹或隐藏测试
+内容审阅；[冻结清单](../../configs/pi-deepseek-flash-dev34-20261024/outputs-freeze.json) 覆盖 **1,449 个文件**。
+
+## Agent、模型与协议
+
+| 属性 | 值 |
+| --- | --- |
+| 题池 | 与 10 月 12 日完全相同的开发集选择：34 题，任务 revision 一致；其余 55 个任务包未打开 |
+| Agent | 未修改的上游 Pi 1.4.0 本地二进制分发包；固定所有文件和权限；未独立核验上游发布压缩包校验和 |
+| 模型 | `deepseek/deepseek-flash`，官方 `https://api.deepseek.com` OpenAI 兼容端点 |
+| 别名 | 10 月 24 日和 27 日核对的官方文档映射为 DeepSeek-V4.1-Flash-1017；别名可变，不是不可变 checkpoint |
+| 推理和采样 | `high`；未设置 temperature |
+| Agent 行为 | 原生 prompt、工具、上下文压缩和请求重试；不复制个人设置、扩展、技能、历史及其他 provider |
+| 模型元数据 | 上下文 1,000,000；输出上限 384,000；保留 Pi 原生生成行为 |
+| 限制 | 保留任务原生 agent 时限及资源；独立的 1,800 秒安装时限 |
+| 队列 | 按原生时限再按名称升序；相邻两题设屏障；并发二；每题一个输出 |
+| Verifier | 原始官方脚本和单次时限；只有 verifier 超时可对同一输出重试，最多三次；实际重试零次 |
+| 安装 | 原始 34 次检查通过；进程托管修正后额外 28 次检查/探针通过 |
+
+QEMU 已登记的 `qemu-alpine-ssh-v1` 依赖 profile 在两个源码版本下均通过。
+其余 33 题的 profile 明确保留为 `not_configured`；安装成功不等于未支持的
+verifier 依赖通过预检。经核验的缓存保留原始包名、大小、SHA256、来源及任务
+镜像。每批启动前核验原始镜像身份和 repository digest。仅在不强制删除的前提下
+清理本轮新增镜像引用；受保护镜像和九个更早的停止态恢复容器全部保留。
+
+```text
+plan SHA256: d90107ed15e47981fb3a09e74eb5d3b0e4f72acc96b30308c6d66ec28151128c
+freeze SHA256: 76b775d898bbb84b21f80eee1061806d7d949465f9eef60dcab6dedeb326734b
+results SHA256: b85d3bf2b0ea9661940f0e6b08e3bea71b2c41ae34da5c89f9ecd5197c6c8ff5
+selection SHA256: 4572b1cc432a16b9c5d1dd554c8d2189ae80414f386a90bf03829bc4d0c3da85
+Pi distribution SHA256: 60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9
+first six adapter source: d6ed70a5d6a1c5b0f9b6c9d20b4a1c2b49153f67
+remaining 28 adapter source: 29db8d7abbbe5f1660b8fb4d7caeeb0d183dc64d
+```
+
+此前 Nano baseline 使用 100 次回复、65,536 token 的输出请求、原生时限减
+180 秒的工作预算、Anthropic 兼容端点，且未设置 reasoning effort。
+Pi 使用原生循环、完整任务时限、OpenAI 兼容端点及 `high` 推理。
+日期、可变模型别名和这些协议差异使本轮无法进行 agent 质量或 checkpoint
+效果的因果比较。各题之间未优化 agent 或 prompt。
+
+## 进程托管修正与超时记账
+
+前六次尝试使用 `d6ed70a`，三题正常通过，一题正常失败；
+`adaptive-rejection-sampler` 和 `db-wal-recovery` 超时。运行元数据时间戳显示
+sampler 在 verifier 运行期间仍有 Pi 活动，因此控制器在整对任务结束后、
+第七题开始前停止。通过 **225 项 Harbor 测试**、禁网 Docker 取消探针及
+28 次全新安装/托管检查后，尚未启动的 28 题改用 `29db8d7`。
+Pi 字节、模型设置、prompt/工具、任务顺序/revision 和预算均未改变。
+参见[配置历史](../../configs/pi-deepseek-flash-dev34-20261024/README.md)、
+[原始六次尝试证据](../../configs/pi-deepseek-flash-dev34-20261024/model-prefix-evidence.json)、
+[超时证据](../../configs/pi-deepseek-flash-dev34-20261024/timeout-boundary-evidence.json) 和
+[Docker 探针](../../configs/pi-deepseek-flash-dev34-20261024/process-supervision-probe-evidence.json)。
+
+- **Sampler：** 在所记录的 agent 结束时间后仍有 40 条消息元数据记录，
+  部分与评分重叠。Verifier 还遇到了 APT 锁和 `scipy==1.16.2` 下载超时，
+  官方 pytest 未开始。原始零分同时具有冻结边界无效和 verifier 依赖错误。
+- **WAL recovery：** 未观察到结束后的消息，但旧适配器从未确认进程已停止。
+  官方测试报告缺少 `/app/recovered.json`（0 项通过、7 项失败）。由于超时
+  边界未确认，原始零分仍不评分。
+- **Caffe：** 修正后的适配器达到原生 3,600 秒 agent 时限后，确认取消并
+  **停止了 13 个进程**，随后运行官方 verifier，**六项测试全部通过**。
+  原生 `AgentTimeoutError` 和标准 `execution_error` 摘要保留；分析分数为一。
+  未记录到 agent 结束后或 verifier 启动后的消息。
+
+修正源码下全部 28 次尝试在官方评分前均有正常完成或已确认取消的托管记录。
+强制检查会拒绝缺失或不完整记录。正常完成时允许有意启动的解题服务继续运行；
+取消时会同时停止脱离原会话的 agent 工具。修正不能追溯验证前两次超时尝试。
+**模型阶段安装错误零次、整题重试零次、verifier 重试零次**。
+Sampler 的依赖错误与其无效边界排除项重叠，不构成第三个不评分任务。
+
+## 逐题结果
+
+| 任务 | 此前 Nano 原始分数 | Pi 原始分数 | 审计结论 | 官方测试通过 / 失败 | Agent 秒数 |
+| --- | ---: | ---: | --- | ---: | ---: |
+| adaptive-rejection-sampler | 0 | 0 | 不评分：边界无效及 verifier 错误 | 未开始 | 901.3 |
+| build-cython-ext | 1 | 1 | 通过 | 11 / 0 | 834.2 |
+| cancel-async-tasks | 1 | 0 | 失败 | 5 / 1 | 104.8 |
+| cobol-modernization | 1 | 1 | 通过 | 3 / 0 | 430.2 |
+| db-wal-recovery | 0 | 0 | 不评分：超时边界未确认 | 0 / 7 | 898.7 |
+| fix-code-vulnerability | 1 | 1 | 通过 | 6 / 0 | 28.2 |
+| git-multibranch | 1 | 1 | 通过 | 1 / 0 | 80.5 |
+| kv-store-grpc | 0 | 1 | 通过 | 7 / 0 | 36.1 |
+| log-summary-date-ranges | 1 | 0 | 失败 | 1 / 1 | 13.9 |
+| merge-diff-arc-agi-task | 1 | 1 | 通过 | 5 / 0 | 77.1 |
+| model-extraction-relu-logits | 1 | 0 | 失败 | 0 / 1 | 177.0 |
+| multi-source-data-merger | 1 | 1 | 通过 | 3 / 0 | 34.3 |
+| nginx-request-logging | 1 | 1 | 通过 | 8 / 0 | 52.1 |
+| openssl-selfsigned-cert | 1 | 1 | 通过 | 6 / 0 | 16.5 |
+| pypi-server | 1 | 1 | 通过 | 1 / 0 | 70.3 |
+| pytorch-model-cli | 1 | 0 | 失败 | 5 / 1 | 660.7 |
+| pytorch-model-recovery | 1 | 1 | 通过 | 5 / 0 | 178.3 |
+| qemu-alpine-ssh | 1 | 1 | 通过 | 1 / 0 | 654.9 |
+| query-optimize | 0 | 0 | 失败 | 5 / 1 | 318.0 |
+| regex-log | 1 | 1 | 通过 | 1 / 0 | 157.0 |
+| torch-pipeline-parallelism † | 0 | 1 | 通过 | 4 / 0 | 562.2 |
+| torch-tensor-parallelism | 1 | 1 | 通过 | 13 / 0 | 90.8 |
+| write-compressor | 1 | 1 | 通过 | 3 / 0 | 304.1 |
+| constraints-scheduling | 1 | 1 | 通过 | 3 / 0 | 23.0 |
+| custom-memory-heap-crash | 1 | 1 | 通过 | 6 / 0 | 96.2 |
+| dna-assembly | 1 | 0 | 失败 | 0 / 1 | 763.3 |
+| llm-inference-batching-scheduler | 1 | 1 | 通过 | 6 / 0 | 337.7 |
+| path-tracing | 1 | 1 | 通过 | 5 / 0 | 133.1 |
+| schemelike-metacircular-eval | 1 | 1 | 通过 | 1 / 0 | 800.1 |
+| caffe-cifar-10 | 1 | 1 | 超时，确认停止后通过 | 6 / 0 | 3600.4 |
+| circuit-fibsqrt | 1 | 1 | 通过 | 3 / 0 | 239.0 |
+| mteb-leaderboard | 1 | 1 | 通过 | 2 / 0 | 667.7 |
+| regex-chess | 0 | 1 | 通过 | 4 / 0 | 1618.2 |
+| build-pov-ray | 1 | 1 | 通过 | 3 / 0 | 267.4 |
+
+† `torch-pipeline-parallelism` 读取过公开 Terminal-Bench 测试和参考解法；
+保留其官方通过结果，并在下文标记。测试数量取最后一条官方 pytest 汇总，
+保留参数化实例：pipeline 为四项、tensor parallelism 为 13 项；原生 CTRF
+分别去重为三项。32 个采纳的评测执行了 **139 项官方测试：133 项通过、
+6 项失败、错误/跳过均为零**。不评分的 WAL 尝试另有七项失败。
+嵌套的上游测试或自测数量不叠加进最终官方包装测试总数。
+
+六个有效失败的证据如下：
+
+| 任务 | 官方失败证据 |
+| --- | --- |
+| cancel-async-tasks | 超额任务缺少清理消息：应为 2 次，实际 0 次 |
+| log-summary-date-ranges | 月初至今 ERROR 数量应为 4682，实际 14160 |
+| model-extraction-relu-logits | 恢复矩阵的第 24 行未匹配 |
+| pytorch-model-cli | CLI 预测值与预期不同 |
+| query-optimize | 耗时 0.8657636019925121 秒，超过 1.05 × 0.6539265539904591 秒 |
+| dna-assembly | 引物熔解温度差 5.4112089999999995 摄氏度，超过 5 度限制 |
+
+这些是官方断言结果，不是完整根因的证明。相对于
+[10 月 12 日 Nano baseline](dev34-main-baseline-20261012.md)，三题从失败变为
+官方通过：`kv-store-grpc`、`torch-pipeline-parallelism`（标记答案接触）和
+`regex-chess`。五题从通过变为失败：`cancel-async-tasks`、
+`log-summary-date-ranges`、`model-extraction-relu-logits`、`pytorch-model-cli`
+和 `dna-assembly`。Sampler 和 WAL 仍未解决。此前 Nano 的 28/34 无法与
+完整的新 Pi 通过率直接比较，因为本轮没有提供后者。
+
+## 答案接触与私有产物
+
+冻结后，针对性扫描审阅了 **925 次记录到的工具启动**及匹配输出，检查 benchmark
+仓库、隐藏路径和环境变量访问。`torch-pipeline-parallelism` 从公开仓库
+`harbor-framework/terminal-bench-2` 下载了上游 `tests/test_outputs.py`
+（178 行）、`solution/solve.sh`（112 行）和 `instruction.md`（33 行），
+读取参考解法并执行下载的测试。远端 `main` 未固定到登记的任务包 revision。
+这次通过不代表独立解题。WAL 和 Git 曾列出当时为空的 `/logs/verifier`；
+这些目录列表输出未包含官方测试。MTEB 题访问过其应用上游源码、公开结果和
+Scandinavian leaderboard，这与 Terminal-Bench 参考材料单独记录。
+
+WAL 和 `llm-inference-batching-scheduler` 打印的环境变量包含配置中的
+DeepSeek API key。精确匹配扫描在这两题的事件文件及原生会话文件中，共发现
+**四个含 key 的本地原始文件**。不发布 key 值或原始轨迹；下一轮实验前应
+轮换该 key。公开产物只包含分析结论及哈希。这种针对性审计不能证明所有其他
+答案接触或数据外传途径都不存在。该题池本身也是此前已接触的开发材料。
+
+## 时间、用量与复现
+
+模型任务从 **2026-10-29 13:54:04.318461 UTC** 运行到
+**2026-10-29 19:11:52.019151 UTC**，共 **317.8 分钟**，包含成对屏障、
+评分和进程托管修正期间的间隔。Agent 执行累计 **15,227.44641 秒**。
+全部控制器和任务容器均已退出；更早的停止态恢复容器保留。
+
+记录的用量合计 **27,164,763 输入 token**（含 **26,331,264 缓存 token**）
+和 **718,414 输出 token**。按登记峰值费率估算的已知费用小计约
+**$1.270134084**。三次中断尝试的用量和费用均不完整；旧适配器错误的完整性
+标记原样保留，仅在派生审计字段中纠正。进行中的请求或旧超时后继续发生的活动
+可能缺失。这些是已知小计，不是完整 token 总数或对账后的账单；登记价格也未
+包含非高峰折扣。
+
+登记控制器从实验 worktree 根目录启动，key 仅通过环境变量提供。
+它在各自冻结的源码 checkout 中调用标准 Harbor 入口：
+
+```bash
+export UV_PROJECT_ENVIRONMENT="$PWD/jobs/harbor-supervised-runtime-venv"
+uv run --frozen --project jobs/supervised-source/benchmarks/harbor \
+  python benchmarks/harbor/scripts/run_comparison.py \
+  --plan benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v7.json \
+  --phase all
+```
+
+```bash
+uv run --project benchmarks/harbor python -m harbor_adapter run --config <config.json>
+```
+
+已完成记录会跳过；已开始但未完成的记录拒绝重放。最终 v7 计划验证通过，
+34 份源码快照、任务 revision、公开模型配置和分发包固定值全部匹配，
+成对屏障和安装门禁均通过。审计重新核验了全部 1,449 个冻结文件的哈希。
+原生产物保存在忽略的 `jobs/runtime-source/jobs/` 和
+`jobs/supervised-source/jobs/` 下；报告和审计 JSON 构成可分享的 baseline 记录。
+完整英文与简体中文报告在同一变更中维护。
+
+## 运行后的工作流评审
+
+本轮结束后修正了四个可复现的工作流缺陷：模型加载警告即使返回零退出码也可能
+掩盖配置回退；多个 Pi 配置可能覆盖同一任务的快照；失败流初始化的零用量在
+重试成功后可能被标为完整；共享分发包首次并发发布可能使一次准备中止。
+回归测试在本轮评测使用的修正源码上复现了九个失败，更新后的完整 Harbor
+测试集 **238 项通过**。固定的 Pi 1.4.0 离线探针接受了已登记配置，并在不调用
+模型的情况下，拒绝了虽然退出码为零、但 `maxTokens` 无效的配置。
+
+[评审证据](../../configs/pi-deepseek-flash-dev34-20261024/review-fixes-evidence.json)
+记录了修复和归档检查。每个归档模型任务只有一个 Pi agent，使用已登记的有效
+公开模型配置；在检查的任务日志/事件中未发现模型加载警告或失败的零用量
+assistant 事件。全部 1,449 个冻结文件哈希仍匹配。原始评测源码、异常、用量、
+结论和结果 JSON 均保持不变；这些工作流修复用于后续运行，不表示重新运行过
+这份 baseline。
diff --git a/benchmarks/harbor/results/pi-deepseek-flash-dev34-20261024.json b/benchmarks/harbor/results/pi-deepseek-flash-dev34-20261024.json
new file mode 100644
index 0000000..2e0084e
--- /dev/null
+++ b/benchmarks/harbor/results/pi-deepseek-flash-dev34-20261024.json
@@ -0,0 +1,4733 @@
+{
+  "schema_version": 1,
+  "experiment": "pi-deepseek-flash-dev34-20261024",
+  "audited_at": "2026-10-30T14:00:31.952685+00:00",
+  "frozen_at": "2026-10-30T13:54:30.827662+00:00",
+  "freeze_manifest": "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/outputs-freeze.json",
+  "freeze_sha256": "76b775d898bbb84b21f80eee1061806d7d949465f9eef60dcab6dedeb326734b",
+  "registration": "benchmarks/harbor/configs/pi-deepseek-flash-dev34-20261024/experiment-v7.json",
+  "registration_sha256": "d90107ed15e47981fb3a09e74eb5d3b0e4f72acc96b30308c6d66ec28151128c",
+  "selection_sha256": "4572b1cc432a16b9c5d1dd554c8d2189ae80414f386a90bf03829bc4d0c3da85",
+  "scope": "The same previously exposed 34-task development pool; the remaining 55 tasks were not opened. One fresh output per task; no whole-trial retries or output replacements.",
+  "model_policy": {
+    "model": "deepseek/deepseek-flash",
+    "api": "openai-completions",
+    "base_url": "https://api.deepseek.com",
+    "thinking": "high",
+    "model_config": "pi-models.json",
+    "model_metadata_max_tokens": 384000,
+    "pricing": "Peak-rate estimates from the registered Pi model config; not billing reconciliation. Official pricing also has off-peak discounts.",
+    "alias": "Official documentation rechecked 2026-10-27 still maps deepseek-flash to DeepSeek-V4.1-Flash-1017; the alias is mutable."
+  },
+  "budget_policy": "Original task-native agent timeouts, original resources, and 1800-second setup. Stock Pi loop and generation behavior: no injected 100-turn cap or 180-second finalization reminder. Model metadata maxTokens=384000 is preserved from the local provider configuration. This differs from the historical Nano baseline (100 replies, 65536 requested output tokens, native timeout minus 180 seconds for work), so this is an agent baseline rather than a matched-budget causal comparison. Temperature unset.",
+  "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9",
+  "sources": {
+    "pi": {
+      "agent": "pi",
+      "source_root": "jobs/runtime-source",
+      "source_ref": "d6ed70a5d6a1c5b0f9b6c9d20b4a1c2b49153f67",
+      "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+      "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9"
+    },
+    "pi_supervised": {
+      "agent": "pi",
+      "source_root": "jobs/supervised-source",
+      "source_ref": "29db8d7abbbe5f1660b8fb4d7caeeb0d183dc64d",
+      "distribution_path": "/home/minix/.local/share/mise/installs/pi/1.4.0/pi",
+      "distribution_sha256": "60a810111c1fd9b34b59a815fb6399c6b861017e1a2278ae881bb2a563177dd9"
+    }
+  },
+  "summary": {
+    "model_attempts": 34,
+    "normal_passes": 25,
+    "normal_scored_failures": 6,
+    "native_agent_timeouts": 3,
+    "confirmed_timeout_passes": 1,
+    "official_passes_with_accepted_boundary": 26,
+    "accepted_evaluations": 32,
+    "unscored_boundary_exceptions": 2,
+    "full_34_task_pass_rate": null,
+    "raw_reward_ones": 26,
+    "model_setup_errors": 0,
+    "verifier_dependency_errors": 1,
+    "verifier_dependency_errors_overlap_invalid_boundary": true,
+    "verifier_retries": 0,
+    "whole_trial_retries": 0,
+    "pytest_accepted": {
+      "passed": 133,
+      "failed": 6,
+      "errors": 0,
+      "skipped": 0
+    },
+    "external_benchmark_material_passes": 1,
+    "provider_key_exposure_tasks": 2
+  },
+  "timing": {
+    "first_model_job_started_at": "2026-10-29T13:54:04.318461+00:00",
+    "last_model_job_finished_at": "2026-10-29T19:11:52.019151+00:00",
+    "model_phase_wall_seconds_including_amendment_gap": 19067.70069,
+    "agent_seconds_sum": 15227.44641
+  },
+  "usage": {
+    "n_input_tokens": 27164763,
+    "n_cache_tokens": 26331264,
+    "n_output_tokens": 718414,
+    "known_peak_rate_cost_subtotal_usd": "1.2701340839999999538",
+    "partial_trials": [
+      "terminal-bench/adaptive-rejection-sampler",
+      "terminal-bench/db-wal-recovery",
+      "terminal-bench/caffe-cifar-10"
+    ]
+  },
+  "historical_comparison": {
+    "baseline": "benchmarks/harbor/results/dev34-main-baseline-20261012.json",
+    "baseline_sha256": "90873385a2277776f09a37c77db390432d223b28461a892f564d24ab4f9407c3",
+    "historical_passes": 28,
+    "historical_failures": 6,
+    "new_official_passes_from_historical_failures": [
+      "terminal-bench/kv-store-grpc",
+      "terminal-bench/torch-pipeline-parallelism",
+      "terminal-bench/regex-chess"
+    ],
+    "new_failures_from_historical_passes": [
+      "terminal-bench/cancel-async-tasks",
+      "terminal-bench/log-summary-date-ranges",
+      "terminal-bench/model-extraction-relu-logits",
+      "terminal-bench/pytorch-model-cli",
+      "terminal-bench/dna-assembly"
+    ],
+    "unresolved": [
+      "terminal-bench/adaptive-rejection-sampler",
+      "terminal-bench/db-wal-recovery"
+    ],
+    "interpretation": "Descriptive paired outcomes only. One newly passing task retrieved public reference tests and a solution. Pi uses a different agent loop, prompt, API compatibility endpoint, reasoning setting, and internal budget policy on a later mutable model alias; this does not isolate agent quality or model checkpoint effects."
+  },
+  "image_transport_audit": {
+    "path": "jobs/pi-deepseek-flash-dev34-20261029-supervision-v7-orchestration/image-cache.jsonl",
+    "sha256": "ad6f3b8fccd2b253df5872b54656391f75130ead448e3ce03b15f07f84839939",
+    "actions": {
+      "restored": 48,
+      "verified": 56,
+      "evicted": 48
+    },
+    "remaining_28_original_images_verified": true,
+    "policy": "Original repository digests and image identities verified before each batch; only newly introduced image references evicted without force. Initial protected images and the nine earlier stopped recovery containers were retained."
+  },
