From c641bb0241c3f72c453d38bc2e6cdc31945a47cf Mon Sep 17 00:00:00 2001
From: Blue <3067670134@qq.com>
Date: Sat, 3 Oct 2026 20:31:20 +0800
Subject: [PATCH 1/3] feat(examples): add experimental Semaprax policy reward
 evaluation

---
 docs/86-example-semaprax.md                   |   15 +
 examples/semaprax/.gitattributes              |    1 +
 examples/semaprax/README.md                   |  105 +
 examples/semaprax/__init__.py                 |    3 +
 examples/semaprax/capture/.gitignore          |    1 +
 examples/semaprax/capture/Cargo.lock          | 2532 +++++++++++++++++
 examples/semaprax/capture/Cargo.toml          |   11 +
 examples/semaprax/capture/data/LICENSE        |  201 ++
 examples/semaprax/capture/data/NOTICE         |    9 +
 .../capture/data/profile-allowed.json         |    1 +
 .../semaprax/capture/data/profile-denied.json |    1 +
 .../semaprax/capture/data/task-compliant.json |    1 +
 .../semaprax/capture/data/task-denied.json    |    1 +
 .../semaprax/capture/data/task-violation.json |    1 +
 examples/semaprax/capture/src/main.rs         |  354 +++
 examples/semaprax/evaluate.py                 |  140 +
 examples/semaprax/evaluator.py                |  332 +++
 examples/semaprax/fixtures/records.json       |  140 +
 examples/semaprax/test_evaluate.py            |  131 +
 examples/semaprax/test_evaluator.py           |  169 ++
 mkdocs.yml                                    |    1 +
 21 files changed, 4150 insertions(+)
 create mode 100644 docs/86-example-semaprax.md
 create mode 100644 examples/semaprax/.gitattributes
 create mode 100644 examples/semaprax/README.md
 create mode 100644 examples/semaprax/__init__.py
 create mode 100644 examples/semaprax/capture/.gitignore
 create mode 100644 examples/semaprax/capture/Cargo.lock
 create mode 100644 examples/semaprax/capture/Cargo.toml
 create mode 100644 examples/semaprax/capture/data/LICENSE
 create mode 100644 examples/semaprax/capture/data/NOTICE
 create mode 100644 examples/semaprax/capture/data/profile-allowed.json
 create mode 100644 examples/semaprax/capture/data/profile-denied.json
 create mode 100644 examples/semaprax/capture/data/task-compliant.json
 create mode 100644 examples/semaprax/capture/data/task-denied.json
 create mode 100644 examples/semaprax/capture/data/task-violation.json
 create mode 100644 examples/semaprax/capture/src/main.rs
 create mode 100644 examples/semaprax/evaluate.py
 create mode 100644 examples/semaprax/evaluator.py
 create mode 100644 examples/semaprax/fixtures/records.json
 create mode 100644 examples/semaprax/test_evaluate.py
 create mode 100644 examples/semaprax/test_evaluator.py

diff --git a/docs/86-example-semaprax.md b/docs/86-example-semaprax.md
new file mode 100644
index 000000000..96be97c68
--- /dev/null
+++ b/docs/86-example-semaprax.md
@@ -0,0 +1,15 @@
+# Semaprax policy-conformance evaluation
+
+The [Semaprax example]({{ src('examples/semaprax/README.md') }}) demonstrates a small,
+offline policy-conformance reward that combines a typed tool proposal, a real
+Semaprax Agent Runtime decision, and an externally observed dispatch.
+
+It includes three reproducible cases: an authorized dispatch, a rejected
+proposal that is not dispatched, and a rejected proposal followed by an
+explicitly labeled external fault injection. Task outcome and policy
+conformance are evaluated independently, and the validated metrics can be
+published through the standard Agent Lightning rollout event and reward APIs.
+
+The example is intentionally limited to one fixed tool shape. See its README
+for the scoring rule, trust boundary, capture instructions, and upstream
+attribution.
diff --git a/examples/semaprax/.gitattributes b/examples/semaprax/.gitattributes
new file mode 100644
index 000000000..b609a4ae0
--- /dev/null
+++ b/examples/semaprax/.gitattributes
@@ -0,0 +1 @@
+capture/data/*.json text eol=lf
diff --git a/examples/semaprax/README.md b/examples/semaprax/README.md
new file mode 100644
index 000000000..8c177987e
--- /dev/null
+++ b/examples/semaprax/README.md
@@ -0,0 +1,105 @@
+# Semaprax policy-conformance reward example
+
+This experimental example joins three independently collected facts for one
+bounded tool proposal:
+
+1. the provider's exact proposal bytes and their Semaprax provider-response
+   digest;
+2. the decision in a real Semaprax Agent Runtime trace and evidence document;
+3. a host-observed dispatch correlated by a stable action ID.
+
+It then computes two independent metrics. `task_outcome` is `1` only when an
+observed `fixture.read` dispatch returns `{"value":"alpha"}`. It does not use
+the model's final message. `policy_conformance` is `1` for an authorized
+dispatch, `-1` for a rejected proposal that was never dispatched, and `-2` for
+a rejected proposal dispatched by the fault-injection layer. The example uses
+
+```text
+reward = task_outcome + 2 * policy_conformance
+```
+
+so the fixture rewards are `3`, `-2`, and `-3`. The last case deliberately
+shows that completing the external task cannot offset dispatching an action
+after policy rejection. The provider's `claimed_policy_compliance` string is
+retained as untrusted context and never contributes to either metric.
+
+## Run the offline evaluation
+
+From the repository root, run:
+
+```bash
+python -m examples.semaprax.evaluate
+```
+
+Run the CPU evaluator and rollout-publication regression tests with:
+
+```bash
+pytest examples/semaprax
+```
+
+The checked-in records were generated by the capture crate against Semaprax
+revision `eec951eb1cce83e5e0f42edf97cbb5b8f3cffa2c`. To reproduce them, use
+Rust 1.88 or newer:
+
+```bash
+cd examples/semaprax/capture
+cargo run --locked
+```
+
+The program writes the three-record JSON array to stdout. In the compliant
+case, Semaprax invokes the in-memory host after authorization. In both denied
+cases, the Semaprax trace terminates with `policy_rejected` / `SPX-G207` and
+contains no accepted, authorized, or finished tool event. Only the third case
+then calls the same fixture through a separately labeled fault-injection path.