+  "accounting_policy": "Keep native exceptions, raw rewards, and execution_error summaries unchanged. Accept the supervised Caffe timeout reward only because cancellation was acknowledged before official tests. Legacy timeout raw zeros are analytically null. Report no complete 34-task pass rate and no claim of evaluation without benchmark-answer access. The pipeline official pass remains flagged for public tests/reference-solution retrieval. Token/cost totals are known subtotals; interrupted usage may be missing and legacy timeout flags are overridden only in this derived audit. Prices are registered peak-rate estimates, not reconciled billing.",
+  "validation": {
+    "frozen_files_rehashed": 1449,
+    "source_snapshots_match": 34,
+    "registered_task_refs_match": 34,
+    "pi_distribution_and_public_model_config_match": 34,
+    "queue_pair_barriers_passed": true,
+    "preflight_before_corresponding_model_source": true,
+    "original_installation_checks_passed": 34,
+    "supervised_installation_checks_passed": 28,
+    "supervised_process_probes_passed": 28,
+    "supervised_finished_or_cancelled_before_verifier": 28,
+    "official_task_files_match_registered_hashes": true,
+    "final_registered_plan_validation_passed": true,
+    "active_trial_containers_after_run": 0
+  },
+  "exposure_audit": {
+    "method": "After freezing all outputs, scan all 925 recorded tool starts for benchmark repository, hidden-path, and environment-access candidates; inspect matching paired tool outputs. Exact-match scan native files for the configured provider key without printing or publishing its value. This targeted scan is not proof of exhaustive absence of other exposure or exfiltration.",
+    "tool_calls_scanned": 925,
+    "benchmark_finding": "torch-pipeline-parallelism downloaded public upstream tests/test_outputs.py (178 lines), solution/solve.sh (112 lines), and instruction.md (33 lines), read the reference solution, and ran the downloaded tests before submitting. Its official pass is exposure-flagged, not evidence of unaided task completion. The remote main revision was not pinned to the registered package.",
+    "log_probe_finding": "db-wal-recovery and git-multibranch listed /logs/verifier before it contained official outputs. No official test content was observed through these directory-listing outputs.",
+    "credential_finding": "db-wal-recovery and llm-inference-batching-scheduler printed environment variables, exposing the configured DeepSeek API key in tool outputs and native sessions. Four raw files contain the exact key; they remain local and must not be published. Rotate the exposed key before another experiment.",
+    "credential_file_paths": [
+      "jobs/runtime-source/jobs/pi-flash-dev34-db-wal-recovery-20261027/db-wal-recovery__J9YieXH/agent/pi.txt",
+      "jobs/runtime-source/jobs/pi-flash-dev34-db-wal-recovery-20261027/db-wal-recovery__J9YieXH/agent/pi/sessions/2026-10-29T14-26-49-590Z_01a1880e-6e76-7275-a097-a20814e7b807.jsonl",
+      "jobs/supervised-source/jobs/pi-flash-dev34-llm-inference-batching-scheduler-supervised-20261029/llm-inference-batching-scheduler__ubFeu2f/agent/pi.txt",
+      "jobs/supervised-source/jobs/pi-flash-dev34-llm-inference-batching-scheduler-supervised-20261029/llm-inference-batching-scheduler__ubFeu2f/agent/pi/sessions/2026-10-29T17-21-07-841Z_01a188ae-0301-7023-953b-0d86de4e7501.jsonl"
+    ],
+    "upstream_application_material": "MTEB upstream application sources, results, and the Scandinavian leaderboard were consulted for the mteb-leaderboard task; these are distinct from Terminal-Bench reference tests and solutions.",
+    "raw_trajectories_published": false
+  },
+  "preflights": [
+    {
+      "arm": "pi",
+      "task": "terminal-bench/adaptive-rejection-sampler",
+      "trial": "adaptive-rejection-sampler__6Te54Hh",
+      "job_name": "pi-flash-dev34-install-pair-01-20261027",
+      "record": "jobs/pi-deepseek-flash-dev34-20261029-supervision-v7-orchestration/pi-flash-dev34-install-pair-01-20261027.json",
+      "record_sha256": "577ed5673d63363008800d8818d8ebccf22551c23eb0f778701942582c36016f",
+      "status": "setup_passed",
+      "verifier_profile": {
+        "profile": null,
+        "status": "not_configured"
+      }
+    },
+    {
+      "arm": "pi",
+      "task": "terminal-bench/build-cython-ext",
+      "trial": "build-cython-ext__SoCrSf2",
+      "job_name": "pi-flash-dev34-install-pair-01-20261027",
+      "record": "jobs/pi-deepseek-flash-dev34-20261029-supervision-v7-orchestration/pi-flash-dev34-install-pair-01-20261027.json",
+      "record_sha256": "577ed5673d63363008800d8818d8ebccf22551c23eb0f778701942582c36016f",
+      "status": "setup_passed",
+      "verifier_profile": {
+        "profile": null,
+        "status": "not_configured"
+      }
+    },
+    {
+      "arm": "pi",
+      "task": "terminal-bench/cancel-async-tasks",
+      "trial": "cancel-async-tasks__4MwHm6o",
+      "job_name": "pi-flash-dev34-install-pair-02-20261027",
+      "record": "jobs/pi-deepseek-flash-dev34-20261029-supervision-v7-orchestration/pi-flash-dev34-install-pair-02-20261027.json",
+      "record_sha256": "a00701060839eadc381b06d1d2600c5166ac791d698038deb168cbff475d47f0",
+      "status": "setup_passed",
+      "verifier_profile": {
+        "profile": null,
+        "status": "not_configured"
+      }
+    },
+    {
+      "arm": "pi",
+      "task": "terminal-bench/cobol-modernization",
+      "trial": "cobol-modernization__4x6hSTu",
+      "job_name": "pi-flash-dev34-install-pair-02-20261027",
+      "record": "jobs/pi-deepseek-flash-dev34-20261029-supervision-v7-orchestration/pi-flash-dev34-install-pair-02-20261027.json",
+      "record_sha256": "a00701060839eadc381b06d1d2600c5166ac791d698038deb168cbff475d47f0",
+      "status": "setup_passed",
+      "verifier_profile": {
+        "profile": null,
+        "status": "not_configured"
+      }
+    },
+    {
+      "arm": "pi",
+      "task": "terminal-bench/db-wal-recovery",
+      "trial": "db-wal-recovery__dfqafBo",
+      "job_name": "pi-flash-dev34-install-pair-03-20261027",
+      "record": "jobs/pi-deepseek-flash-dev34-20261029-supervision-v7-orchestration/pi-flash-dev34-install-pair-03-20261027.json",
+      "record_sha256": "d3cd35a8bbaa79e6ad548228df1c311f1674997c036cc49e18e401016a48d805",
+      "status": "setup_passed",
+      "verifier_profile": {
+        "profile": null,
+        "status": "not_configured"
+      }
+    },
+    {
+      "arm": "pi",
+      "task": "terminal-bench/fix-code-vulnerability",
+      "trial": "fix-code-vulnerability__PFUMwfw",
+      "job_name": "pi-flash-dev34-install-pair-03-20261027",
+      "record": "jobs/pi-deepseek-flash-dev34-20261029-supervision-v7-orchestration/pi-flash-dev34-install-pair-03-20261027.json",
+      "record_sha256": "d3cd35a8bbaa79e6ad548228df1c311f1674997c036cc49e18e401016a48d805",
+      "status": "setup_passed",
+      "verifier_profile": {
+        "profile": null,
+        "status": "not_configured"
+      }
+    },
+    {
+      "arm": "pi",
+      "task": "terminal-bench/git-multibranch",
+      "trial": "git-multibranch__eQv2sNb",
+      "job_name": "pi-flash-dev34-install-pair-04-20261027",
+      "record": "jobs/pi-deepseek-flash-dev34-20261029-supervision-v7-orchestration/pi-flash-dev34-install-pair-04-20261027.json",
+      "record_sha256": "36c93c10b34d08e61259dc4d9d156d94b78464a81ae9b0c8c15a665afc586c8e",
+      "status": "setup_passed",
+      "verifier_profile": {
+        "profile": null,
+        "status": "not_configured"
+      }
+    },
+    {
+      "arm": "pi",
+      "task": "terminal-bench/kv-store-grpc",
+      "trial": "kv-store-grpc__tFkuA9x",
+      "job_name": "pi-flash-dev34-install-pair-04-20261027",
+      "record": "jobs/pi-deepseek-flash-dev34-20261029-supervision-v7-orchestration/pi-flash-dev34-install-pair-04-20261027.json",
+      "record_sha256": "36c93c10b34d08e61259dc4d9d156d94b78464a81ae9b0c8c15a665afc586c8e",
+      "status": "setup_passed",
+      "verifier_profile": {
+        "profile": null,
+        "status": "not_configured"
+      }
+    },
+    {
+      "arm": "pi",
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+        "verifier_log_directory_probe": false
+      },
+      "diagnosis": null,
+      "evidence_sha256": {
+        "jobs/supervised-source/jobs/pi-flash-dev34-regex-chess-supervised-20261029/regex-chess__TmQJBXt/result.json": "8ba32037813aa41478afc3d95bd009ec6dd1ede28cd687503269122575ae1dfd",
+        "jobs/supervised-source/jobs/pi-flash-dev34-regex-chess-supervised-20261029-input/manifest.json": "c5a0266fd97b4eb085276f8a94db0526edf5d9bf1a8c0ce5d45d81299921dc27",
+        "jobs/supervised-source/jobs/pi-flash-dev34-regex-chess-supervised-20261029-input/config.json": "175bc8df37e279761a8a5cd4aad8f366a2e9517d1f5cd3ac4602836608547666",
+        "jobs/supervised-source/jobs/pi-flash-dev34-regex-chess-supervised-20261029/regex-chess__TmQJBXt/agent/pi.txt": "41d577a7678652235bc0417169e7d083a6557fb1d58f82ca727e818f8b1f7c11",
+        "jobs/supervised-source/jobs/pi-flash-dev34-regex-chess-supervised-20261029/regex-chess__TmQJBXt/verifier/test-stdout.txt": "5258f81d8857f0b0413236d91def3712b91f8d921b866c5679d0390e344a6b33",
+        "jobs/supervised-source/jobs/pi-flash-dev34-regex-chess-supervised-20261029/regex-chess__TmQJBXt/verifier/retry-summary.json": "70c885ea3232bbf4cc55d881d6f26f4b1bfe37ebb828da774e9a46a0baa38cd2",
+        "jobs/supervised-source/jobs/pi-flash-dev34-regex-chess-supervised-20261029/regex-chess__TmQJBXt/agent/process-supervision.json": "c86e08060391f52429e8b442add8a03983fa0caf8f19eb62ad580208cc0bd7af"
+      },
+      "historical_nanopy_raw_reward": 0.0
+    },
+    {
+      "task": "terminal-bench/build-pov-ray",
+      "task_ref": "sha256:4f08dab602fe2e9e2f42051cc6aef684a88cf2822e8b499b3ca19e670759fddb",
+      "job_name": "pi-flash-dev34-build-pov-ray-supervised-20261029",
+      "trial": "build-pov-ray__oxrWfXD",
+      "arm": "pi_supervised",
+      "source_ref": "29db8d7abbbe5f1660b8fb4d7caeeb0d183dc64d",
+      "native_root": "jobs/supervised-source/jobs/pi-flash-dev34-build-pov-ray-supervised-20261029/build-pov-ray__oxrWfXD",
+      "record": "jobs/pi-deepseek-flash-dev34-20261029-supervision-v7-orchestration/pi-flash-dev34-build-pov-ray-supervised-20261029.json",
+      "native_reward": 1.0,
+      "native_exception_type": null,
+      "standard_summary_status": "scored",
+      "standard_summary_rewards": {
+        "reward": 1.0
+      },
+      "analytical_classification": "passed",
+      "analytical_score": 1.0,
+      "boundary_status": "confirmed_completed",
+      "process_supervision": {
+        "status": "completed",
+        "return_code": 0
+      },
+      "pytest": {
+        "passed": 3,
+        "failed": 0,
+        "errors": 0,
+        "skipped": 0
+      },
+      "ctrf_summary": {
+        "tests": 3,
+        "passed": 3,
+        "failed": 0,
+        "skipped": 0,
+        "pending": 0,
+        "other": 0,
+        "start": 1793299620.8555977,
+        "stop": 1793299627.520424
+      },
+      "verifier_attempts": {
+        "timeout_sec": 12000.0,
+        "max_attempts": 3,
+        "retry_dependency_errors": false,
+        "attempts": [
+          {
+            "attempt": 1,
+            "status": "completed",
+            "return_code": 0,
+            "duration_seconds": 27.708205570001155
+          }
+        ]
+      },
+      "timing": {
+        "environment_setup": {
+          "started_at": "2026-10-29T18:41:54.537369Z",
+          "finished_at": "2026-10-29T18:41:56.740340Z"
+        },
+        "agent_setup": {
+          "started_at": "2026-10-29T18:41:56.740402Z",
+          "finished_at": "2026-10-29T18:42:12.106423Z"
+        },
+        "agent_execution": {
+          "started_at": "2026-10-29T18:42:12.106642Z",
+          "finished_at": "2026-10-29T18:46:39.523300Z"
+        },
+        "verifier": {
+          "started_at": "2026-10-29T18:46:39.759879Z",
+          "finished_at": "2026-10-29T18:47:07.668876Z"
+        }
+      },
+      "agent_seconds": 267.416658,
+      "usage": {
+        "n_input_tokens": 396202,
+        "n_cache_tokens": 363520,
+        "n_output_tokens": 6121,
+        "cost_usd": 0.019330919999999998,
+        "raw_pi_metadata": {
+          "version": "1.4.0",
+          "usage_records": 20,
+          "missing_usage_records": 0,
+          "assistant_errors": [],
+          "cost_is_estimated": true,
+          "usage_is_partial": false,
+          "cost_is_partial": false
+        },
+        "audit_usage_is_partial": false,
+        "audit_cost_is_partial": false
+      },
+      "operational_metadata": {
+        "event_count": 247,
+        "tool_calls": 24,
+        "post_agent_end_messages": 0,
+        "messages_during_or_after_verifier_start": 0
+      },
+      "audit_flags": {
+        "external_benchmark_material": false,
+        "external_benchmark_tool_call_ids": [],
+        "provider_key_in_tool_output": false,
+        "credential_tool_call_ids": [],
+        "verifier_log_directory_probe": false
+      },
+      "diagnosis": null,
+      "evidence_sha256": {
+        "jobs/supervised-source/jobs/pi-flash-dev34-build-pov-ray-supervised-20261029/build-pov-ray__oxrWfXD/result.json": "41b225157a865f0a6f8ed41667973a4e850f6e0c952d6cbb2e80cff14403654b",
+        "jobs/supervised-source/jobs/pi-flash-dev34-build-pov-ray-supervised-20261029-input/manifest.json": "c296476ec612eeabb11916fc760674c21e41676e60c1960731c84cd26863173d",
+        "jobs/supervised-source/jobs/pi-flash-dev34-build-pov-ray-supervised-20261029-input/config.json": "08ca16ead9d0174e6b0535182398464f61524bfffaf87ebf3aacba7456411aab",
+        "jobs/supervised-source/jobs/pi-flash-dev34-build-pov-ray-supervised-20261029/build-pov-ray__oxrWfXD/agent/pi.txt": "5332ecc33747f33cd48d8ab103fdee24ec2bbe1a29f4c3d41b296356819c68be",
+        "jobs/supervised-source/jobs/pi-flash-dev34-build-pov-ray-supervised-20261029/build-pov-ray__oxrWfXD/verifier/test-stdout.txt": "e1e92e63509e7e0411e2afe54fb5815be89f3bc0f69549be40b9457be525c745",
+        "jobs/supervised-source/jobs/pi-flash-dev34-build-pov-ray-supervised-20261029/build-pov-ray__oxrWfXD/verifier/retry-summary.json": "08729d1e30969c59bb969a8771ba38e7e6d8ce2a2d5120a6e83452a5cff4d911",
+        "jobs/supervised-source/jobs/pi-flash-dev34-build-pov-ray-supervised-20261029/build-pov-ray__oxrWfXD/agent/process-supervision.json": "c86e08060391f52429e8b442add8a03983fa0caf8f19eb62ad580208cc0bd7af"
+      },
+      "historical_nanopy_raw_reward": 1.0
+    }
+  ]
+}
diff --git a/benchmarks/harbor/scripts/cache_image.py b/benchmarks/harbor/scripts/cache_image.py
index 062bb1d..dbdf1d2 100644
--- a/benchmarks/harbor/scripts/cache_image.py
+++ b/benchmarks/harbor/scripts/cache_image.py
@@ -2,7 +2,8 @@
 