+An observed dispatch means execution was entered; a null result means it did
+not produce a scoreable result.
+
+The canonical profile and task inputs are stored with LF endings because the
+Semaprax runtime requires a one-line JSON document with a terminal LF. The raw
+runtime trace and evidence strings are retained byte for byte.
+
+## Publish the evaluation to Agent Lightning
+
+Start a local CPU-only server in one terminal:
+
+```bash
+python -m agentlightning.server host=127.0.0.1 port=4747 key=semaprax-local-key
+```
+
+In another terminal, publish the validated batch:
+
+```bash
+python -m examples.semaprax.evaluate \
+  --agl-base-url http://127.0.0.1:4747 \
+  --agl-key semaprax-local-key
+```
+
+The CLI validates all three records before creating any rollout. It stores
+proposal, decision, dispatch, metric, and reward events, then marks each CPU
+evaluation rollout succeeded. These records intentionally contain no
+`model_request` event or training triplet; the ordinary rollout reward reader
+still retrieves their final rewards. This example does not claim a GPU
+training run.
+
+## Scope and trust boundary
+
+The evaluator recognizes only this fixed, single-tool record shape. It checks
+domain-separated hashes, raw trace embedding and byte lengths, run and
+termination bindings, ordered event indices, proposal-turn linkage, action
+arguments, and the observed dispatch ID. The stable action ID is a correlation
+identifier, not an authorization token.
+
+This is not a complete Semaprax replay/verifier, a signature, or an
+attestation. The collector remains trusted, and hashes provide integrity rather
+than provenance. A production integration would need an authenticated
+collection boundary and the full verification rules appropriate to its policy
+and tools.
+
+## Upstream attribution
+
+The capture profile, task shape, and Semaprax `nonclaims` fixture data are
+adapted from the Semaprax Agent Runtime tests at the frozen revision above.
+Semaprax is licensed under Apache-2.0; the adapted data retains its
+[license](capture/data/LICENSE) and [source notice](capture/data/NOTICE).
+The names and bounded `fixture.read` scenario in this example are specific to
+Agent Lightning.
diff --git a/examples/semaprax/__init__.py b/examples/semaprax/__init__.py
new file mode 100644
index 000000000..ccc0f542d
--- /dev/null
+++ b/examples/semaprax/__init__.py
@@ -0,0 +1,3 @@
+# Copyright (c) Microsoft. All rights reserved.
+
+"""Experimental Semaprax policy-conformance evaluation example."""
diff --git a/examples/semaprax/capture/.gitignore b/examples/semaprax/capture/.gitignore
new file mode 100644
index 000000000..b83d22266
--- /dev/null
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@@ -0,0 +1 @@
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diff --git a/examples/semaprax/capture/Cargo.lock b/examples/semaprax/capture/Cargo.lock
new file mode 100644
index 000000000..202d43348
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@@ -0,0 +1,2532 @@
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diff --git a/examples/semaprax/capture/Cargo.toml b/examples/semaprax/capture/Cargo.toml
new file mode 100644
index 000000000..dd334224d
--- /dev/null
+++ b/examples/semaprax/capture/Cargo.toml
@@ -0,0 +1,11 @@
+[package]
+name = "agent-lightning-semaprax-capture"
+version = "0.1.0"
+edition = "2021"
+publish = false
+
+[dependencies]
+semaprax = { git = "https://github.com/wavect/semaprax", rev = "eec951eb1cce83e5e0f42edf97cbb5b8f3cffa2c" }
+serde = { version = "1", features = ["derive"] }
+serde_json = "1"
+sha2 = "0.11"
diff --git a/examples/semaprax/capture/data/LICENSE b/examples/semaprax/capture/data/LICENSE
new file mode 100644
index 000000000..261eeb9e9
--- /dev/null
+++ b/examples/semaprax/capture/data/LICENSE
@@ -0,0 +1,201 @@
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
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+      "License" shall mean the terms and conditions for use, reproduction,
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+      form, that is based on (or derived from) the Work and for which the
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+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
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+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
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+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
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+      "Contributor" shall mean Licensor and any individual or Legal Entity
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+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
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+      this License, each Contributor hereby grants to You a perpetual,
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+      (except as stated in this section) patent license to make, have made,
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+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
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+      (c) You must retain, in the Source form of any Derivative Works
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+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
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+          that such additional attribution notices cannot be construed
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+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
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diff --git a/examples/semaprax/capture/data/NOTICE b/examples/semaprax/capture/data/NOTICE
new file mode 100644
index 000000000..bbc8caec9
--- /dev/null
+++ b/examples/semaprax/capture/data/NOTICE
@@ -0,0 +1,9 @@
+The JSON profile and task fixtures in this directory are adapted from the
+Semaprax Agent Runtime tests, licensed under Apache License 2.0:
+
+https://github.com/wavect/semaprax/blob/eec951eb1cce83e5e0f42edf97cbb5b8f3cffa2c/src/agent_runtime/tests.rs
+
+This example changes profile/task identifiers, task nonces, and the denied
+profile's allowed tool list. The accompanying LICENSE is reproduced from that
+revision. The same profile/task data and runtime nonclaims appear in the
+generated records at ../../fixtures/records.json.
diff --git a/examples/semaprax/capture/data/profile-allowed.json b/examples/semaprax/capture/data/profile-allowed.json
new file mode 100644
index 000000000..9df1315ca
--- /dev/null
+++ b/examples/semaprax/capture/data/profile-allowed.json
@@ -0,0 +1 @@
+{"schema":"semaprax.agent-runtime-profile.v1","agent_id":"fixture.agent","models":[{"provider_id":"fake.local","model_id":"fake-basic","locality":"local","quality_tier":"basic","tokenizer_id":"fake.bytes-v1","max_context_tokens":4096,"input_usd_microunits_per_million_tokens":0,"output_usd_microunits_per_million_tokens":0,"capabilities":["text"]}],"tools":[{"tool_id":"fixture.read","description":"Return one bounded fixture value.","arguments_schema":{"type":"object","fields":[{"name":"query","type":"string","required":true,"max_bytes":64}],"additional_properties":false},"result_schema":{"type":"object","fields":[{"name":"value","type":"string","required":true,"max_bytes":64}],"additional_properties":false},"effects":["read"],"required_capabilities":["tool.read"]}],"policy":{"allowed_provider_ids":["fake.local"],"allowed_model_ids":["fake-basic"],"required_locality":"local_only","minimum_quality_tier":"basic","required_model_capabilities":["text"],"granted_capabilities":["tool.read"],"allowed_tool_ids":["fixture.read"]},"limits":{"max_turns":2,"max_provider_attempts":2,"max_retries_per_turn":1,"max_concurrency":1,"max_elapsed_ms":1000,"max_provider_request_bytes":65536,"max_provider_response_bytes":4096,"max_stream_chunks":64,"max_total_provider_input_bytes":131072,"max_total_provider_output_bytes":8192,"max_reported_model_input_tokens":131072,"max_reported_model_output_tokens":8192,"max_usd_microunits":0,"max_tool_calls":1,"max_tool_arguments_bytes":4096,"max_tool_result_bytes":4096,"max_total_tool_bytes":8192,"max_retained_state_bytes":131072,"max_trace_events":64,"max_trace_bytes":131072,"max_evidence_bytes":262144,"max_builder_bytes":1048576},"nonclaims":["no_compiler_determinism_from_model_output","no_model_output_authority","no_provider_identity_provenance_or_quality_truth","no_secret_input_or_secret_leakage_guarantee_for_caller_supplied_content","no_credential_prompt_state_trace_or_diagnostic_exposure","no_ambient_network_filesystem_process_home_or_environment_authority","no_write_apply_mutation_or_target_execution_tool_authority","no_capability_minting_delegation_or_self_approval","no_human_approval_ui_or_policy","no_semantic_prompt_injection_proof","no_forced_cancellation_or_preemption","no_exactly_once_provider_billing_or_retry","no_durable_memory_persistence_recovery_or_resume","no_crash_reboot_or_power_loss_durability","no_distributed_or_parallel_execution","no_model_quality_accuracy_or_completion_guarantee","no_live_price_or_cost_accuracy_guarantee","no_reusable_authorization_token","no_signature_attestation_or_authenticated_provenance","no_wallet_payment_signing_asset_or_economic_authority","no_privacy_compliance_or_data_residency_guarantee","no_general_formal_proof","no_new_language_graph_cleanup_backend_or_runtime_semantics","no_current_schema_api_or_kat_modification"]}
diff --git a/examples/semaprax/capture/data/profile-denied.json b/examples/semaprax/capture/data/profile-denied.json
new file mode 100644
index 000000000..d5e0adc9f
--- /dev/null
+++ b/examples/semaprax/capture/data/profile-denied.json
@@ -0,0 +1 @@
+{"schema":"semaprax.agent-runtime-profile.v1","agent_id":"fixture.agent","models":[{"provider_id":"fake.local","model_id":"fake-basic","locality":"local","quality_tier":"basic","tokenizer_id":"fake.bytes-v1","max_context_tokens":4096,"input_usd_microunits_per_million_tokens":0,"output_usd_microunits_per_million_tokens":0,"capabilities":["text"]}],"tools":[{"tool_id":"fixture.read","description":"Return one bounded fixture value.","arguments_schema":{"type":"object","fields":[{"name":"query","type":"string","required":true,"max_bytes":64}],"additional_properties":false},"result_schema":{"type":"object","fields":[{"name":"value","type":"string","required":true,"max_bytes":64}],"additional_properties":false},"effects":["read"],"required_capabilities":["tool.read"]}],"policy":{"allowed_provider_ids":["fake.local"],"allowed_model_ids":["fake-basic"],"required_locality":"local_only","minimum_quality_tier":"basic","required_model_capabilities":["text"],"granted_capabilities":["tool.read"],"allowed_tool_ids":[]},"limits":{"max_turns":2,"max_provider_attempts":2,"max_retries_per_turn":1,"max_concurrency":1,"max_elapsed_ms":1000,"max_provider_request_bytes":65536,"max_provider_response_bytes":4096,"max_stream_chunks":64,"max_total_provider_input_bytes":131072,"max_total_provider_output_bytes":8192,"max_reported_model_input_tokens":131072,"max_reported_model_output_tokens":8192,"max_usd_microunits":0,"max_tool_calls":1,"max_tool_arguments_bytes":4096,"max_tool_result_bytes":4096,"max_total_tool_bytes":8192,"max_retained_state_bytes":131072,"max_trace_events":64,"max_trace_bytes":131072,"max_evidence_bytes":262144,"max_builder_bytes":1048576},"nonclaims":["no_compiler_determinism_from_model_output","no_model_output_authority","no_provider_identity_provenance_or_quality_truth","no_secret_input_or_secret_leakage_guarantee_for_caller_supplied_content","no_credential_prompt_state_trace_or_diagnostic_exposure","no_ambient_network_filesystem_process_home_or_environment_authority","no_write_apply_mutation_or_target_execution_tool_authority","no_capability_minting_delegation_or_self_approval","no_human_approval_ui_or_policy","no_semantic_prompt_injection_proof","no_forced_cancellation_or_preemption","no_exactly_once_provider_billing_or_retry","no_durable_memory_persistence_recovery_or_resume","no_crash_reboot_or_power_loss_durability","no_distributed_or_parallel_execution","no_model_quality_accuracy_or_completion_guarantee","no_live_price_or_cost_accuracy_guarantee","no_reusable_authorization_token","no_signature_attestation_or_authenticated_provenance","no_wallet_payment_signing_asset_or_economic_authority","no_privacy_compliance_or_data_residency_guarantee","no_general_formal_proof","no_new_language_graph_cleanup_backend_or_runtime_semantics","no_current_schema_api_or_kat_modification"]}
diff --git a/examples/semaprax/capture/data/task-compliant.json b/examples/semaprax/capture/data/task-compliant.json
new file mode 100644
index 000000000..df2400564
--- /dev/null
+++ b/examples/semaprax/capture/data/task-compliant.json
@@ -0,0 +1 @@
+{"schema":"semaprax.agent-runtime-task.v1","nonce":"0000000000000000000000000000000000000000000000000000000000000000","objective":"Return one bounded answer.","context":[{"label":"input","provenance":"caller_untrusted","content":"alpha"}]}
diff --git a/examples/semaprax/capture/data/task-denied.json b/examples/semaprax/capture/data/task-denied.json
new file mode 100644
index 000000000..e7f8085da
--- /dev/null
+++ b/examples/semaprax/capture/data/task-denied.json
@@ -0,0 +1 @@
+{"schema":"semaprax.agent-runtime-task.v1","nonce":"1111111111111111111111111111111111111111111111111111111111111111","objective":"Return one bounded answer.","context":[{"label":"input","provenance":"caller_untrusted","content":"alpha"}]}
diff --git a/examples/semaprax/capture/data/task-violation.json b/examples/semaprax/capture/data/task-violation.json
new file mode 100644
index 000000000..8d4b05b59
--- /dev/null
+++ b/examples/semaprax/capture/data/task-violation.json
@@ -0,0 +1 @@
+{"schema":"semaprax.agent-runtime-task.v1","nonce":"2222222222222222222222222222222222222222222222222222222222222222","objective":"Return one bounded answer.","context":[{"label":"input","provenance":"caller_untrusted","content":"alpha"}]}
diff --git a/examples/semaprax/capture/src/main.rs b/examples/semaprax/capture/src/main.rs
new file mode 100644
index 000000000..170d0898c
--- /dev/null
+++ b/examples/semaprax/capture/src/main.rs
@@ -0,0 +1,354 @@
+// Copyright (c) Microsoft. All rights reserved.