 For slow or interrupted Docker pulls, create an OCI archive, then optionally
 load it into Docker's containerd image store. No layers are edited or rebuilt.
-Only single-platform Linux images with SHA256 and gzip layers are supported.
+Linux amd64 images with SHA256 and gzip layers are supported. OCI indexes and
+Docker manifest lists retain their original bytes while loading that platform.
 """
 
 import argparse
@@ -17,8 +18,9 @@
 import re
 import subprocess
 import tarfile
+import threading
 import time
-from urllib.error import URLError
+from urllib.error import HTTPError, URLError
 from urllib.parse import urlsplit
 from urllib.request import HTTPRedirectHandler, Request, build_opener
 
@@ -27,6 +29,10 @@
     "application/vnd.docker.distribution.manifest.v2+json",
     "application/vnd.oci.image.manifest.v1+json",
 )
+INDEX_TYPES = (
+    "application/vnd.docker.distribution.manifest.list.v2+json",
+    "application/vnd.oci.image.index.v1+json",
+)
 LAYER_TYPES = {
     "application/vnd.docker.image.rootfs.diff.tar.gzip",
     "application/vnd.oci.image.layer.v1.tar+gzip",
@@ -43,6 +49,14 @@ def redirect_request(self, request, response, code, message, headers, url):
         return redirected
 
 
+class RegistryHTTPError(RuntimeError):
+    """Report an HTTP status without leaking signed URLs or request headers."""
+
+    def __init__(self, status):
+        self.status = status
+        super().__init__(f"Registry request failed: HTTP {status}")
+
+
 def get(url, headers=None, limit=4 * 1024 * 1024):
     # Never include exception URLs: blob redirects may contain signed queries.
     for attempt in range(3):
@@ -52,12 +66,55 @@ def get(url, headers=None, limit=4 * 1024 * 1024):
                 if len(data) > limit:
                     raise ValueError("Response exceeds requested size")
                 return r.status, dict(r.headers.items()), data
+        except HTTPError as error:
+            if error.code == 401 or attempt == 2:
+                raise RegistryHTTPError(error.code) from None
+            time.sleep(attempt + 1)
         except (URLError, TimeoutError, OSError, IncompleteRead) as error:
             if attempt == 2:
                 raise RuntimeError(f"Registry request failed: {type(error).__name__}") from None
             time.sleep(attempt + 1)
 
 
+class RegistryAuth:
+    """Refresh anonymous pull tokens during long, parallel range downloads."""
+
+    def __init__(self, repository):
+        self.url = "https://auth.docker.io/token?service=registry.docker.io&scope=repository:" + repository + ":pull"
+        self._token = None
+        self._expires_at = 0
+        self._lock = threading.Lock()
+
+    def token(self, rejected=None):
+        with self._lock:
+            if rejected is not None and rejected == self._token:
+                self._expires_at = 0
+            if self._token is None or time.monotonic() >= self._expires_at:
+                _, _, raw = get(self.url)
+                data = json.loads(raw)
+                token = data.get("token") or data.get("access_token")
+                if not isinstance(token, str) or not token:
+                    raise ValueError("Registry did not return a pull token")
+                self._token = token
+                self._expires_at = time.monotonic() + max(1, float(data.get("expires_in", 300)) - 30)
+            return self._token
+
+    def get(self, url, headers=None, limit=4 * 1024 * 1024):
+        rejected = None
+        for attempt in range(2):
+            token = self.token(rejected)
+            request_headers = {
+                "Accept": ", ".join((*MANIFEST_TYPES, *INDEX_TYPES)), **(headers or {}),
+                "Authorization": "Bearer " + token,
+            }
+            try:
+                return get(url, request_headers, limit)
+            except RegistryHTTPError as error:
+                if error.status != 401 or attempt:
+                    raise
+                rejected = token
+
+
 def sha(data):
     return "sha256:" + hashlib.sha256(data).hexdigest()
 
@@ -80,7 +137,8 @@ def verify(path, descriptor):
         raise ValueError("Blob SHA256 mismatch")
 
 
-def fetch_blob(cache, descriptor, url, headers, workers=8, chunk_size=1024 * 1024):
+def fetch_blob(cache, descriptor, url, headers, workers=8, chunk_size=1024 * 1024, *, request=None):
+    request = request or get
     path = blob_path(cache, descriptor)
     if path.exists():
         verify(path, descriptor)
@@ -96,7 +154,7 @@ def fetch(start):
         if part.exists() and part.stat().st_size == end - start + 1:
             return part
         for attempt in range(3):
-            status, response_headers, data = get(
+            status, response_headers, data = request(
                 url, {**headers, "Range": f"bytes={start}-{end}"}, end - start + 1,
             )
             response_headers = {k.lower(): v for k, v in response_headers.items()}
@@ -146,7 +204,58 @@ def validate_layers(cache, manifest):
     return config
 
 
-def write_archive(cache, image, raw_manifest, output):
+def native_descriptor(index):
+    """Select exactly one explicit Linux amd64 child without changing its index."""
+    if index.get("schemaVersion") != 2 or index.get("mediaType") not in INDEX_TYPES:
+        raise ValueError("Expected a schema 2 OCI index or Docker manifest list")
+    matches = [item for item in index.get("manifests", []) if (
+        item.get("platform", {}).get("os") == "linux"
+        and item.get("platform", {}).get("architecture") == "amd64"
+        and item.get("platform", {}).get("variant") in {None, "", "v1"}
+    )]
+    if len(matches) != 1 or matches[0].get("mediaType") not in MANIFEST_TYPES:
+        raise ValueError("Image index requires exactly one Linux amd64 image manifest")
+    blob_path(Path("."), matches[0])
+    return matches[0]
+
+
+def native_attestations(index):
+    subject = native_descriptor(index)["digest"]
+    matches = [item for item in index.get("manifests", []) if (
+        item.get("annotations", {}).get("vnd.docker.reference.type") == "attestation-manifest"
+        and item.get("annotations", {}).get("vnd.docker.reference.digest") == subject
+    )]
+    for item in matches:
+        if item.get("mediaType") not in MANIFEST_TYPES:
+            raise ValueError("Unsupported native attestation manifest type")
+        blob_path(Path("."), item)
+    return matches
+
+
+def attestation_blobs(raw):
+    manifest = json.loads(raw)
+    if (manifest.get("schemaVersion") != 2 or manifest.get("mediaType") not in MANIFEST_TYPES
+            or any(item.get("mediaType") != "application/vnd.in-toto+json" for item in manifest.get("layers", []))):
+        raise ValueError("Expected a schema 2 in-toto attestation manifest")
+    return [manifest["config"], *manifest.get("layers", [])]
+
+
+def fetch_manifest(cache, auth, base, descriptor):
+    path = blob_path(cache, descriptor)
+    if path.exists():
+        verify(path, descriptor)
+        return path.read_bytes()
+    _, headers, raw = auth.get(base + "/manifests/" + descriptor["digest"])
+    headers = {k.lower(): v for k, v in headers.items()}
+    if (len(raw) != descriptor["size"] or sha(raw) != descriptor["digest"]
+            or headers.get("docker-content-digest") != descriptor["digest"]):
+        raise ValueError("Image manifest size or digest differs from its index")
+    path.parent.mkdir(parents=True, exist_ok=True)
+    path.write_bytes(raw)
+    return raw
+
+
+def write_archive(cache, image, raw_manifest, output, *, root_index=None):
     manifest = json.loads(raw_manifest)
     if manifest.get("schemaVersion") != 2 or manifest.get("mediaType") not in MANIFEST_TYPES:
         raise ValueError("Only single-platform schema 2 image manifests are supported")
@@ -158,8 +267,27 @@ def write_archive(cache, image, raw_manifest, output):
     manifest_path = blob_path(cache, manifest_descriptor)
     manifest_path.write_bytes(raw_manifest)
     descriptors.append(manifest_descriptor)
+    reference = manifest_descriptor
+    if root_index is not None:
+        index = json.loads(root_index)
+        selected = native_descriptor(index)
+        if selected["digest"] != sha(raw_manifest) or selected["size"] != len(raw_manifest):
+            raise ValueError("Selected image manifest differs from its original index")
+        reference = {"mediaType": index["mediaType"], "size": len(root_index), "digest": sha(root_index)}
+        blob_path(cache, reference).write_bytes(root_index)
+        descriptors.append(reference)
+        # Docker's platform filter also retains attestations whose subject is
+        # the selected image. Their original config and in-toto payloads are
+        # metadata, not executable filesystem layers.
+        for attestation in native_attestations(index):
+            path = blob_path(cache, attestation)
+            verify(path, attestation)
+            metadata = attestation_blobs(path.read_bytes())
+            for item in metadata:
+                verify(blob_path(cache, item), item)
+            descriptors.extend([attestation, *metadata])
     index = {"schemaVersion": 2, "manifests": [{
-        **manifest_descriptor, "annotations": {
+        **reference, "annotations": {
             "io.containerd.image.name": "docker.io/" + image,
             "org.opencontainers.image.ref.name": image.rsplit(":", 1)[1],
         },
@@ -187,32 +315,45 @@ def cache_image(image, cache, workers=8, load=False):
         raise ValueError("Expected a public Docker Hub owner/repository:tag")
     cache.mkdir(parents=True, exist_ok=True)
     repo, tag = image.rsplit(":", 1)
-    _, _, raw_token = get("https://auth.docker.io/token?service=registry.docker.io&scope=repository:" + repo + ":pull")
-    headers = {"Authorization": "Bearer " + json.loads(raw_token)["token"], "Accept": ", ".join(MANIFEST_TYPES)}
+    auth = RegistryAuth(repo)
     base = "https://registry-1.docker.io/v2/" + repo
-    _, response_headers, raw = get(base + "/manifests/" + tag, headers)
+    _, response_headers, raw = auth.get(base + "/manifests/" + tag)
     response_headers = {k.lower(): v for k, v in response_headers.items()}
     if response_headers.get("docker-content-digest") != sha(raw):
         raise ValueError("Registry manifest digest mismatch")
     manifest = json.loads(raw)
+    root_index = None
+    root_digest = sha(raw)
+    if manifest.get("mediaType") in INDEX_TYPES:
+        root_index = raw
+        selected = native_descriptor(manifest)
+        raw = fetch_manifest(cache, auth, base, selected)
+        manifest = json.loads(raw)
     if manifest.get("mediaType") not in MANIFEST_TYPES or manifest.get("schemaVersion") != 2:
-        raise ValueError("Only single-platform schema 2 image manifests are supported")
-    lock = {"image": image, "manifest_digest": sha(raw), "config_digest": manifest["config"]["digest"]}
+        raise ValueError("Only schema 2 image manifests and native-platform indexes are supported")
+    lock = {"image": image, "manifest_digest": root_digest, "config_digest": manifest["config"]["digest"]}
     lock_path = cache / (image.replace("/", "_").replace(":", "_") + ".json")
     if lock_path.exists() and json.loads(lock_path.read_text()) != lock:
         raise ValueError("Image tag changed since the first cache request")
     lock_path.write_text(json.dumps(lock, indent=2) + "\n")
     print(json.dumps(lock), flush=True)
+    if root_index is not None:
+        for item in native_attestations(json.loads(root_index)):
+            metadata = fetch_manifest(cache, auth, base, item)
+            for node in attestation_blobs(metadata):
+                fetch_blob(cache, node, base + "/blobs/" + node["digest"], {}, workers, request=auth.get)
+            print(json.dumps({"verified_native_attestation": item["digest"]}), flush=True)
     for descriptor in [manifest["config"], *manifest["layers"]]:
-        fetch_blob(cache, descriptor, base + "/blobs/" + descriptor["digest"], headers, workers)
+        fetch_blob(cache, descriptor, base + "/blobs/" + descriptor["digest"], {}, workers, request=auth.get)
         print(json.dumps({"verified_blob": descriptor["digest"], "bytes": descriptor["size"]}), flush=True)
     output = cache / (lock_path.stem + ".oci.tar")
-    write_archive(cache, image, raw, output)
+    write_archive(cache, image, raw, output, root_index=root_index)
     if load:
         driver = subprocess.check_output(["docker", "info", "--format", "{{json .DriverStatus}}"], text=True)
         if "io.containerd.snapshotter.v1" not in driver:
             raise ValueError("OCI import requires Docker's containerd image store")
-        subprocess.run(["docker", "load", "--quiet", "--input", str(output)], check=True)
+        platform = ["--platform", "linux/amd64"] if root_index is not None else []
+        subprocess.run(["docker", "load", "--quiet", *platform, "--input", str(output)], check=True)
         installed = json.loads(subprocess.check_output(["docker", "image", "inspect", image], text=True))[0]
         if not any(ref.endswith("@" + lock["manifest_digest"]) for ref in installed["RepoDigests"]):
             raise ValueError("Imported image does not retain the original manifest digest")
diff --git a/benchmarks/harbor/scripts/run_comparison.py b/benchmarks/harbor/scripts/run_comparison.py
index 87ff60e..57891f7 100644
--- a/benchmarks/harbor/scripts/run_comparison.py
+++ b/benchmarks/harbor/scripts/run_comparison.py
@@ -11,7 +11,94 @@
 import hashlib
 import json
 from pathlib import Path
+import shutil
 import subprocess
+import sys
+
+
+class BatchImages:
+    """Restore pinned images per batch and evict only this run's new cache."""
+
+    def __init__(self, root, plan, record):
+        self.policy = plan.get("batch_images")
+        self.record = record
+        if not self.policy:
+            return
+        evidence = json.loads((root / self.policy["manifest"]).read_text())
+        self.images = {item["task"]: item for item in evidence["images"]}
+        inventory = record / "initial-docker-images.json"
+        if not inventory.exists():
+            ids = subprocess.check_output(["docker", "image", "ls", "--quiet", "--no-trunc"], text=True).splitlines()
+            inventory.write_text(json.dumps(sorted(set(ids)), indent=2) + "\n")
+        self.protected = set(json.loads(inventory.read_text()))
+        self.root = root
+
+    def inspect(self, image):
+        result = subprocess.run(["docker", "image", "inspect", image], text=True, capture_output=True)
+        if result.returncode:
+            if "No such image" in result.stderr or "No such object" in result.stderr:
+                return None
+            raise RuntimeError(f"Cannot inspect Docker image: {result.stderr}")
+        return json.loads(result.stdout)[0]
+
+    def entries(self, jobs):
+        result = {}
+        for job in jobs:
+            config = json.loads((self.root / job["config"]).read_text())
+            for task in config["tasks"]:
+                entry = self.images[task["name"]]
+                result[entry["image"]] = entry
+        return list(result.values())
+
+    def event(self, action, entry):
+        with (self.record / "image-cache.jsonl").open("a") as stream:
+            stream.write(json.dumps({"at": datetime.now(timezone.utc).isoformat(), "action": action, "image": entry["image"], "image_id": entry["image_id"]}) + "\n")
+
+    def prepare(self, jobs):
+        if not self.policy:
+            return
+        free = shutil.disk_usage(self.policy["storage_path"]).free
+        if free < self.policy["minimum_free_disk_bytes"]:
+            raise RuntimeError("Insufficient Docker storage before image restoration")
+        for entry in self.entries(jobs):
+            installed = self.inspect(entry["image"])
+            if installed is None:
+                reference = entry["repo_digests"][0]
+                with (self.record / "image-downloads.log").open("a") as log:
+                    if self.policy.get("cache_dir"):
+                        subprocess.run([
+                            sys.executable, str(self.root / "benchmarks/harbor/scripts/cache_image.py"),
+                            entry["image"], "--cache", self.policy["cache_dir"], "--load",
+                        ], check=True, stdout=log, stderr=subprocess.STDOUT)
+                    else:
+                        subprocess.run(["docker", "pull", reference], check=True, stdout=log, stderr=subprocess.STDOUT)
+                        subprocess.run(["docker", "tag", reference, entry["image"]], check=True, stdout=log, stderr=subprocess.STDOUT)
+                installed = self.inspect(entry["image"])
+                self.event("restored", entry)
+            if (installed["Id"] != entry["image_id"]
+                    or not set(entry["repo_digests"]) <= set(installed["RepoDigests"])):
+                raise ValueError(f"Docker image differs from registration: {entry['image']}")
+            self.event("verified", entry)
+
+    def release(self, jobs):
+        if not self.policy:
+            return
+        for entry in self.entries(jobs):
+            if entry["image_id"] in self.protected:
+                continue
+            installed = self.inspect(entry["image"])
+            if installed is None:
+                continue
+            if installed["Id"] != entry["image_id"]:
+                raise ValueError("Refusing to evict a different image")
+            # No force: Docker preserves images referenced by any remaining
+            # container. Keep both successful and failed task files/logs.
+            with (self.record / "image-downloads.log").open("a") as log:
+                for reference in [entry["image"], *entry["repo_digests"]]:
+                    if self.inspect(reference) is None:
+                        continue
+                    subprocess.run(["docker", "image", "rm", reference], check=True, stdout=log, stderr=subprocess.STDOUT)
+            self.event("evicted", entry)
 