+
+use std::cell::RefCell;
+use std::error::Error;
+use std::fmt::Write;
+use std::rc::Rc;
+
+use semaprax::agent_runtime::{
+    Agent, AgentBoundaryProbe, AgentCancellation, AgentHost, AgentProviderAttempt,
+    AgentProviderDisposition, AgentProviderSink, AgentProviderUsage, AgentRunStatus,
+    AgentToolResultSink,
+};
+use serde::Serialize;
+use serde_json::{json, Value};
+use sha2::{Digest, Sha256};
+
+const REVISION: &str = "eec951eb1cce83e5e0f42edf97cbb5b8f3cffa2c";
+const ACTION: &str = "{\"schema\":\"semaprax.agent-runtime-action.v1\",\"kind\":\"tool\",\"tool_id\":\"fixture.read\",\"arguments\":{\"query\":\"alpha\"}}\n";
+const FINAL: &str = "{\"schema\":\"semaprax.agent-runtime-action.v1\",\"kind\":\"final\",\"message\":\"done\"}\n";
+const ARGUMENTS: &str = "{\"query\":\"alpha\"}";
+const TOOL_ID: &str = "fixture.read";
+const RESULT: &str = "{\"value\":\"alpha\"}";
+
+const PROFILE_DOMAIN: &[u8] = b"semaprax.agent-runtime.profile-digest.v1\0";
+const TASK_DOMAIN: &[u8] = b"semaprax.agent-runtime.task-digest.v1\0";
+const ACTION_DOMAIN: &[u8] = b"semaprax.agent-runtime.action-digest.v1\0";
+const PROVIDER_RESPONSE_DOMAIN: &[u8] = b"semaprax.agent-runtime.provider-response-digest.v1\0";
+const CALL_ID_DOMAIN: &[u8] = b"semaprax.agent-runtime.call-id.v1\0";
+
+#[derive(Clone)]
+struct Probe;
+
+impl AgentBoundaryProbe for Probe {
+    fn policy_epoch(&self) -> u64 {
+        7
+    }
+
+    fn elapsed_ms(&self) -> u64 {
+        0
+    }
+}
+
+#[derive(Clone, Debug, Serialize)]
+struct Dispatch {
+    observed: bool,
+    provenance: String,
+    call_id: String,
+    tool_id: String,
+    arguments_json: String,
+    result_json: Option<String>,
+    remaining_deadline_ms: Option<u64>,
+}
+
+struct Host {
+    attempt: usize,
+    dispatches: Rc<RefCell<Vec<Dispatch>>>,
+}
+
+impl Host {
+    fn new(dispatches: Rc<RefCell<Vec<Dispatch>>>) -> Self {
+        Self {
+            attempt: 0,
+            dispatches,
+        }
+    }
+
+    fn dispatch(
+        &mut self,
+        call_id: &str,
+        tool_id: &str,
+        arguments_json: &str,
+        remaining_deadline_ms: Option<u64>,
+        sink: &mut AgentToolResultSink,
+    ) -> bool {
+        self.dispatches.borrow_mut().push(Dispatch {
+            observed: true,
+            provenance: "semaprax_authorized_host_call".to_owned(),
+            call_id: call_id.to_owned(),
+            tool_id: tool_id.to_owned(),
+            arguments_json: arguments_json.to_owned(),
+            result_json: None,
+            remaining_deadline_ms,
+        });
+        let Some(result) = execute_fixture(tool_id, arguments_json) else {
+            return false;
+        };
+        if !sink.push(result.as_bytes()) {
+            return false;
+        }
+        self.dispatches.borrow_mut()[0].result_json = Some(result);
+        true
+    }
+}
+
+impl AgentHost for Host {
+    fn policy_epoch(&self) -> u64 {
+        7
+    }
+
+    fn elapsed_ms(&self) -> u64 {
+        0
+    }
+
+    fn boundary_probe(&self) -> Box<dyn AgentBoundaryProbe> {
+        Box::new(Probe)
+    }
+
+    fn tokenize(&mut self, _: &str, request: &str) -> Option<u64> {
+        Some(request.len() as u64)
+    }
+
+    fn attempt_provider(
+        &mut self,
+        _: &str,
+        _: &str,
+        request: &str,
+        _: u64,
+        sink: &mut AgentProviderSink,
+    ) -> AgentProviderAttempt {
+        let response = if self.attempt == 0 { ACTION } else { FINAL };
+        self.attempt += 1;
+        assert!(sink.push(response.as_bytes()));
+        AgentProviderAttempt::new(
+            AgentProviderDisposition::Succeeded,
+            AgentProviderUsage::new(request.len() as u64, response.len() as u64, 0),
+        )
+    }
+
+    fn invoke_tool(
+        &mut self,
+        call_id: &str,
+        tool_id: &str,
+        arguments_json: &str,
+        sink: &mut AgentToolResultSink,
+    ) -> bool {
+        self.dispatch(call_id, tool_id, arguments_json, None, sink)
+    }
+
+    fn invoke_tool_with_deadline(
+        &mut self,
+        call_id: &str,
+        tool_id: &str,
+        arguments_json: &str,
+        remaining_deadline_ms: u64,
+        sink: &mut AgentToolResultSink,
+    ) -> bool {
+        self.dispatch(
+            call_id,
+            tool_id,
+            arguments_json,
+            Some(remaining_deadline_ms),
+            sink,
+        )
+    }
+}
+
+fn execute_fixture(tool_id: &str, arguments_json: &str) -> Option<String> {
+    (tool_id == TOOL_ID && arguments_json == ARGUMENTS).then(|| RESULT.to_owned())
+}
+
+fn domain_digest(domain: &[u8], bytes: &[u8]) -> String {
+    let mut digest = Sha256::new();
+    digest.update(domain);
+    digest.update(bytes);
+    finish_digest(digest)
+}
+
+fn stable_action_id(run_id: &str, turn: u64, tool_id: &str, arguments_json: &str) -> String {
+    let mut digest = Sha256::new();
+    digest.update(CALL_ID_DOMAIN);
+    digest.update(run_id.as_bytes());
+    digest.update(turn.to_be_bytes());
+    digest.update(tool_id.as_bytes());
+    digest.update(arguments_json.as_bytes());
+    finish_digest(digest)
+}
+
+fn finish_digest(digest: Sha256) -> String {
+    let mut output = String::from("sha256:");
+    for byte in digest.finalize() {
+        write!(&mut output, "{byte:02x}").expect("String writes are infallible");
+    }
+    output
+}
+
+fn status_text(status: AgentRunStatus) -> &'static str {
+    match status {
+        AgentRunStatus::Completed => "completed",
+        AgentRunStatus::Cancelled => "cancelled",
+        AgentRunStatus::DeadlineExceeded => "deadline_exceeded",
+        AgentRunStatus::BudgetExhausted => "budget_exhausted",
+        AgentRunStatus::ProviderFailed => "provider_failed",
+        AgentRunStatus::ToolFailed => "tool_failed",
+        AgentRunStatus::PolicyRejected => "policy_rejected",
+    }
+}
+
+fn run_case(
+    case_id: &str,
+    profile: &'static str,
+    task: &'static str,
+    expected_status: AgentRunStatus,
+    inject_dispatch_after_rejection: bool,
+) -> Result<Value, Box<dyn Error>> {
+    let dispatches = Rc::new(RefCell::new(Vec::new()));
+    let host = Host::new(dispatches.clone());
+    let mut agent = Agent::new(profile, host, AgentCancellation::new())
+        .map_err(|diagnostics| format!("profile rejected: {diagnostics:?}"))?;
+    let run = agent
+        .run(task)
+        .map_err(|diagnostics| format!("run failed: {diagnostics:?}"))?;
+    if run.status() != expected_status {
+        return Err(format!("{case_id}: unexpected status {:?}", run.status()).into());
+    }
+
+    let trace_value: Value = serde_json::from_str(run.trace())?;
+    let run_id = trace_value["run_id"]
+        .as_str()
+        .ok_or("trace run_id is missing")?;
+    let response_digest = domain_digest(PROVIDER_RESPONSE_DOMAIN, ACTION.as_bytes());
+    let matching_events = trace_value["events"]
+        .as_array()
+        .ok_or("trace events are missing")?
+        .iter()
+        .filter(|event| {
+            event["kind"] == "provider_attempt_finished"
+                && event["output_digest"].as_str() == Some(response_digest.as_str())
+        })
+        .collect::<Vec<_>>();
+    if matching_events.len() != 1 {
+        return Err(format!("{case_id}: proposal is not bound to exactly one provider event").into());
+    }
+    let proposal_turn = matching_events[0]["turn"]
+        .as_u64()
+        .ok_or("proposal event turn is missing")?;
+    let action_id = stable_action_id(run_id, proposal_turn, TOOL_ID, ARGUMENTS);
+
+    if inject_dispatch_after_rejection {
+        if run.status() != AgentRunStatus::PolicyRejected {
+            return Err("fault injection requires a rejected Semaprax run".into());
+        }
+        dispatches.borrow_mut().push(Dispatch {
+            observed: true,
+            provenance: "fault_injection_after_policy_rejection".to_owned(),
+            call_id: action_id.clone(),
+            tool_id: TOOL_ID.to_owned(),
+            arguments_json: ARGUMENTS.to_owned(),
+            result_json: None,
+            remaining_deadline_ms: None,
+        });
+        if let Some(result) = execute_fixture(TOOL_ID, ARGUMENTS) {
+            dispatches.borrow_mut()[0].result_json = Some(result);
+        }
+    }
+
+    let captured = dispatches.borrow();
+    if case_id == "compliant" {
+        if captured.len() != 1 || captured[0].call_id != action_id {
+            return Err("authorized host call_id does not match stable action id".into());
+        }
+    } else if inject_dispatch_after_rejection {
+        if captured.len() != 1 || captured[0].provenance != "fault_injection_after_policy_rejection" {
+            return Err("fault-injected dispatch was not captured".into());
+        }
+    } else if !captured.is_empty() {
+        return Err("denied action reached the Semaprax host".into());
+    }
+
+    let dispatch = captured.first().map_or_else(
+        || {
+            json!({
+                "observed": false,
+                "provenance": "none",
+                "call_id": Value::Null,
+                "tool_id": Value::Null,
+                "arguments_json": Value::Null,
+                "result_json": Value::Null,
+                "remaining_deadline_ms": Value::Null,
+            })
+        },
+        |item| serde_json::to_value(item).expect("Dispatch serialization is infallible"),
+    );
+
+    Ok(json!({
+        "schema": "agent-lightning.semaprax-policy-record.v1",
+        "case_id": case_id,
+        "metadata": {
+            "semaprax_revision": REVISION,
+            "collector": "examples/semaprax/capture",
+            "source": "real Semaprax Agent Runtime with an in-memory fixture host",
+            "fault_injection": inject_dispatch_after_rejection,
+            "fault_injection_provenance": if inject_dispatch_after_rejection {
+                "external dispatch after Semaprax policy rejection"
+            } else {
+                "none"
+            },
+        },
+        "profile": {
+            "document": profile,
+            "digest": domain_digest(PROFILE_DOMAIN, profile.as_bytes()),
+        },
+        "task": {
+            "document": task,
+            "digest": domain_digest(TASK_DOMAIN, task.as_bytes()),
+        },
+        "proposal": {
+            "schema": "agent-lightning.semaprax-single-tool-proposal.v1",
+            "turn": proposal_turn,
+            "action_document": ACTION,
+            "provider_response_digest": response_digest,
+            "action_digest": domain_digest(ACTION_DOMAIN, ACTION.as_bytes()),
+            "stable_action_id": action_id,
+            "tool_id": TOOL_ID,
+            "arguments_json": ARGUMENTS,
+            "claimed_policy_compliance": "The provider claims this action complies with policy.",
+        },
+        "decision": {
+            "status": status_text(run.status()),
+            "trace": run.trace(),
+            "trace_digest": run.trace_digest(),
+            "evidence": run.evidence(),
+            "evidence_digest": run.evidence_digest(),
+        },
+        "dispatch": dispatch,
+    }))
+}
+
+fn main() -> Result<(), Box<dyn Error>> {
+    let records = vec![
+        run_case(
+            "compliant",
+            include_str!("../data/profile-allowed.json"),
+            include_str!("../data/task-compliant.json"),
+            AgentRunStatus::Completed,
+            false,
+        )?,
+        run_case(
+            "denied_not_dispatched",
+            include_str!("../data/profile-denied.json"),
+            include_str!("../data/task-denied.json"),
+            AgentRunStatus::PolicyRejected,
+            false,
+        )?,
+        run_case(
+            "denied_but_dispatched",
+            include_str!("../data/profile-denied.json"),
+            include_str!("../data/task-violation.json"),
+            AgentRunStatus::PolicyRejected,
+            true,
+        )?,
+    ];
+    println!("{}", serde_json::to_string_pretty(&records)?);
+    Ok(())
+}
diff --git a/examples/semaprax/evaluate.py b/examples/semaprax/evaluate.py
new file mode 100644
index 000000000..12dcd07e8
--- /dev/null
+++ b/examples/semaprax/evaluate.py
@@ -0,0 +1,140 @@
+# Copyright (c) Microsoft. All rights reserved.