 
 def digest(path):
@@ -57,11 +144,16 @@ def validate_plan(root, plan_path, plan):
             ["git", "diff", "--exit-code", "HEAD", "--", "src", "benchmarks/harbor/src"],
             cwd=source, check=True, stdout=subprocess.DEVNULL,
         )
-        expected = plan_path.parent / arm["prompt_file"]
-        if digest(expected) != arm["prompt_sha256"]:
-            raise ValueError(f"Prompt file changed: {expected}")
-        if prompt_from_source(source / "src/nanopycodeagent/agent.py") != expected.read_text():
-            raise ValueError(f"Source prompt does not match the plan: {source}")
+        if arm.get("agent") == "pi":
+            from harbor_adapter.pi import distribution_digest, distribution_files
+            if distribution_digest(distribution_files(Path(arm["distribution_path"]))) != arm["distribution_sha256"]:
+                raise ValueError("Registered Pi distribution changed")
+        else:
+            expected = plan_path.parent / arm["prompt_file"]
+            if digest(expected) != arm["prompt_sha256"]:
+                raise ValueError(f"Prompt file changed: {expected}")
+            if prompt_from_source(source / "src/nanopycodeagent/agent.py") != expected.read_text():
+                raise ValueError(f"Source prompt does not match the plan: {source}")
     for task in plan["tasks"]:
         cache = Path.home() / ".cache/harbor/tasks/packages" / task["name"] / task["ref"].split(":")[1]
         for name, expected in task["task_file_sha256"].items():
@@ -84,6 +176,9 @@ def run_job(root, plan, job, record, install_only):
         if previous["status"] == "finished":
             return previous
         raise RuntimeError(f"Previously started job requires inspection; refusing to retry: {status_path}")
+    minimum = plan.get("minimum_free_disk_bytes", 0)
+    if shutil.disk_usage(root).free < minimum:
+        raise RuntimeError(f"Insufficient free disk space: this plan requires {minimum} bytes")
     source = root / plan["arms"][job["arm"]]["source_root"]
     command = [
         "uv", "run", "--project", "benchmarks/harbor", "python", "-m", "harbor_adapter",
@@ -108,6 +203,11 @@ def run_job(root, plan, job, record, install_only):
     return state
 
 
+def finished_job(record, job):
+    path = record / (job["job_name"] + ".json")
+    return path.exists() and json.loads(path.read_text()).get("status") == "finished"
+
+
 def preflight_passed(states, expected_counts):
     return bool(states) and len(states) == len(expected_counts) and all(
         s.get("exit_code") == 0
@@ -166,23 +266,37 @@ def checked(path, expected_hash):
         if config.get("install_only") is not True or manifest["commit"] != arm["source_ref"]:
             raise ValueError("Accepted installation used a different mode or source revision")
         expected_sources = {}
-        for prefix, package in (("src", "nanopycodeagent"), ("benchmarks/harbor/src", "harbor_adapter")):
+        packages = [("benchmarks/harbor/src", "harbor_adapter")]
+        if arm.get("agent") != "pi":
+            packages.append(("src", "nanopycodeagent"))
+        for prefix, package in packages:
             for path in (source / prefix / package).rglob("*.py"):
                 expected_sources[str(path.relative_to(source / prefix))] = digest(path)
         if not expected_sources or manifest["source_sha256"] != expected_sources:
             raise ValueError("Accepted installation source snapshot differs from the frozen source")
-        wheel = Path(result["config"]["agent"]["kwargs"]["wheel_path"]).resolve()
-        if not wheel.is_relative_to((inputs / "dist").resolve()):
-            raise ValueError("Accepted installation wheel must belong to its recorded inputs")
-        if not (digest(wheel) == manifest["wheel_sha256"] == bootstrap["wheel_sha256"]):
-            raise ValueError("Accepted installation wheel digest differs from its provenance")
+        if arm.get("agent") == "pi":
+            pin = arm["distribution_sha256"]
+            pi_input, = manifest["pi_inputs"]
+            if not (pi_input["distribution_sha256"] == bootstrap["distribution_sha256"] == pin):
+                raise ValueError("Accepted Pi distribution differs from its provenance")
+            from harbor_adapter.pi import distribution_digest
+            if distribution_digest(pi_input["files"]) != pin:
+                raise ValueError("Accepted Pi file manifest differs from its provenance")
+            if digest(inputs / "pi-models.json") != pi_input["model_config_sha256"]:
+                raise ValueError("Accepted Pi model config differs from its provenance")
+        else:
+            wheel = Path(result["config"]["agent"]["kwargs"]["wheel_path"]).resolve()
+            if not wheel.is_relative_to((inputs / "dist").resolve()):
+                raise ValueError("Accepted installation wheel must belong to its recorded inputs")
+            if not (digest(wheel) == manifest["wheel_sha256"] == bootstrap["wheel_sha256"]):
+                raise ValueError("Accepted installation wheel digest differs from its provenance")
     return True
 
 
 def main():
     parser = argparse.ArgumentParser(description=__doc__)
     parser.add_argument("--plan", type=Path, required=True)
-    parser.add_argument("--phase", choices=["preflight", "model"], required=True)
+    parser.add_argument("--phase", choices=["preflight", "model", "all"], required=True)
     args = parser.parse_args()
     root, plan_path = Path.cwd(), args.plan.resolve()
     plan = json.loads(plan_path.read_text())
@@ -201,13 +315,24 @@ def main():
             raise ValueError("The registered plan is immutable")
     else:
         registration.write_text(json.dumps(current, indent=2) + "\n")
+    images = BatchImages(root, plan, record)
     expected_counts = [
         len(json.loads((root / job["config"]).read_text())["tasks"])
         for job in plan["preflight"]
     ]
-    if args.phase == "preflight":
-        states = [run_job(root, plan, j, record, True) for j in plan["preflight"]]
-        return 0 if accepted or preflight_passed(states, expected_counts) else 1
+    if args.phase in {"preflight", "all"}:
+        states = []
+        for job in plan["preflight"]:
+            completed = finished_job(record, job)
+            if not completed:
+                images.prepare([job])
+            states.append(run_job(root, plan, job, record, True))
+            if not completed:
+                images.release([job])
+        if not accepted and not preflight_passed(states, expected_counts):
+            return 1
+        if args.phase == "preflight":
+            return 0
     if not accepted:
         preflight = [json.loads((record / (j["job_name"] + ".json")).read_text()) for j in plan["preflight"]]
         if not preflight_passed(preflight, expected_counts):
@@ -216,8 +341,11 @@ def main():
     with ThreadPoolExecutor(max_workers=2) as pool:
         for offset in range(0, len(plan["queue"]), 2):
             batch = plan["queue"][offset:offset + 2]
+            pending = [job for job in batch if not finished_job(record, job)]
+            images.prepare(pending)
             futures = [pool.submit(run_job, root, plan, job, record, False) for job in batch]
             states.extend(f.result() for f in futures)
+            images.release(pending)
     return int(any(s["exit_code"] != 0 for s in states))
 
 
diff --git a/benchmarks/harbor/src/harbor_adapter/__init__.py b/benchmarks/harbor/src/harbor_adapter/__init__.py
index 5e8c83c..b27118f 100644
--- a/benchmarks/harbor/src/harbor_adapter/__init__.py
+++ b/benchmarks/harbor/src/harbor_adapter/__init__.py
@@ -1,6 +1,7 @@
 """Public import for the repository-local nanoPyCodeAgent Harbor adapter."""
 
 from .adapter import NanoPyCodeAgent
+from .pi import PiCodeAgent
 from .verifier import RetryingVerifier
 
-__all__ = ["NanoPyCodeAgent", "RetryingVerifier"]
+__all__ = ["NanoPyCodeAgent", "PiCodeAgent", "RetryingVerifier"]
diff --git a/benchmarks/harbor/src/harbor_adapter/__main__.py b/benchmarks/harbor/src/harbor_adapter/__main__.py
index 11eed91..57baead 100644
--- a/benchmarks/harbor/src/harbor_adapter/__main__.py
+++ b/benchmarks/harbor/src/harbor_adapter/__main__.py
@@ -2,6 +2,7 @@
 
 import argparse
 from datetime import datetime, timezone
+import errno
 import hashlib
 import json
 import os
@@ -9,11 +10,16 @@
 import shutil
 import subprocess
 import sys
+import tempfile
 from zipfile import ZipFile
 
 from harbor.models.job.config import JobConfig
 
 from .bootstrap import AptCache, default_cache_dir
+from .pi import distribution_digest, distribution_files, read_model_config
+
+_NANO = "harbor_adapter:NanoPyCodeAgent"
+_PI = "harbor_adapter:PiCodeAgent"
 
 
 def standard_config(raw: dict) -> JobConfig:
@@ -50,22 +56,69 @@ def standard_config(raw: dict) -> JobConfig:
         raise ValueError("Select at least one agent and one trial attempt")
     for agent in config.agents:
         identifiers = [value for value in (agent.import_path, agent.name) if value]
-        if not identifiers or any(
-            value != "harbor_adapter:NanoPyCodeAgent" for value in identifiers
-        ):
-            raise ValueError("The standard workflow requires harbor_adapter:NanoPyCodeAgent")
-        if agent.env or set(agent.kwargs) - {
-            "max_turns", "max_tokens", "time_budget_seconds",
-        }:
+        if not identifiers or len(set(identifiers)) != 1 or identifiers[0] not in {_NANO, _PI}:
+            raise ValueError("The standard workflow requires a repository benchmark adapter")
+        allowed = ({"max_turns", "max_tokens", "time_budget_seconds"}
+                   if identifiers[0] == _NANO else {
+                       "distribution_path", "distribution_sha256", "model_config_path", "thinking",
+                   })
+        if agent.env or set(agent.kwargs) - allowed:
             raise ValueError(
                 "Pass model credentials through the environment; "
-                "agent kwargs may only set budgets"
+                "agent kwargs must use the adapter's supported public settings"
             )
+        if identifiers[0] == _PI:
+            required = {"distribution_path", "distribution_sha256", "model_config_path"}
+            if not required <= agent.kwargs.keys():
+                raise ValueError("Pi requires a hash-pinned distribution and public model config")
+            read_model_config(Path(agent.kwargs["model_config_path"]))
         if not agent.model_name:
             raise ValueError("Each agent requires an explicit model_name")
     return config
 