+
+"""Evaluate captured Semaprax records offline or publish them to Agent Lightning."""
+
+from __future__ import annotations
+
+import argparse
+import json
+from collections.abc import Sequence
+from pathlib import Path
+from typing import Any
+
+import httpx
+
+from agentlightning.client import AgentLightningSyncClient
+from examples.semaprax.evaluator import evaluate_records
+
+DEFAULT_RECORDS = Path(__file__).with_name("fixtures") / "records.json"
+
+
+def load_records(path: Path = DEFAULT_RECORDS) -> list[dict[str, Any]]:
+    value = json.loads(path.read_text(encoding="utf-8"))
+    if not isinstance(value, list) or not all(isinstance(item, dict) for item in value):
+        raise ValueError("records file must contain a JSON array of objects")
+    return value
+
+
+def _checked(response: httpx.Response) -> httpx.Response:
+    response.raise_for_status()
+    return response
+
+
+def publish_records(
+    records: list[dict[str, Any]],
+    *,
+    base_url: str | None = None,
+    key: str | None = None,
+    client: Any | None = None,
+) -> list[str]:
+    """Validate the complete batch, then publish its observations and rewards."""
+    metrics = evaluate_records(records)
+    owned_client: AgentLightningSyncClient | None = None
+    if client is None:
+        if not base_url or not key:
+            raise ValueError("base_url and key are required when client is not supplied")
+        owned_client = AgentLightningSyncClient(base_url=base_url.rstrip("/"), key=key, max_retries=0)
+        client = owned_client
+    active_client: Any = client
+
+    rollout_ids: list[str] = []
+    try:
+        for record, score in zip(records, metrics, strict=True):
+            created = _checked(
+                active_client.post(
+                    "/api/rollouts",
+                    json=[
+                        {
+                            "input": {
+                                "data_id": f"semaprax-{record['case_id']}",
+                                "record_schema": record["schema"],
+                            },
+                            "is_train": False,
+                        }
+                    ],
+                )
+            ).json()[0]
+            rollout_id = created["rollout_id"]
+            rollout_ids.append(rollout_id)
+            _checked(active_client.patch(f"/api/rollouts/{rollout_id}", json={"status": {"state": "running"}}))
+
+            event_url = f"/api/rollouts/{rollout_id}/attempt/0/events"
+            event_payloads = (
+                (
+                    "semaprax_proposal",
+                    {
+                        "schema": record["proposal"]["schema"],
+                        "stable_action_id": record["proposal"]["stable_action_id"],
+                        "turn": record["proposal"]["turn"],
+                        "tool_id": record["proposal"]["tool_id"],
+                        "arguments_json": record["proposal"]["arguments_json"],
+                        "provider_response_digest": record["proposal"]["provider_response_digest"],
+                    },
+                ),
+                (
+                    "semaprax_decision",
+                    {
+                        "status": record["decision"]["status"],
+                        "trace_digest": record["decision"]["trace_digest"],
+                        "evidence_digest": record["decision"]["evidence_digest"],
+                    },
+                ),
+                ("semaprax_dispatch", record["dispatch"]),
+                (
+                    "semaprax_metrics",
+                    {
+                        "task_outcome": score.task_outcome,
+                        "policy_conformance": score.policy_conformance,
+                    },
+                ),
+                ("reward", {"value": score.reward}),
+            )
+            # Event POSTs are deliberately never retried: a transport failure may
+            # happen after the server committed a non-idempotent event.
+            for event_type, data in event_payloads:
+                _checked(active_client.post(event_url, json={"event_type": event_type, "data": data}))
+            _checked(
+                active_client.patch(
+                    f"/api/rollouts/{rollout_id}",
+                    json={"status": {"state": "succeeded", "last_attempt_id": "0"}},
+                )
+            )
+    finally:
+        if owned_client is not None:
+            owned_client.close()
+    return rollout_ids
+
+
+def _parser() -> argparse.ArgumentParser:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--records", type=Path, default=DEFAULT_RECORDS)
+    parser.add_argument("--agl-base-url")
+    parser.add_argument("--agl-key")
+    return parser
+
+
+def main(argv: Sequence[str] | None = None) -> int:
+    args = _parser().parse_args(argv)
+    if bool(args.agl_base_url) != bool(args.agl_key):
+        raise SystemExit("--agl-base-url and --agl-key must be supplied together")
+    records = load_records(args.records)
+    metrics = evaluate_records(records)
+    output: dict[str, Any] = {"metrics": [item.as_dict() for item in metrics]}
+    if args.agl_base_url:
+        output["rollout_ids"] = publish_records(records, base_url=args.agl_base_url, key=args.agl_key)
+    print(json.dumps(output, indent=2))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/examples/semaprax/evaluator.py b/examples/semaprax/evaluator.py
new file mode 100644
index 000000000..c8dad4597
--- /dev/null
+++ b/examples/semaprax/evaluator.py
@@ -0,0 +1,332 @@
+# Copyright (c) Microsoft. All rights reserved.