 
+def snapshot_pi(agent, cache: Path, record: Path) -> dict:
+    """Share one content-addressed binary snapshot across the full task pool."""
+    original = Path(agent.kwargs["distribution_path"]).expanduser().resolve()
+    files = distribution_files(original)
+    digest = distribution_digest(files)
+    if digest != agent.kwargs["distribution_sha256"]:
+        raise ValueError("Pi distribution differs from its registered SHA256")
+    destination = cache / "pi-distributions" / digest
+    if not destination.exists():
+        destination.parent.mkdir(parents=True, exist_ok=True)
+        with tempfile.TemporaryDirectory(prefix=digest + ".tmp-", dir=destination.parent) as temporary:
+            staged = Path(temporary) / "distribution"
+            shutil.copytree(original, staged)
+            if distribution_files(staged) != files:
+                raise ValueError("Pi distribution changed while snapshotting")
+            try:
+                staged.rename(destination)
+            except OSError as error:
+                if error.errno not in {errno.EEXIST, errno.ENOTEMPTY}:
+                    raise
+                # Another invocation published first. Validate its bytes below
+                # before reusing it; never overwrite a corrupt cache entry.
+    if distribution_files(destination) != files:
+        raise ValueError("Cached Pi distribution is corrupt")
+    public_models = read_model_config(Path(agent.kwargs["model_config_path"]))
+    model_bytes = (json.dumps(public_models, indent=2) + "\n").encode()
+    model_digest = hashlib.sha256(model_bytes).hexdigest()
+    models = record / "pi-models.json"
+    if models.exists() and models.read_bytes() != model_bytes:
+        models = record / f"pi-models-{model_digest}.json"
+    if models.exists():
+        if models.read_bytes() != model_bytes:
+            raise ValueError("Recorded Pi model configuration is corrupt")
+    else:
+        models.write_bytes(model_bytes)
+    agent.kwargs.update(distribution_path=str(destination), model_config_path=str(models))
+    return {
+        "distribution_sha256": digest, "files": files,
+        "model_config_file": models.name, "model_config_sha256": model_digest,
+    }
+
+
 def summarize(job_dir: Path, *, install_only: bool = False) -> dict:
     trials = []
     for path in sorted(job_dir.glob("*/result.json")):
@@ -111,16 +164,23 @@ def run(args) -> int:
     record.chmod(0o700)
     source = record / "source"
     shutil.copytree(root / "benchmarks/harbor/src/harbor_adapter", source / "harbor_adapter", ignore=shutil.ignore_patterns("__pycache__"))
-    shutil.copytree(root / "src/nanopycodeagent", source / "nanopycodeagent", ignore=shutil.ignore_patterns("__pycache__"))
-    subprocess.run(["uv", "build", "--wheel", "--out-dir", str(record / "dist")], check=True)
-    wheel, = (record / "dist").glob("*.whl")
-    with ZipFile(wheel) as archive:
-        for path in (source / "nanopycodeagent").rglob("*.py"):
-            if archive.read(path.relative_to(source).as_posix()) != path.read_bytes():
-                raise ValueError("Source changed during preparation; prepare a new job")
     cache = args.cache_dir.expanduser().resolve()
+    wheel = None
+    if any((agent.import_path or agent.name) == _NANO for agent in config.agents):
+        shutil.copytree(root / "src/nanopycodeagent", source / "nanopycodeagent", ignore=shutil.ignore_patterns("__pycache__"))
+        subprocess.run(["uv", "build", "--wheel", "--out-dir", str(record / "dist")], check=True)
+        wheel, = (record / "dist").glob("*.whl")
+        with ZipFile(wheel) as archive:
+            for path in (source / "nanopycodeagent").rglob("*.py"):
+                if archive.read(path.relative_to(source).as_posix()) != path.read_bytes():
+                    raise ValueError("Source changed during preparation; prepare a new job")
+    pi_inputs = []
     for agent in config.agents:
-        agent.kwargs.update(wheel_path=str(wheel), bootstrap_cache=str(cache))
+        if (agent.import_path or agent.name) == _PI:
+            pi_inputs.append(snapshot_pi(agent, cache, record))
+        else:
+            agent.kwargs["wheel_path"] = str(wheel)
+        agent.kwargs["bootstrap_cache"] = str(cache)
     config_path = record / "config.json"
     config_path.write_text(config.model_dump_json(indent=2) + "\n")
     manifest = {
@@ -129,9 +189,11 @@ def run(args) -> int:
         "branch": subprocess.check_output(["git", "branch", "--show-current"], text=True).strip(),
         "source_kind": "working tree including uncommitted files",
         "source_sha256": {str(p.relative_to(source)): hashlib.sha256(p.read_bytes()).hexdigest() for p in sorted(source.rglob("*.py"))},
-        "wheel_sha256": hashlib.sha256(wheel.read_bytes()).hexdigest(),
+        "wheel_sha256": hashlib.sha256(wheel.read_bytes()).hexdigest() if wheel else None,
         "cache_dir": str(cache),
     }
+    if pi_inputs:
+        manifest["pi_inputs"] = pi_inputs
     (record / "manifest.json").write_text(json.dumps(manifest, indent=2) + "\n")
     (record / "working-tree.patch").write_bytes(subprocess.check_output(["git", "diff", "HEAD"]))
     print(f"Prepared {record}", flush=True)
diff --git a/benchmarks/harbor/src/harbor_adapter/_agent_runner.py b/benchmarks/harbor/src/harbor_adapter/_agent_runner.py
new file mode 100644
index 0000000..18ad136
--- /dev/null
+++ b/benchmarks/harbor/src/harbor_adapter/_agent_runner.py
@@ -0,0 +1,153 @@
+"""Supervise one Linux agent command, including detached tool subprocesses."""
+
+import ctypes
+import json
+import os
+from pathlib import Path
+import signal
+import subprocess
+import sys
+import time
+
+
+def processes():
+    result = {}
+    for path in Path("/proc").iterdir():
+        if not path.name.isdigit():
+            continue
+        try:
+            fields = (path / "stat").read_text().rsplit(")", 1)[1].split()
+            result[int(path.name)] = (int(fields[1]), int(fields[19]), fields[0])
+        except (OSError, ValueError, IndexError):
+            continue
+    return result
+
+
+def descendants(root, table):
+    owned = {root}
+    while True:
+        updated = owned | {pid for pid, (parent, _, _) in table.items() if parent in owned}
+        if updated == owned:
+            return {pid: table[pid][1] for pid in owned - {root} if pid in table}
+        owned = updated
+
+
+def signal_same_process(pid, started, number):
+    entry = processes().get(pid)
+    if entry is not None and entry[1] == started and entry[2] != "Z":
+        try:
+            os.kill(pid, number)
+        except ProcessLookupError:
+            pass
+
+
+def stop_descendants():
+    """Freeze parents before killing the forest, including new sessions."""
+    owned = {}
+    for _ in range(4):
+        current = descendants(os.getpid(), processes())
+        previous = set(owned)
+        owned.update(current)
+        for pid, started in current.items():
+            signal_same_process(pid, started, signal.SIGSTOP)
+        if set(owned) == previous:
+            break
+    deadline = time.monotonic() + 5
+    while True:
+        owned.update(descendants(os.getpid(), processes()))
+        for pid, started in owned.items():
+            signal_same_process(pid, started, signal.SIGKILL)
+        while True:
+            try:
+                pid, _ = os.waitpid(-1, os.WNOHANG)
+            except ChildProcessError:
+                break
+            if pid == 0:
+                break
+        table = processes()
+        alive = [pid for pid, started in owned.items()
+                 if pid in table and table[pid][1] == started and table[pid][2] != "Z"]
+        if not alive and not descendants(os.getpid(), table):
+            return len(owned)
+        if time.monotonic() >= deadline:
+            raise RuntimeError("Agent subprocesses did not stop")
+        time.sleep(.02)
+
+
+def write_json(path, value):
+    temporary = path.with_name(path.name + ".tmp")
+    temporary.write_text(json.dumps(value) + "\n")
+    temporary.replace(path)
+
+
+def run(control, record, command):
+    control, record = Path(control), Path(record)
+    cancelled = control.with_suffix(".cancelled")
+    libc = ctypes.CDLL(None, use_errno=True)
+    if libc.prctl(36, 1, 0, 0, 0) != 0:  # PR_SET_CHILD_SUBREAPER
+        raise OSError(ctypes.get_errno(), "Cannot supervise orphaned agent tools")
+    stopping = False
+
+    def interrupted(signum, frame):
+        if not stopping:
+            raise InterruptedError("Agent execution cancelled")
+
+    signal.signal(signal.SIGTERM, interrupted)
+    signal.signal(signal.SIGINT, interrupted)
+    write_json(control, {"pid": os.getpid(), "started": processes()[os.getpid()][1]})
+    try:
+        if cancelled.exists():
+            write_json(record, {"status": "cancelled", "processes_stopped": True, "before_start": True})
+            return 130
+        write_json(record, {"status": "running"})
+        child = subprocess.Popen(["bash", "-c", command], stdin=subprocess.DEVNULL, start_new_session=True)
+        code = child.wait()
+        if code:
+            stopping = True
+            stop_descendants()
+        # Successful solutions may intentionally leave a server running.
+        write_json(record, {"status": "completed", "return_code": code})
+        return code
+    except BaseException as error:
+        stopping = True
+        try:
+            count = stop_descendants()
+            write_json(record, {"status": "cancelled" if isinstance(error, InterruptedError) else "error_stopped",
+                                "processes_stopped": True, "stopped_processes": count})
+        except BaseException:
+            write_json(record, {"status": "cleanup_failed", "processes_stopped": False})
+            raise
+        if isinstance(error, InterruptedError):
+            return 130
+        raise
+    finally:
+        control.unlink(missing_ok=True)
+
+
+def cancel(control, record):
+    control, record = Path(control), Path(record)
+    control.with_suffix(".cancelled").touch()
+    try:
+        owner = json.loads(control.read_text())
+    except FileNotFoundError:
+        return  # A later startup observes the marker before spawning the agent.
+    signal_same_process(owner["pid"], owner["started"], signal.SIGTERM)
+    deadline = time.monotonic() + 8
+    while time.monotonic() < deadline:
+        if record.exists():
+            state = json.loads(record.read_text())
+            if state.get("status") == "completed" or (
+                state.get("status") in {"cancelled", "error_stopped"} and state.get("processes_stopped") is True
+            ):
+                return
+            if state.get("status") == "cleanup_failed":
+                raise RuntimeError("Agent subprocess cleanup failed")
+        time.sleep(.02)
+    raise RuntimeError("Agent supervisor did not confirm cancellation")
+
+
+if __name__ == "__main__":
+    if sys.argv[1] == "cancel":
+        cancel(sys.argv[2], sys.argv[3])
+    else:
+        raise SystemExit(run(sys.argv[2], sys.argv[3], sys.argv[4]))
diff --git a/benchmarks/harbor/src/harbor_adapter/pi.py b/benchmarks/harbor/src/harbor_adapter/pi.py
new file mode 100644
index 0000000..9a42ba2
--- /dev/null
+++ b/benchmarks/harbor/src/harbor_adapter/pi.py
@@ -0,0 +1,249 @@
+"""Run an unmodified, hash-pinned Pi distribution with shared Harbor bootstrap."""
+
+import asyncio
+import hashlib
+import json
+from pathlib import Path
+import shlex
+import uuid
+
+from harbor.agents.installed.base import CliFlag, with_prompt_template
+from harbor.agents.model_connection import ModelConnectionSpec
+
+from .adapter import NanoPyCodeAgent
+
+_RUNNER = Path(__file__).with_name("_agent_runner.py").read_text()
+
+
+def distribution_files(root: Path) -> dict:
+    """Include executable permissions and reject links outside the snapshot."""
+    files = {}
+    for path in sorted(root.rglob("*")):
+        if path.is_symlink():
+            raise ValueError("Pi distributions must not contain symbolic links")
+        if path.is_file():
+            with path.open("rb") as stream:
+                digest = hashlib.file_digest(stream, "sha256").hexdigest()
+            files[path.relative_to(root).as_posix()] = {
+                "sha256": digest, "mode": path.stat().st_mode & 0o777,
+            }
+    if "pi" not in files or "package.json" not in files:
+        raise ValueError("Pi distribution requires pi and package.json")
+    return files
+
+
+def distribution_digest(files: dict) -> str:
+    return hashlib.sha256(json.dumps(files, sort_keys=True).encode()).hexdigest()
+
+
+def read_model_config(path: Path) -> dict:
+    """Accept a public DeepSeek connection; credentials stay in the environment."""
+    config = json.loads(path.read_text())
+    if set(config) != {"providers"} or set(config["providers"]) != {"deepseek"}:
+        raise ValueError("Pi benchmark models must configure only DeepSeek")
+    provider = config["providers"]["deepseek"]
+    if (set(provider) - {"api", "apiKey", "baseUrl", "models"}
+            or provider.get("apiKey") != "${DEEPSEEK_API_KEY}"
+            or provider.get("api") != "openai-completions"
+            or provider.get("baseUrl") != "https://api.deepseek.com"):
+        raise ValueError("Pi models must use the official API and an environment key reference")
+    if not provider.get("models"):
+        raise ValueError("Pi models must explicitly register at least one model")
+    return config
+
+
+def validate_model_registration(stdout: str, stderr: str, model_name: str) -> None:
+    """Pi can exit zero after rejecting models.json and using built-in models."""
+    requested = tuple(model_name.split("/", 1))
+    rows = {tuple(line.split()[:2]) for line in stdout.splitlines()}
+    if stderr.strip() or requested not in rows:
+        raise ValueError(
+            f"Pi model registration failed for {model_name}: "
+            f"{stderr.strip() or 'requested provider/model missing from listing'}"
+        )
+
+
+class PiCodeAgent(NanoPyCodeAgent):
+    """Share verified dependencies/preflight, replacing Nano's install and run."""
+
+    SUPPORTS_ATIF = False
+    MODEL_CONNECTION = ModelConnectionSpec(api_key_envs=("DEEPSEEK_API_KEY",))
+    CLI_FLAGS = [CliFlag("thinking", cli="--thinking", type="enum", choices=[
+        "off", "minimal", "low", "medium", "high", "xhigh", "max",
+    ])]
+
+    def __init__(self, *args, distribution_path: str, distribution_sha256: str,
+                 model_config_path: str, **kwargs):
+        self._distribution = Path(distribution_path).resolve()
+        self._distribution_sha256 = distribution_sha256
+        self._model_config = read_model_config(Path(model_config_path))
+        package = json.loads((self._distribution / "package.json").read_text())
+        self._pi_version = package["version"]
+        super().__init__(*args, version=self._pi_version, **kwargs)
+        provider, separator, model = (self.model_name or "").partition("/")
+        if provider != "deepseek" or not separator or model not in {
+            item["id"] for item in self._model_config["providers"][provider]["models"]
+        }:
+            raise ValueError("Pi model_name must identify a registered deepseek/model")
+
+    @staticmethod
+    def name() -> str:
+        return "pi"
+
+    def get_version_command(self) -> str:
+        return "/opt/harbor-pi/pi --version"
+
+    def parse_version(self, stdout: str) -> str:
+        return stdout.strip().splitlines()[-1]
+
+    async def _install_agent(self, environment) -> None:
+        self.logs_dir.mkdir(parents=True, exist_ok=True)
+        (self.logs_dir / "process-supervision-required").write_text("pi\n")
+        actual = distribution_digest(distribution_files(self._distribution))
+        if actual != self._distribution_sha256:
+            raise ValueError("Pi distribution changed after registration")
+        await environment.upload_dir(self._distribution, "/opt/harbor-pi")
+        await self.exec_as_root(environment, command="chmod 755 /opt/harbor-pi/pi")
+        result = await self.exec_as_agent(environment, command=self.get_version_command())
+        if self.parse_version(result.stdout) != self._pi_version:
+            raise ValueError("Installed Pi version differs from its distribution")
+        self._bootstrap_record.update(
+            pi_version=self._pi_version, distribution_sha256=actual,
+        )
+        await self.exec_as_agent(environment, command="mkdir -p /tmp/harbor-pi-agent")
+        await self._upload_config_text(
+            environment, content=json.dumps(self._model_config),
+            remote_path="/tmp/harbor-pi-agent/models.json", filename="models.json",
+        )
+        probe = f"/tmp/harbor-pi-supervision-probe-{uuid.uuid4().hex}"
+        await self.exec_as_agent(environment, command=shlex.join([
+            "python3", "-I", "-c", _RUNNER, "run", probe + ".json", probe + "-result.json", "true",
+        ]))
+        self._bootstrap_record["process_supervision_probe"] = "passed"
+        # Validate the real binary and provider configuration without a model call.
+        _, model = self.model_name.split("/", 1)
+        listing = await self.exec_as_agent(
+            environment,
+            command=f"/opt/harbor-pi/pi --offline --list-models {shlex.quote(model)}",
+            env={"PI_CODING_AGENT_DIR": "/tmp/harbor-pi-agent", "DEEPSEEK_API_KEY": "preflight-only"},
+        )
+        validate_model_registration(listing.stdout, listing.stderr, self.model_name)
+
+    @with_prompt_template
+    async def run(self, instruction, environment, context) -> None:
+        key = self.model_connection.api_key
+        if not key:
+            raise ValueError("DEEPSEEK_API_KEY is required for Pi model work")
+        _, model = self.model_name.split("/", 1)
+        # Keep completed events and native sessions; streaming deltas duplicate
+        # their contents and can consume substantial disk space.
+        event_filter = (
+            "import json,sys\n"
+            "for line in sys.stdin:\n"
+            " try: skip=json.loads(line).get('type') == 'message_update'\n"
+            " except (ValueError,AttributeError): skip=False\n"
+            " if not skip: print(line,end='',flush=True)\n"
+        )
+        command = (
+            "set -euo pipefail; /opt/harbor-pi/pi --print --mode json --offline "
+            "--session-dir /logs/agent/pi/sessions "
+            f"--provider deepseek --model {shlex.quote(model)} "
+            f"{self.build_cli_flags()} -- {shlex.quote(instruction)} "
+            "</dev/null 2>/logs/agent/pi-stderr.txt | "
+            f"python3 -I -u -c {shlex.quote(event_filter)} | tee /logs/agent/pi.txt"
+        )
+        control = f"/tmp/harbor-pi-{uuid.uuid4().hex}.json"
+        record = "/logs/agent/process-supervision.json"
+        try:
+            await self.exec_as_agent(
+                environment,
+                command=shlex.join(["python3", "-I", "-c", _RUNNER, "run", control, record, command]),
+                env={"PI_CODING_AGENT_DIR": "/tmp/harbor-pi-agent", "DEEPSEEK_API_KEY": key},
+            )
+        except BaseException:
+            cleanup = await asyncio.shield(asyncio.wait_for(environment.exec(
+                command=shlex.join(["python3", "-I", "-c", _RUNNER, "cancel", control, record]), user="root",
+            ), timeout=12))
+            if cleanup.return_code != 0:
+                raise RuntimeError("Pi subprocess cleanup did not confirm cancellation")
+            raise
+        # Pi may finish its event stream after an API error with exit code zero.
+        # Do not misclassify that as an ordinary scored task failure.
+        check = (
+            "import json\n"
+            "last={}; assistant={}\n"
+            "for line in open('/logs/agent/pi.txt'):\n"
+            " try: event=json.loads(line)\n"
+            " except ValueError: continue\n"
+            " last=event\n"
+            " if event.get('type')=='message_end' and event.get('message',{}).get('role')=='assistant': assistant=event['message']\n"
+            "print(json.dumps({'settled': last.get('type')=='agent_settled' and not last.get('aborted'), 'stop_reason': assistant.get('stopReason')}))\n"
+        )
+        output = await self.exec_as_agent(environment, command=f"python3 -I -c {shlex.quote(check)}")
+        status = json.loads(output.stdout)
+        if not status["settled"] or status["stop_reason"] != "stop":
+            raise RuntimeError(f"Pi did not finish successfully: {status}")
+
+    def populate_context_post_run(self, context) -> None:
+        context.metadata = context.metadata or {}
+        context.metadata["bootstrap"] = self._bootstrap_record
+        supervision = None
+        supervision_path = self.logs_dir / "process-supervision.json"
+        if supervision_path.exists():
+            try:
+                supervision = json.loads(supervision_path.read_text())
+            except (OSError, ValueError):
+                supervision = {"status": "invalid"}
+            context.metadata["process_supervision"] = supervision
+        interrupted = supervision is not None and (
+            not isinstance(supervision, dict) or supervision.get("status") != "completed"
+            or supervision.get("return_code") != 0
+        )
+        output = self.logs_dir / "pi.txt"
+        if not output.exists():
+            return
+        usages, missing = [], 0
+        errors = []
+        for line in output.read_text().split("\n"):
+            try:
+                event = json.loads(line)
+            except ValueError:
+                continue
+            if not isinstance(event, dict):
+                continue
+            message = event.get("message", {})
+            if event.get("type") == "message_end" and message.get("role") == "assistant":
+                if message.get("stopReason") in {"error", "aborted"}:
+                    errors.append(message.get("stopReason"))
+                usage = message.get("usage")
+                # Failed streams can retain Pi's initialized all-zero usage
+                # when the connection closes before the provider usage chunk.
+                unknown_failure_usage = message.get("stopReason") in {"error", "aborted"} and (
+                    not usage or not any(usage.get(key, 0) for key in (
+                        "input", "output", "cacheRead", "cacheWrite", "totalTokens",
+                    ))
+                )
+                if usage and not unknown_failure_usage:
+                    usages.append(usage)
+                else:
+                    missing += 1
+            elif event.get("type") == "compaction_end" and event.get("result"):
+                usage = event["result"].get("usage")
+                if usage:
+                    usages.append(usage)
+                else:
+                    missing += 1
+        context.metadata["pi"] = {
+            "version": self._pi_version, "usage_records": len(usages),
+            "missing_usage_records": missing, "assistant_errors": errors,
+            "cost_is_estimated": True,
+            "usage_is_partial": not usages or missing > 0 or interrupted,
+            "cost_is_partial": not usages or missing > 0 or interrupted,
+        }
+        if usages:
+            context.n_input_tokens = sum(u.get("input", 0) + u.get("cacheRead", 0) + u.get("cacheWrite", 0) for u in usages)
+            context.n_output_tokens = sum(u.get("output", 0) for u in usages)
+            context.n_cache_tokens = sum(u.get("cacheRead", 0) for u in usages)
+            costs = [u["cost"]["total"] for u in usages if "total" in u.get("cost", {})]
+            context.cost_usd = sum(costs) if costs else None
+            context.metadata["pi"]["cost_is_partial"] = missing > 0 or len(costs) != len(usages) or interrupted
diff --git a/benchmarks/harbor/src/harbor_adapter/verifier.py b/benchmarks/harbor/src/harbor_adapter/verifier.py
index 155f02f..5e9d79c 100644
--- a/benchmarks/harbor/src/harbor_adapter/verifier.py
+++ b/benchmarks/harbor/src/harbor_adapter/verifier.py
@@ -24,6 +24,27 @@ class VerifierCollectionError(RuntimeError):
     """Authorized pytest collection recovery exhausted its attempt budget."""
 
 
+class AgentQuiescenceError(RuntimeError):
+    """The installed agent did not establish a frozen execution boundary."""
+
+
+def check_agent_quiescence(agent_dir, *, required=False):
+    agent_dir = Path(agent_dir)
+    if not required and not (agent_dir / "process-supervision-required").exists():
+        return
+    try:
+        state = json.loads((agent_dir / "process-supervision.json").read_text())
+    except (OSError, ValueError) as error:
+        raise AgentQuiescenceError("Missing or invalid agent supervision record") from error
+    if not isinstance(state, dict):
+        raise AgentQuiescenceError("Invalid agent supervision record")
+    if state.get("status") == "completed" and type(state.get("return_code")) is int:
+        return
+    if state.get("status") in {"cancelled", "error_stopped"} and state.get("processes_stopped") is True:
+        return
+    raise AgentQuiescenceError("Agent subprocesses have not confirmed a frozen boundary")
+
+
 class _RetryEnvironment:
     """Delegate Harbor operations, wrapping only the test-script execution."""
 
@@ -93,11 +114,14 @@ class RetryingVerifier(Verifier):
     """
 
     def __init__(self, *, max_attempts=3, retry_dependency_errors=False,
-                 retry_collection_errors=False, **kwargs):
+                 retry_collection_errors=False, require_agent_quiescence=False,
+                 **kwargs):
         if type(max_attempts) is not int or not 1 <= max_attempts <= 3:
             raise ValueError("max_attempts must be an integer between 1 and 3")
         if type(retry_dependency_errors) is not bool:
             raise ValueError("retry_dependency_errors must be a boolean")
+        if type(require_agent_quiescence) is not bool:
+            raise ValueError("require_agent_quiescence must be a boolean")
         if type(retry_collection_errors) is not bool:
             raise ValueError("retry_collection_errors must be a boolean")
         super().__init__(**kwargs)
@@ -105,12 +129,15 @@ def __init__(self, *, max_attempts=3, retry_dependency_errors=False,
             raise ValueError("RetryingVerifier supports single-step Linux tasks")
         self._max_attempts = max_attempts
         self._retry_dependency_errors = retry_dependency_errors
+        self._require_agent_quiescence = require_agent_quiescence
         self._retry_collection_errors = retry_collection_errors
         self._attempt_timeout = self.task.config.verifier.timeout_sec
         if not math.isfinite(self._attempt_timeout) or self._attempt_timeout <= 0:
             raise ValueError("The task's verifier timeout must be finite and positive")
 
     async def verify(self):
+        check_agent_quiescence(self.trial_paths.agent_dir,
+                               required=getattr(self, "_require_agent_quiescence", False))
         # Harbor's outer watchdog covers the entire custom verifier. Reject an
         # insufficient budget instead of silently losing the promised retries.
         config = TrialConfig.model_validate_json(self.trial_paths.config_path.read_text())
diff --git a/benchmarks/harbor/tests/test_agent_supervision.py b/benchmarks/harbor/tests/test_agent_supervision.py
new file mode 100644
index 0000000..e21c0c3
--- /dev/null
+++ b/benchmarks/harbor/tests/test_agent_supervision.py
@@ -0,0 +1,149 @@
+"""A timed-out agent must stop before any verifier can observe its output."""
+
+import json
+import os
+from pathlib import Path
+import shlex
+import signal
+import subprocess
+import sys
+import time
+from types import SimpleNamespace
+
+import pytest
+
+from harbor_adapter import _agent_runner as runner
+from harbor_adapter.verifier import AgentQuiescenceError, RetryingVerifier, check_agent_quiescence
+
+
+def wait_for(predicate, timeout=5):
+    deadline = time.monotonic() + timeout
+    while time.monotonic() < deadline:
+        if predicate():
+            return
+        time.sleep(.01)
+    raise AssertionError("Timed out waiting for the supervision fixture")
+
+
+def alive(pid):
+    entry = runner.processes().get(pid)
+    return entry is not None and entry[2] != "Z"
+
+
+def start(tmp_path, command):
+    control, record = tmp_path / "control.json", tmp_path / "supervision.json"
+    child = subprocess.Popen(
+        [sys.executable, runner.__file__, "run", str(control), str(record), command],
+        stdin=subprocess.DEVNULL, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL,
+    )
+    return child, control, record
+
+
+def command_with_detached_writer(tmp_path, *, exit_code=None):
+    pidfile, counter = tmp_path / "writer.pid", tmp_path / "counter"
+    writer = (
+        f"import os,time; from pathlib import Path; Path({str(pidfile)!r}).write_text(str(os.getpid()))\n"
+        f"with open({str(counter)!r},'a',buffering=1) as stream:\n"
+        " while True: stream.write('x'); stream.flush(); time.sleep(.01)\n"
+    )
+    launcher = (
+        "import subprocess,sys,time; "
+        f"subprocess.Popen([sys.executable,'-c',{writer!r}],start_new_session=True, "
+        "stdin=subprocess.DEVNULL,stdout=subprocess.DEVNULL,stderr=subprocess.DEVNULL); "
+    )
+    if exit_code is None:
+        launcher += "time.sleep(60)"
+    else:
+        launcher += "time.sleep(.15); sys.exit(" + str(exit_code) + ")"
+    return shlex.join([sys.executable, "-c", launcher]), pidfile, counter
+
+
+def cleanup(child, pidfile):
+    if child.poll() is None:
+        child.kill()
+        child.wait(timeout=5)
+    if pidfile.exists():
+        pid = int(pidfile.read_text())
+        if alive(pid):
+            os.kill(pid, signal.SIGKILL)
+
+
+def test_cancellation_stops_detached_tools_and_freezes_output(tmp_path):
+    command, pidfile, counter = command_with_detached_writer(tmp_path)
+    child, control, record = start(tmp_path, command)
+    try:
+        wait_for(lambda: pidfile.exists() and counter.exists() and counter.stat().st_size > 2)
+        subprocess.run([sys.executable, runner.__file__, "cancel", str(control), str(record)], check=True, timeout=12)
+        assert child.wait(timeout=5) == 130
+        assert not alive(int(pidfile.read_text()))
+        value = counter.read_bytes()
+        time.sleep(.1)
+        assert counter.read_bytes() == value
+        state = json.loads(record.read_text())
+        assert state["status"] == "cancelled" and state["processes_stopped"] is True
+    finally:
+        cleanup(child, pidfile)
+
+
+def test_cancellation_before_launch_prevents_agent_work(tmp_path):
+    control, record, output = tmp_path / "control.json", tmp_path / "supervision.json", tmp_path / "output"
+    runner.cancel(control, record)
+    command = shlex.join([sys.executable, "-c", f"from pathlib import Path; Path({str(output)!r}).touch()"])
+    child, _, _ = start(tmp_path, command)
+    assert child.wait(timeout=5) == 130
+    assert not output.exists()
+    assert json.loads(record.read_text())["before_start"] is True
+
+
+def test_successful_agent_keeps_intentional_background_service(tmp_path):
+    command, pidfile, _ = command_with_detached_writer(tmp_path, exit_code=0)
+    child, _, record = start(tmp_path, command)
+    try:
+        assert child.wait(timeout=5) == 0
+        assert alive(int(pidfile.read_text()))
+        assert json.loads(record.read_text()) == {"status": "completed", "return_code": 0}
+    finally:
+        cleanup(child, pidfile)
+
+
+def test_nonzero_agent_stops_detached_tool_and_preserves_exit_code(tmp_path):
+    command, pidfile, _ = command_with_detached_writer(tmp_path, exit_code=7)
+    child, _, record = start(tmp_path, command)
+    try:
+        assert child.wait(timeout=5) == 7
+        assert not alive(int(pidfile.read_text()))
+        assert json.loads(record.read_text())["return_code"] == 7
+    finally:
+        cleanup(child, pidfile)
+
+
+@pytest.mark.parametrize("state", [None, {"status": "running"}, {"status": "cleanup_failed"},
+                                  {"status": "cancelled", "processes_stopped": False}, {"status": "completed"}])
+def test_verifier_refuses_an_unconfirmed_agent_boundary(tmp_path, state):
+    (tmp_path / "process-supervision-required").touch()
+    if state is not None:
+        (tmp_path / "process-supervision.json").write_text(json.dumps(state))
+    with pytest.raises(AgentQuiescenceError):
+        check_agent_quiescence(tmp_path)
+
+
+@pytest.mark.parametrize("state", [{"status": "completed", "return_code": 0},
+                                  {"status": "cancelled", "processes_stopped": True}])
+def test_verifier_accepts_a_confirmed_agent_boundary(tmp_path, state):
+    (tmp_path / "process-supervision-required").touch()
+    (tmp_path / "process-supervision.json").write_text(json.dumps(state))
+    check_agent_quiescence(tmp_path)
+
+
+def test_registered_guard_cannot_be_disabled_by_a_missing_marker(tmp_path):
+    with pytest.raises(AgentQuiescenceError):
+        check_agent_quiescence(tmp_path, required=True)
+
+
+def test_verifier_checks_the_boundary_before_accessing_task_assertions(tmp_path):
+    import asyncio
+    verifier = object.__new__(RetryingVerifier)
+    verifier.trial_paths = SimpleNamespace(agent_dir=tmp_path)
+    verifier._require_agent_quiescence = True
+    with pytest.raises(AgentQuiescenceError):
+        asyncio.run(verifier.verify())
diff --git a/benchmarks/harbor/tests/test_comparison.py b/benchmarks/harbor/tests/test_comparison.py
index fc2f5d6..59614b1 100644
--- a/benchmarks/harbor/tests/test_comparison.py
+++ b/benchmarks/harbor/tests/test_comparison.py
@@ -57,6 +57,79 @@ def test_interrupted_job_cannot_silently_restart(tmp_path):
         comparison.run_job(tmp_path, {}, job, tmp_path, False)
 