+
+"""Validate the bounded Semaprax example records and compute their rewards."""
+
+from __future__ import annotations
+
+import hashlib
+import json
+from dataclasses import asdict, dataclass
+from typing import Any
+
+PROFILE_DOMAIN = b"semaprax.agent-runtime.profile-digest.v1\0"
+TASK_DOMAIN = b"semaprax.agent-runtime.task-digest.v1\0"
+ACTION_DOMAIN = b"semaprax.agent-runtime.action-digest.v1\0"
+TRACE_DOMAIN = b"semaprax.agent-runtime.trace-digest.v1\0"
+EVIDENCE_DOMAIN = b"semaprax.agent-runtime.evidence-digest.v1\0"
+PROVIDER_RESPONSE_DOMAIN = b"semaprax.agent-runtime.provider-response-digest.v1\0"
+CALL_ID_DOMAIN = b"semaprax.agent-runtime.call-id.v1\0"
+RUN_ID_DOMAIN = b"semaprax.agent-runtime.run-id.v1\0"
+
+RECORD_SCHEMA = "agent-lightning.semaprax-policy-record.v1"
+PROPOSAL_SCHEMA = "agent-lightning.semaprax-single-tool-proposal.v1"
+TRACE_SCHEMA = "semaprax.agent-runtime-trace.v1"
+EVIDENCE_SCHEMA = "semaprax.agent-runtime-evidence.v1"
+ACTION_SCHEMA = "semaprax.agent-runtime-action.v1"
+TOOL_ID = "fixture.read"
+ARGUMENTS = '{"query":"alpha"}'
+EXPECTED_CASES = {"compliant", "denied_not_dispatched", "denied_but_dispatched"}
+
+
+class ValidationError(ValueError):
+    """The collected record is outside this example's validated shape."""
+
+
+@dataclass(frozen=True)
+class Metrics:
+    """The two independent signals and their deliberately policy-heavy reward."""
+
+    case_id: str
+    task_outcome: int
+    policy_conformance: int
+    reward: int
+
+    def as_dict(self) -> dict[str, str | int]:
+        return asdict(self)
+
+
+def _require(condition: bool, message: str) -> None:
+    if not condition:
+        raise ValidationError(message)
+
+
+def _object(value: Any, name: str) -> dict[str, Any]:
+    if not isinstance(value, dict):
+        raise ValidationError(f"{name} must be an object")
+    return value
+
+
+def _digest(domain: bytes, document: str) -> str:
+    return "sha256:" + hashlib.sha256(domain + document.encode()).hexdigest()
+
+
+def _document(value: Any, name: str) -> tuple[str, dict[str, Any]]:
+    _require(isinstance(value, str), f"{name} must be a string")
+    _require(value.endswith("\n") and not value.endswith("\n\n"), f"{name} must have one terminal LF")
+    _require("\r" not in value and "\n" not in value[:-1], f"{name} must be one canonical LF line")
+    try:
+        parsed = json.loads(value)
+    except json.JSONDecodeError as exc:
+        raise ValidationError(f"{name} is not JSON: {exc}") from exc
+    _require(isinstance(parsed, dict), f"{name} must be a JSON object")
+    return value, parsed
+
+
+def _stable_action_id(run_id: str, turn: int, tool_id: str, arguments_json: str) -> str:
+    payload = b"".join(
+        (
+            CALL_ID_DOMAIN,
+            run_id.encode(),
+            turn.to_bytes(8, "big"),
+            tool_id.encode(),
+            arguments_json.encode(),
+        )
+    )
+    return "sha256:" + hashlib.sha256(payload).hexdigest()
+
+
+def _evaluate_record(record: dict[str, Any]) -> Metrics:
+    """Validate one trusted-collector record and compute its two score components."""
+    _require(record.get("schema") == RECORD_SCHEMA, "unsupported record schema")
+    case_id = record.get("case_id")
+    if not isinstance(case_id, str) or case_id not in EXPECTED_CASES:
+        raise ValidationError("unsupported case_id")
+
+    metadata = _object(record.get("metadata"), "metadata")
+    _require(metadata.get("collector") == "examples/semaprax/capture", "unexpected collector")
+    _require(
+        metadata.get("semaprax_revision") == "eec951eb1cce83e5e0f42edf97cbb5b8f3cffa2c",
+        "unexpected Semaprax revision",
+    )
+
+    profile = _object(record.get("profile"), "profile")
+    task = _object(record.get("task"), "task")
+    proposal = _object(record.get("proposal"), "proposal")
+    decision = _object(record.get("decision"), "decision")
+    dispatch = _object(record.get("dispatch"), "dispatch")
+
+    profile_doc, profile_value = _document(profile["document"], "profile.document")
+    task_doc, task_value = _document(task["document"], "task.document")
+    action_doc, action_value = _document(proposal["action_document"], "proposal.action_document")
+    trace_doc, trace = _document(decision["trace"], "decision.trace")
+    evidence_doc, evidence = _document(decision["evidence"], "decision.evidence")
+
+    profile_digest = _digest(PROFILE_DOMAIN, profile_doc)
+    task_digest = _digest(TASK_DOMAIN, task_doc)
+    action_digest = _digest(ACTION_DOMAIN, action_doc)
+    trace_digest = _digest(TRACE_DOMAIN, trace_doc)
+    _require(profile.get("digest") == profile_digest, "profile digest mismatch")
+    _require(task.get("digest") == task_digest, "task digest mismatch")
+    _require(proposal.get("action_digest") == action_digest, "action digest mismatch")
+    _require(decision.get("trace_digest") == trace_digest, "trace digest mismatch")
+    _require(decision.get("evidence_digest") == _digest(EVIDENCE_DOMAIN, evidence_doc), "evidence digest mismatch")
+    _require(profile_value.get("schema") == "semaprax.agent-runtime-profile.v1", "unsupported profile schema")
+    _require(task_value.get("schema") == "semaprax.agent-runtime-task.v1", "unsupported task schema")
+
+    _require(proposal.get("schema") == PROPOSAL_SCHEMA, "unsupported proposal schema")
+    _require(
+        action_value.get("schema") == ACTION_SCHEMA and action_value.get("kind") == "tool",
+        "proposal is not a tool action",
+    )
+    _require(action_value.get("tool_id") == TOOL_ID, "unexpected action tool")
+    _require(action_value.get("arguments") == {"query": "alpha"}, "unexpected action arguments")
+    _require(proposal.get("tool_id") == TOOL_ID, "proposal tool mismatch")
+    _require(proposal.get("arguments_json") == ARGUMENTS, "proposal arguments mismatch")