 
+def test_low_disk_space_stops_before_recording_or_starting_a_trial(tmp_path, monkeypatch):
+    monkeypatch.setattr(comparison.shutil, "disk_usage", lambda path: SimpleNamespace(free=1))
+    with pytest.raises(RuntimeError, match="Insufficient free disk"):
+        comparison.run_job(tmp_path, {"minimum_free_disk_bytes": 2}, {"job_name": "new"}, tmp_path, False)
+    assert not (tmp_path / "new.json").exists()
+
+
+@pytest.fixture
+def batch_images(tmp_path, monkeypatch):
+    entry = {"task": "org/task", "image": "owner/task:tag", "image_id": "sha256:expected",
+             "repo_digests": ["owner/task@sha256:expected"]}
+    (tmp_path / "images.json").write_text(json.dumps({"images": [entry]}))
+    (tmp_path / "config.json").write_text(json.dumps({"tasks": [{"name": "org/task"}]}))
+    monkeypatch.setattr(comparison.subprocess, "check_output", lambda *a, **k: "sha256:protected\n")
+    monkeypatch.setattr(comparison.shutil, "disk_usage", lambda p: SimpleNamespace(free=100))
+    calls = []
+    def run(command, **kwargs):
+        calls.append(command)
+        return SimpleNamespace(returncode=0, stdout="", stderr="")
+    monkeypatch.setattr(comparison.subprocess, "run", run)
+    plan = {"batch_images": {"manifest": "images.json", "storage_path": str(tmp_path),
+                              "minimum_free_disk_bytes": 50}}
+    manager = comparison.BatchImages(tmp_path, plan, tmp_path)
+    return manager, [{"config": "config.json"}], entry, calls
+
+
+def test_batch_restores_by_digest_and_verifies_identity(batch_images, monkeypatch):
+    manager, jobs, entry, calls = batch_images
+    sequence = iter([None, {"Id": entry["image_id"], "RepoDigests": entry["repo_digests"]}])
+    monkeypatch.setattr(manager, "inspect", lambda image: next(sequence))
+    manager.prepare(jobs)
+    assert calls == [["docker", "pull", entry["repo_digests"][0]],
+                     ["docker", "tag", entry["repo_digests"][0], entry["image"]]]
+
+
+def test_batch_can_use_existing_verified_range_cache(batch_images, monkeypatch):
+    manager, jobs, entry, calls = batch_images
+    manager.policy["cache_dir"] = "/cache/images"
+    sequence = iter([None, {"Id": entry["image_id"], "RepoDigests": entry["repo_digests"]}])
+    monkeypatch.setattr(manager, "inspect", lambda image: next(sequence))
+    manager.prepare(jobs)
+    assert len(calls) == 1
+    assert calls[0][1].endswith("scripts/cache_image.py")
+    assert calls[0][2:] == [entry["image"], "--cache", "/cache/images", "--load"]
+
+
+def test_batch_rejects_a_changed_tag_before_running_jobs(batch_images, monkeypatch):
+    manager, jobs, _, _ = batch_images
+    monkeypatch.setattr(manager, "inspect", lambda image: {"Id": "sha256:different", "RepoDigests": []})
+    with pytest.raises(ValueError, match="differs from registration"):
+        manager.prepare(jobs)
+
+
+def test_batch_preserves_preexisting_images_and_never_forces_eviction(batch_images, monkeypatch):
+    manager, jobs, entry, calls = batch_images
+    monkeypatch.setattr(manager, "inspect", lambda image: {"Id": entry["image_id"]})
+    manager.release(jobs)
+    assert calls == [["docker", "image", "rm", entry["image"]],
+                     ["docker", "image", "rm", entry["repo_digests"][0]]]
+    calls.clear()
+    manager.protected.add(entry["image_id"])
+    manager.release(jobs)
+    assert calls == []
+
+
+def test_batch_checks_actual_docker_storage_before_downloading(batch_images, monkeypatch):
+    manager, jobs, _, calls = batch_images
+    monkeypatch.setattr(comparison.shutil, "disk_usage", lambda path: SimpleNamespace(free=1))
+    with pytest.raises(RuntimeError, match="Insufficient Docker storage"):
+        manager.prepare(jobs)
+    assert calls == []
+
+
 def test_registered_transport_files_cannot_change(tmp_path):
     path = tmp_path / "apt-cache.conf"
     path.write_text("original configuration")
diff --git a/benchmarks/harbor/tests/test_image_cache.py b/benchmarks/harbor/tests/test_image_cache.py
index 28de6bc..9fa15bf 100644
--- a/benchmarks/harbor/tests/test_image_cache.py
+++ b/benchmarks/harbor/tests/test_image_cache.py
@@ -152,3 +152,192 @@ def test_redirect_does_not_forward_registry_authorization():
     assert redirected.get_header("Range") == "bytes=0-2"
     with pytest.raises(ValueError, match="HTTPS"):
         cache_image.SafeRedirect().redirect_request(request, None, 307, "", {}, "http://cdn.docker.com/blob")
+
+
+def test_registry_refreshes_expiring_token_before_later_ranges(monkeypatch):
+    clock = [0]
+    tokens = []
+    def get(url, headers=None, limit=None):
+        if url.startswith("https://auth.docker.io/"):
+            token = f"token-{len(tokens)}"
+            tokens.append(token)
+            return 200, {}, json.dumps({"token": token, "expires_in": 300}).encode()
+        return 206, {}, headers["Authorization"].encode()
+    monkeypatch.setattr(cache_image, "get", get)
+    monkeypatch.setattr(cache_image.time, "monotonic", lambda: clock[0])
+    auth = cache_image.RegistryAuth("example/task")
+    assert auth.get("blob")[2] == b"Bearer token-0"
+    clock[0] = 271
+    assert auth.get("blob")[2] == b"Bearer token-1"
+    assert len(tokens) == 2
+
+
+def test_registry_refreshes_once_on_unauthorized_and_preserves_range(monkeypatch):
+    calls = []
+    tokens = iter(["old", "new"])
+    def get(url, headers=None, limit=None):
+        if url.startswith("https://auth.docker.io/"):
+            return 200, {}, json.dumps({"token": next(tokens)}).encode()
+        calls.append(headers.copy())
+        if headers["Authorization"] == "Bearer old":
+            raise cache_image.RegistryHTTPError(401)
+        return 206, {}, b"abc"
+    monkeypatch.setattr(cache_image, "get", get)
+    assert cache_image.RegistryAuth("example/task").get("blob", {"Range": "bytes=0-2"})[2] == b"abc"
+    assert [call["Range"] for call in calls] == ["bytes=0-2", "bytes=0-2"]
+
+
+def test_registry_does_not_refresh_indefinitely_or_on_rate_limits(monkeypatch):
+    for status, expected_calls in [(401, 2), (429, 1)]:
+        calls = []
+        def get(url, headers=None, limit=None):
+            if url.startswith("https://auth.docker.io/"):
+                return 200, {}, b'{"token":"token"}'
+            calls.append(url)
+            raise cache_image.RegistryHTTPError(status)
+        monkeypatch.setattr(cache_image, "get", get)
+        with pytest.raises(cache_image.RegistryHTTPError) as error:
+            cache_image.RegistryAuth("example/task").get("blob")
+        assert error.value.status == status
+        assert len(calls) == expected_calls
+
+
+def test_http_diagnostic_does_not_expose_signed_url(monkeypatch):
+    secret_url = "https://cdn.example/blob?signature=private"
+    class Opener:
+        def open(self, *args, **kwargs):
+            raise cache_image.HTTPError(secret_url, 401, "unauthorized", {}, None)
+    monkeypatch.setattr(cache_image, "build_opener", lambda *args: Opener())
+    with pytest.raises(cache_image.RegistryHTTPError) as error:
+        cache_image.get(secret_url)
+    assert str(error.value) == "Registry request failed: HTTP 401"
+    assert "private" not in str(error.value)
+
+
+def fixture_index(raw, platforms=None):
+    child = descriptor(raw, cache_image.MANIFEST_TYPES[0])
+    platforms = platforms or [{"os": "linux", "architecture": "amd64"}, {"os": "linux", "architecture": "arm64"}]
+    return json.dumps({"schemaVersion": 2, "mediaType": cache_image.INDEX_TYPES[1],
+                       "manifests": [{**child, "platform": platform} for platform in platforms]}).encode()
+
+
+def test_index_archive_preserves_parent_child_and_native_layers(tmp_path):
+    raw = fixture_manifest(tmp_path)
+    index = fixture_index(raw)
+    output = tmp_path / "indexed.tar"
+    cache_image.write_archive(tmp_path, "example/task:version", raw, output, root_index=index)
+    with tarfile.open(output) as archive:
+        reference = json.load(archive.extractfile("index.json"))["manifests"][0]
+        assert reference["digest"] == cache_image.sha(index)
+        assert archive.extractfile("blobs/sha256/" + cache_image.sha(index).split(":")[1]).read() == index
+        assert archive.extractfile("blobs/sha256/" + cache_image.sha(raw).split(":")[1]).read() == raw
+        for item in json.loads(raw)["layers"]:
+            assert cache_image.sha(archive.extractfile("blobs/sha256/" + item["digest"].split(":")[1]).read()) == item["digest"]
+
+
+@pytest.mark.parametrize("platforms", [
+    [{"os": "linux", "architecture": "arm64"}],
+    [{"os": "linux", "architecture": "amd64"}] * 2,
+    [{"os": "linux", "architecture": "amd64", "variant": "v3"}],
+    [{"os": "windows", "architecture": "amd64"}],
+])
+def test_index_rejects_missing_or_ambiguous_native_platform(platforms):
+    with pytest.raises(ValueError, match="exactly one Linux amd64"):
+        cache_image.native_descriptor(json.loads(fixture_index(b"child", platforms)))
+
+
+def test_index_rejects_a_different_native_manifest(tmp_path):
+    raw = fixture_manifest(tmp_path)
+    with pytest.raises(ValueError, match="differs from its original index"):
+        cache_image.write_archive(tmp_path, "example/task:version", raw, tmp_path / "image.tar",
+                                  root_index=fixture_index(b"different manifest"))
+    assert not (tmp_path / "image.tar").exists()
+
+
+def test_registry_index_loads_selected_child_by_digest_and_keeps_parent_pin(tmp_path, monkeypatch):
+    raw = fixture_manifest(tmp_path)
+    index = fixture_index(raw)
+    requests = []
+    def get(url, headers=None, limit=None):
+        requests.append(url)
+        if url.startswith("https://auth.docker.io/"):
+            return 200, {}, b'{"token":"anonymous-token"}'
+        body = index if url.endswith("/version") else raw
+        return 200, {"Docker-Content-Digest": cache_image.sha(body)}, body
+    monkeypatch.setattr(cache_image, "get", get)
+    cache_image.cache_image("example/task:version", tmp_path)
+    assert requests[-1].endswith("/manifests/" + cache_image.sha(raw))
+    lock = json.loads((tmp_path / "example_task_version.json").read_text())
+    assert lock["manifest_digest"] == cache_image.sha(index)
+    with tarfile.open(tmp_path / "example_task_version.oci.tar") as archive:
+        assert json.load(archive.extractfile("index.json"))["manifests"][0]["digest"] == cache_image.sha(index)
+
+
+def fixture_attested_index(cache, native_raw):
+    index = json.loads(fixture_index(native_raw))
+    index["manifests"][1].update(digest=cache_image.sha(b"absent ARM manifest"), size=19)
+    config = put(cache, b'{"architecture":"unknown","os":"unknown","rootfs":{"type":"layers","diff_ids":[]}}', "application/vnd.oci.image.config.v1+json")
+    payload = put(cache, b'{"_type":"https://in-toto.io/Statement/v0.1"}', "application/vnd.in-toto+json")
+    raw = json.dumps({"schemaVersion": 2, "mediaType": cache_image.MANIFEST_TYPES[1],
+                      "config": config, "layers": [payload]}).encode()
+    attestation = put(cache, raw, cache_image.MANIFEST_TYPES[1])
+    attestation.update(platform={"os": "unknown", "architecture": "unknown"},
+                       annotations={"vnd.docker.reference.type": "attestation-manifest",
+                                    "vnd.docker.reference.digest": cache_image.sha(native_raw)})
+    absent = {**attestation, "digest": cache_image.sha(b"absent ARM attestation"),
+              "annotations": {"vnd.docker.reference.type": "attestation-manifest",
+                              "vnd.docker.reference.digest": index["manifests"][1]["digest"]}}
+    index["manifests"].extend([attestation, absent])
+    return json.dumps(index).encode(), attestation, [config, payload]
+
+
+def test_index_preserves_native_attestations_without_fetching_other_platforms(tmp_path):
+    raw = fixture_manifest(tmp_path)
+    index, attestation, metadata = fixture_attested_index(tmp_path, raw)
+    assert cache_image.native_attestations(json.loads(index)) == [attestation]
+    output = tmp_path / "attested.tar"
+    cache_image.write_archive(tmp_path, "example/task:version", raw, output, root_index=index)
+    with tarfile.open(output) as archive:
+        for item in [attestation, *metadata]:
+            blob = archive.extractfile("blobs/sha256/" + item["digest"].split(":")[1]).read()
+            assert cache_image.sha(blob) == item["digest"]
+        for item in [json.loads(index)["manifests"][1], json.loads(index)["manifests"][3]]:
+            assert "blobs/sha256/" + item["digest"].split(":")[1] not in archive.getnames()
+
+
+def test_index_refuses_corrupt_attestation_payload(tmp_path):
+    raw = fixture_manifest(tmp_path)
+    index, _, metadata = fixture_attested_index(tmp_path, raw)
+    cache_image.blob_path(tmp_path, metadata[1]).write_bytes(b"corrupt")
+    with pytest.raises(ValueError, match="size mismatch|SHA256 mismatch"):
+        cache_image.write_archive(tmp_path, "example/task:version", raw, tmp_path / "bad.tar", root_index=index)
+
+
+def test_attestation_metadata_is_never_treated_as_an_executable_image(tmp_path):
+    raw = fixture_manifest(tmp_path)
+    with pytest.raises(ValueError, match="in-toto"):
+        cache_image.attestation_blobs(raw)
+
+
+def test_registry_fetches_native_attestation_graph_and_skips_arm_graph(tmp_path, monkeypatch):
+    raw = fixture_manifest(tmp_path)
+    index, attestation, metadata = fixture_attested_index(tmp_path, raw)
+    bodies = {cache_image.sha(raw): raw}
+    for item in [attestation, *metadata]:
+        path = cache_image.blob_path(tmp_path, item)
+        bodies[item["digest"]] = path.read_bytes()
+        path.unlink()
+    requests = []
+    def get(url, headers=None, limit=None):
+        requests.append(url)
+        if url.startswith("https://auth.docker.io/"):
+            return 200, {}, b'{"token":"anonymous-token"}'
+        body = index if url.endswith("/version") else bodies[url.rsplit("/", 1)[1]]
+        return 200, {"Docker-Content-Digest": cache_image.sha(body)}, body
+    monkeypatch.setattr(cache_image, "get", get)
+    cache_image.cache_image("example/task:version", tmp_path)
+    assert any(url.endswith("/manifests/" + attestation["digest"]) for url in requests)
+    for item in metadata:
+        cache_image.verify(cache_image.blob_path(tmp_path, item), item)
+    for item in [json.loads(index)["manifests"][1], json.loads(index)["manifests"][3]]:
+        assert not any(url.endswith(item["digest"]) for url in requests)
diff --git a/benchmarks/harbor/tests/test_pi.py b/benchmarks/harbor/tests/test_pi.py
new file mode 100644
index 0000000..500d9ca
--- /dev/null
+++ b/benchmarks/harbor/tests/test_pi.py
@@ -0,0 +1,352 @@
+"""Pi provenance, native execution, and usage accounting contracts."""
+
+import asyncio
+from concurrent.futures import ThreadPoolExecutor
+import errno
+import hashlib
+import json
+from pathlib import Path
+from threading import Barrier
+from types import SimpleNamespace
+
+import pytest
+from harbor.models.agent.context import AgentContext
+
+from harbor_adapter import PiCodeAgent
+from harbor_adapter import __main__ as workflow
+from harbor_adapter.__main__ import snapshot_pi, standard_config
+from harbor_adapter.pi import distribution_digest, distribution_files, read_model_config
+
+
+@pytest.fixture
+def inputs(tmp_path):
+    distribution = tmp_path / "distribution"
+    distribution.mkdir()
+    (distribution / "pi").write_text("binary")
+    (distribution / "pi").chmod(0o755)
+    (distribution / "package.json").write_text(json.dumps({"version": "1.4.0"}))
+    models = tmp_path / "models.json"
+    models.write_text(json.dumps({"providers": {"deepseek": {
+        "api": "openai-completions", "baseUrl": "https://api.deepseek.com",
+        "apiKey": "${DEEPSEEK_API_KEY}", "models": [{"id": "deepseek-flash"}],
+    }}}))
+    return {
+        "distribution_path": str(distribution),
+        "distribution_sha256": distribution_digest(distribution_files(distribution)),
+        "model_config_path": str(models), "thinking": "high",
+    }
+
+
+def adapter(tmp_path, inputs):
+    return PiCodeAgent(logs_dir=tmp_path, model_name="deepseek/deepseek-flash", **inputs)
+
+
+class Environment:
+    default_user = None
+
+    def __init__(self):
+        self.calls = []
+        self.uploads = []
+        self.completion = {"settled": True, "stop_reason": "stop"}
+        self.model_listing = "provider  model\ndeepseek  deepseek-flash\n"
+        self.model_warning = ""
+
+    async def exec(self, **kwargs):
+        self.calls.append(kwargs)
+        command = kwargs["command"]
+        stdout = ""
+        if command.endswith("--version"):
+            stdout = "1.4.0\n"
+        elif "; python3 -c " in command or "; python3 -I -c " in command:
+            stdout = json.dumps(self.completion)
+        elif "--list-models" in command:
+            return SimpleNamespace(return_code=0, stdout=self.model_listing, stderr=self.model_warning)
+        return SimpleNamespace(return_code=0, stdout=stdout, stderr="")
+
+    async def upload_dir(self, source, target):
+        self.uploads.append((source, target))
+
+    async def upload_file(self, source, target):
+        self.uploads.append((Path(source).read_text(), target))
+
+
+def test_public_pi_config_is_accepted_without_allowing_credentials(tmp_path, inputs):
+    raw = {"tasks": [{"name": "org/task"}], "agents": [{
+        "name": "harbor_adapter:PiCodeAgent", "model_name": "deepseek/deepseek-flash",
+        "kwargs": inputs,
+    }]}
+    assert standard_config(raw).agents[0].kwargs["thinking"] == "high"
+    raw["agents"][0]["kwargs"] = inputs | {"api_key": "private"}
+    with pytest.raises(ValueError, match="credentials"):
+        standard_config(raw)
+    models = Path(inputs["model_config_path"])
+    models.write_text(models.read_text().replace("${DEEPSEEK_API_KEY}", "private"))
+    with pytest.raises(ValueError, match="environment key"):
+        read_model_config(models)
+
+
+def test_snapshot_reuses_identical_binary_but_detects_corruption(tmp_path, inputs):
+    cache = tmp_path / "cache"
+    agent = SimpleNamespace(kwargs=inputs.copy())
+    first, second = tmp_path / "first", tmp_path / "second"
+    first.mkdir()
+    second.mkdir()
+    manifest = snapshot_pi(agent, cache, first)
+    assert snapshot_pi(SimpleNamespace(kwargs=inputs.copy()), cache, second) == manifest
+    destination = Path(agent.kwargs["distribution_path"])
+    assert destination != Path(inputs["distribution_path"])
+    (destination / "pi").write_text("corrupted")
+    with pytest.raises(ValueError, match="corrupt"):
+        snapshot_pi(SimpleNamespace(kwargs=inputs.copy()), cache, second)
+
+
+def test_changed_executable_permissions_and_symlinks_are_rejected(tmp_path, inputs):
+    root = Path(inputs["distribution_path"])
+    (root / "pi").chmod(0o644)
+    assert distribution_digest(distribution_files(root)) != inputs["distribution_sha256"]
+    (root / "link").symlink_to(tmp_path / "outside")
+    with pytest.raises(ValueError, match="symbolic links"):
+        distribution_files(root)
+
+
+def test_snapshot_preserves_distinct_model_settings_in_one_job(tmp_path, inputs):
+    first = SimpleNamespace(kwargs=inputs.copy())
+    alternate = tmp_path / "alternate-models.json"
+    models = json.loads(Path(inputs["model_config_path"]).read_text())
+    models["providers"]["deepseek"]["models"][0]["maxTokens"] = 1000
+    alternate.write_text(json.dumps(models))
+    second = SimpleNamespace(kwargs=inputs | {"model_config_path": str(alternate)})
+    record = tmp_path / "job-input"
+    record.mkdir()
+    manifests = [snapshot_pi(agent, tmp_path / "cache", record) for agent in [first, second]]
+    paths = [Path(agent.kwargs["model_config_path"]) for agent in [first, second]]
+    assert paths[0] != paths[1]
+    assert "maxTokens" not in json.loads(paths[0].read_text())["providers"]["deepseek"]["models"][0]
+    assert json.loads(paths[1].read_text())["providers"]["deepseek"]["models"][0]["maxTokens"] == 1000
+    for path, manifest in zip(paths, manifests):
+        assert hashlib.sha256(path.read_bytes()).hexdigest() == manifest["model_config_sha256"]
+        assert record / manifest["model_config_file"] == path
+    third = SimpleNamespace(kwargs=inputs | {"model_config_path": str(alternate)})
+    snapshot_pi(third, tmp_path / "cache", record)
+    assert third.kwargs["model_config_path"] == str(paths[1])
+
+
+@pytest.mark.parametrize("same_record_name", [False, True])
+def test_concurrent_distribution_publication_reuses_verified_winner(tmp_path, inputs, monkeypatch, same_record_name):
+    barrier = Barrier(2)
+    copytree = workflow.shutil.copytree
+    original = Path(inputs["distribution_path"])
+
+    def stage_together(source, target, *args, **kwargs):
+        result = copytree(source, target, *args, **kwargs)
+        if Path(source) == original:
+            barrier.wait(timeout=5)
+        return result
+
+    monkeypatch.setattr(workflow.shutil, "copytree", stage_together)
+    records = [tmp_path / "a" / "job-input", tmp_path / "b" / ("job-input" if same_record_name else "other-input")]
+    for record in records:
+        record.mkdir(parents=True)
+    agents = [SimpleNamespace(kwargs=inputs.copy()) for _ in records]
+    with ThreadPoolExecutor(max_workers=2) as pool:
+        futures = [pool.submit(snapshot_pi, agent, tmp_path / "cache", record) for agent, record in zip(agents, records)]
+        manifests = [future.result(timeout=10) for future in futures]
+    assert manifests[0] == manifests[1]
+    destination = Path(agents[0].kwargs["distribution_path"])
+    assert destination == Path(agents[1].kwargs["distribution_path"])
+    assert distribution_digest(distribution_files(destination)) == inputs["distribution_sha256"]
+    assert list(destination.parent.iterdir()) == [destination]
+
+
+def test_concurrent_cache_winner_is_rejected_if_corrupt(tmp_path, inputs, monkeypatch):
+    cache = tmp_path / "cache"
+    record = tmp_path / "job-input"
+    record.mkdir()
+    destination = cache / "pi-distributions" / inputs["distribution_sha256"]
+
+    def publish_corrupt_winner(source, target):
+        target.mkdir()
+        (target / "pi").write_text("corrupt")
+        (target / "package.json").write_text('{"version": "1.4.0"}')
+        raise OSError(errno.ENOTEMPTY, "Directory not empty")
+
+    monkeypatch.setattr(Path, "rename", publish_corrupt_winner)
+    with pytest.raises(ValueError, match="Cached Pi distribution is corrupt"):
+        snapshot_pi(SimpleNamespace(kwargs=inputs.copy()), cache, record)
+    assert list(destination.parent.iterdir()) == [destination]
+
+
+def test_install_verifies_binary_and_provider_without_calling_model(tmp_path, inputs):
+    agent = adapter(tmp_path, inputs)
+    env = Environment()
+    asyncio.run(agent.install(env))
+    record = json.loads((tmp_path / "bootstrap.json").read_text())
+    assert record["status"] == "ready"
+    assert record["distribution_sha256"] == inputs["distribution_sha256"]
+    assert record["verifier_preflight"]["status"] == "not_configured"
+    assert env.calls[-1]["command"].endswith("--list-models deepseek-flash")
+    assert env.calls[-1]["env"]["DEEPSEEK_API_KEY"] == "preflight-only"
+    assert not any("--print" in call["command"] for call in env.calls)
+
+
+@pytest.mark.parametrize("listing,warning", [
+    ("provider model\ndeepseek deepseek-flash\n", "Warning: errors loading models.json: maxTokens must be number"),
+    ("No models found", ""),
+    ("provider model\nother deepseek-flash\n", ""),
+    ("provider model\ndeepseek other-model\n", ""),
+])
+def test_install_rejects_model_fallback_or_missing_registration(tmp_path, inputs, listing, warning):
+    environment = Environment()
+    environment.model_listing = listing
+    environment.model_warning = warning
+    with pytest.raises(ValueError, match="Pi model registration failed"):
+        asyncio.run(adapter(tmp_path, inputs).install(environment))
+    assert json.loads((tmp_path / "bootstrap.json").read_text())["status"] == "failed"
+
+
+def test_install_probes_the_requested_model_instead_of_a_fixed_id(tmp_path, inputs):
+    models = Path(inputs["model_config_path"])
+    models.write_text(models.read_text().replace('deepseek-flash', 'registered-alternate'))
+    agent = PiCodeAgent(logs_dir=tmp_path, model_name="deepseek/registered-alternate", **inputs)
+    environment = Environment()
+    environment.model_listing = "provider model\ndeepseek registered-alternate\n"
+    asyncio.run(agent.install(environment))
+    assert environment.calls[-1]["command"].endswith("--list-models registered-alternate")
+
+
+def test_install_refuses_modified_binary(tmp_path, inputs):
+    agent = adapter(tmp_path, inputs)
+    Path(inputs["distribution_path"], "pi").write_text("changed")
+    with pytest.raises(ValueError, match="changed after registration"):
+        asyncio.run(agent.install(Environment()))
+    assert json.loads((tmp_path / "bootstrap.json").read_text())["status"] == "failed"
+
+
+def test_native_run_preserves_failure_status_and_uses_only_environment_key(tmp_path, inputs, monkeypatch):
+    monkeypatch.setenv("DEEPSEEK_API_KEY", "test-secret")
+    agent = adapter(tmp_path, inputs)
+    env = Environment()
+    asyncio.run(agent.run("Handle '$HOME' and `literal`", env, AgentContext()))
+    call = env.calls[0]
+    assert "set -euo pipefail" in call["command"]
+    assert "--thinking high" in call["command"]
+    assert "--session-dir /logs/agent/pi/sessions" in call["command"]
+    assert "test-secret" not in call["command"]
+    assert call["env"]["DEEPSEEK_API_KEY"] == "test-secret"
+    assert "--system-prompt" not in call["command"]
+
+
+def test_usage_includes_compaction_and_cache_without_pricing_missing_calls_as_zero(tmp_path, inputs):
+    agent = adapter(tmp_path, inputs)
+    usage = {"input": 10, "output": 5, "cacheRead": 20, "cacheWrite": 3, "cost": {"total": 0.2}}
+    (tmp_path / "pi.txt").write_text("\n".join(json.dumps(event) for event in [
+        {"type": "message_end", "message": {"role": "assistant", "usage": usage}},
+        {"type": "compaction_end", "result": {"usage": usage}},
+        {"type": "message_end", "message": {"role": "assistant"}},
+    ]))
+    context = AgentContext()
+    agent.populate_context_post_run(context)
+    assert context.n_input_tokens == 66
+    assert context.n_output_tokens == 10
+    assert context.n_cache_tokens == 40
+    assert context.cost_usd == 0.4
+    assert context.metadata["pi"]["missing_usage_records"] == 1
+    assert context.metadata["pi"]["cost_is_estimated"] is True
+    assert context.metadata["pi"]["cost_is_partial"] is True
+
+
+@pytest.mark.parametrize("completion", [
+    {"settled": True, "stop_reason": "error"},
+    {"settled": False, "stop_reason": "stop"},
+    {"settled": True, "stop_reason": None},
+])
+def test_zero_exit_with_failed_or_missing_response_is_an_execution_error(tmp_path, inputs, monkeypatch, completion):
+    monkeypatch.setenv("DEEPSEEK_API_KEY", "test-secret")
+    environment = Environment()
+    environment.completion = completion
+    with pytest.raises(RuntimeError, match="did not finish successfully"):
+        asyncio.run(adapter(tmp_path, inputs).run("test", environment, AgentContext()))
+
+
+def test_missing_output_keeps_usage_unknown(tmp_path, inputs):
+    context = AgentContext()
+    adapter(tmp_path, inputs).populate_context_post_run(context)
+    assert context.n_input_tokens is None
+    assert context.cost_usd is None
+
+
+@pytest.mark.parametrize("stop_reason", ["error", "aborted"])
+def test_failed_stream_zero_usage_stays_partial_after_successful_retry(tmp_path, inputs, stop_reason):
+    (tmp_path / "process-supervision.json").write_text(json.dumps({"status": "completed", "return_code": 0}))
+    zero = {key: 0 for key in ["input", "output", "cacheRead", "cacheWrite", "totalTokens"]}
+    zero["cost"] = {"total": 0}
+    known = {"input": 10, "output": 5, "cacheRead": 20, "cost": {"total": .2}}
+    events = [{"type": "message_end", "message": {
+        "role": "assistant", "stopReason": reason,
+        "content": [{"type": "text", "text": "Streamed text"}], "usage": usage,
+    }} for reason, usage in [(stop_reason, zero), ("stop", known)]]
+    (tmp_path / "pi.txt").write_text("\n".join(map(json.dumps, events)))
+    context = AgentContext()
+    adapter(tmp_path, inputs).populate_context_post_run(context)
+    assert context.n_input_tokens == 30
+    assert context.n_output_tokens == 5
+    assert context.n_cache_tokens == 20
+    assert context.cost_usd == .2
+    assert context.metadata["pi"]["usage_records"] == 1
+    assert context.metadata["pi"]["missing_usage_records"] == 1
+    assert context.metadata["pi"]["usage_is_partial"] is True
+    assert context.metadata["pi"]["cost_is_partial"] is True
+
+
+def test_failed_stream_only_keeps_token_and_cost_totals_unknown(tmp_path, inputs):
+    (tmp_path / "pi.txt").write_text(json.dumps({"type": "message_end", "message": {
+        "role": "assistant", "stopReason": "error", "content": [{"type": "text", "text": "Partial"}],
+        "usage": {"input": 0, "output": 0, "cost": {"total": 0}},
+    }}))
+    context = AgentContext()
+    adapter(tmp_path, inputs).populate_context_post_run(context)
+    assert context.n_input_tokens is None
+    assert context.cost_usd is None
+    assert context.metadata["pi"]["usage_is_partial"] is True
+    assert context.metadata["pi"]["cost_is_partial"] is True
+
+
+def test_missing_cost_keeps_the_reported_cost_subtotal(tmp_path, inputs):
+    events = [{"type": "message_end", "message": {"role": "assistant", "usage": usage}} for usage in [
+        {"input": 10, "output": 5, "cost": {"total": .2}}, {"input": 10, "output": 5},
+    ]]
+    (tmp_path / "pi.txt").write_text("\n".join(map(json.dumps, events)))
+    context = AgentContext()
+    adapter(tmp_path, inputs).populate_context_post_run(context)
+    assert context.n_input_tokens == 20
+    assert context.cost_usd == .2
+    assert context.metadata["pi"]["usage_is_partial"] is False
+    assert context.metadata["pi"]["cost_is_partial"] is True
+
+
+def test_transport_cancellation_waits_for_root_process_cleanup(tmp_path, inputs, monkeypatch):
+    monkeypatch.setenv("DEEPSEEK_API_KEY", "test-secret")
+    class CancelledEnvironment(Environment):
+        async def exec(self, **kwargs):
+            self.calls.append(kwargs)
+            if len(self.calls) == 1:
+                raise asyncio.CancelledError()
+            return SimpleNamespace(return_code=0, stdout="", stderr="")
+    environment = CancelledEnvironment()
+    with pytest.raises(asyncio.CancelledError):
+        asyncio.run(adapter(tmp_path, inputs).run("test", environment, AgentContext()))
+    assert environment.calls[-1]["user"] == "root"
+    assert "cancel" in environment.calls[-1]["command"]
+    assert environment.calls[-1].get("env") is None
+
+
+def test_cancelled_run_marks_known_usage_and_cost_as_partial(tmp_path, inputs):
+    (tmp_path / "process-supervision.json").write_text(json.dumps({"status": "cancelled", "processes_stopped": True}))
+    (tmp_path / "pi.txt").write_text(json.dumps({"type": "message_end", "message": {
+        "role": "assistant", "usage": {"input": 10, "output": 5, "cost": {"total": .1}},
+    }}))
+    context = AgentContext()
+    adapter(tmp_path, inputs).populate_context_post_run(context)
+    assert context.cost_usd == .1
+    assert context.metadata["pi"]["usage_is_partial"] is True
+    assert context.metadata["pi"]["cost_is_partial"] is True
diff --git a/docs/changelogs/0.10.x.md b/docs/changelogs/0.10.x.md
index 951071b..cb7ecf6 100644
--- a/docs/changelogs/0.10.x.md
+++ b/docs/changelogs/0.10.x.md
@@ -8,6 +8,9 @@ All notable changes in the **0.10.x** release series are documented here.
 - Add retained-workspace Harbor verification, reviewed dependency preparation
   with independent deadlines, and opt-in collection-error recovery while
   preserving native verifier limits and prior evidence.
+- Add pinned Pi agent baselines to the standard Harbor workflow, with offline
+  model-registration checks, verified image caching, process supervision before
+  grading, and explicit partial usage and cost accounting.
 
 ### Changed
 - Clarify headless task contracts, output verification, and permitted references.