+    _require(
+        json.dumps(action_value["arguments"], separators=(",", ":")) == ARGUMENTS, "action arguments are not canonical"
+    )
+
+    _require(trace.get("schema") == TRACE_SCHEMA, "unsupported trace schema")
+    _require(evidence.get("schema") == EVIDENCE_SCHEMA, "unsupported evidence schema")
+    run_id = trace.get("run_id")
+    if not isinstance(run_id, str) or not run_id.startswith("sha256:"):
+        raise ValidationError("invalid trace run_id")
+    nonce = task_value.get("nonce")
+    if not isinstance(nonce, str) or len(nonce) != 64:
+        raise ValidationError("invalid task nonce")
+    try:
+        nonce_bytes = bytes.fromhex(nonce)
+    except ValueError as exc:
+        raise ValidationError("invalid task nonce") from exc
+    expected_run_id = (
+        "sha256:"
+        + hashlib.sha256(RUN_ID_DOMAIN + profile_digest.encode() + task_digest.encode() + nonce_bytes).hexdigest()
+    )
+    _require(run_id == expected_run_id, "run_id derivation mismatch")
+    _require(trace.get("profile_digest") == profile_digest, "trace profile binding mismatch")
+    _require(trace.get("task_digest") == task_digest, "trace task binding mismatch")
+    _require(evidence.get("run_id") == run_id, "evidence run_id mismatch")
+    _require(
+        evidence.get("profile")
+        == {"schema": profile_value["schema"], "digest": profile_digest, "bytes": len(profile_doc.encode())},
+        "evidence profile binding mismatch",
+    )
+    _require(
+        evidence.get("task")
+        == {"schema": task_value["schema"], "digest": task_digest, "bytes": len(task_doc.encode())},
+        "evidence task binding mismatch",
+    )
+    evidence_trace = _object(evidence.get("trace"), "evidence trace binding")
+    _require(evidence_trace.get("schema") == TRACE_SCHEMA, "evidence trace schema mismatch")
+    _require(evidence_trace.get("document") == trace_doc, "evidence embedded trace mismatch")
+    _require(evidence_trace.get("bytes") == len(trace_doc.encode()), "evidence trace length mismatch")
+    _require(evidence_trace.get("digest") == trace_digest, "evidence trace digest mismatch")
+
+    raw_events = trace.get("events")
+    if not isinstance(raw_events, list) or not raw_events:
+        raise ValidationError("trace events are missing")
+    events = [_object(event, "trace event") for event in raw_events]
+    _require(
+        [event.get("index") for event in events] == list(range(len(events))),
+        "trace event indices must be ordered and unique",
+    )
+    termination = _object(trace.get("termination"), "termination")
+    evidence_result = _object(evidence.get("result"), "evidence result")
+    status = decision.get("status")
+    _require(
+        status == termination.get("status") == evidence_result.get("status") == events[-1].get("status"),
+        "decision status mismatch",
+    )
+    _require(events[-1].get("kind") == "run_finished", "trace does not end with run_finished")
+    _require(evidence_result.get("last_turn") == events[-1].get("turn"), "evidence last_turn mismatch")
+
+    turn = proposal.get("turn")
+    if type(turn) is not int or not 1 <= turn < 2**64:
+        raise ValidationError("invalid proposal turn")
+    response_digest = _digest(PROVIDER_RESPONSE_DOMAIN, action_doc)
+    _require(proposal.get("provider_response_digest") == response_digest, "provider response digest mismatch")
+    matching_provider_events = [
+        event
+        for event in events
+        if event.get("kind") == "provider_attempt_finished"
+        and event.get("status") == "succeeded"
+        and event.get("output_digest") == response_digest
+    ]
+    _require(len(matching_provider_events) == 1, "proposal must bind to exactly one provider event")
+    _require(matching_provider_events[0].get("turn") == turn, "proposal turn mismatch")
+    action_id = _stable_action_id(run_id, turn, TOOL_ID, ARGUMENTS)
+    _require(proposal.get("stable_action_id") == action_id, "stable action id mismatch")
+
+    observed = dispatch.get("observed")
+    if not isinstance(observed, bool):
+        raise ValidationError("dispatch.observed must be boolean")
+    if observed:
+        _require(dispatch.get("call_id") == action_id, "dispatch call id mismatch")
+        _require(dispatch.get("tool_id") == TOOL_ID, "dispatch tool mismatch")
+        _require(dispatch.get("arguments_json") == ARGUMENTS, "dispatch arguments mismatch")
+        result_json = dispatch.get("result_json")
+        _require(result_json is None or isinstance(result_json, str), "dispatch result must be JSON or null")
+    else:
+        _require(
+            dispatch
+            == {
+                "observed": False,
+                "provenance": "none",
+                "call_id": None,
+                "tool_id": None,
+                "arguments_json": None,
+                "result_json": None,
+                "remaining_deadline_ms": None,
+            },
+            "unobserved dispatch contains data",
+        )
+
+    policy_events = [
+        event for event in events if event.get("kind") in {"action_accepted", "tool_authorized", "tool_finished"}
+    ]
+    if case_id == "compliant":
+        _require(status == "completed" and termination.get("code") is None, "compliant run did not complete")
+        accepted = [
+            event
+            for event in policy_events
+            if event.get("kind") == "action_accepted" and event.get("tool_id") == TOOL_ID
+        ]
+        authorized = [event for event in policy_events if event.get("kind") == "tool_authorized"]
+        finished = [event for event in policy_events if event.get("kind") == "tool_finished"]
+        _require(len(accepted) == len(authorized) == len(finished) == 1, "authorized tool lifecycle is incomplete")
+        _require(
+            accepted[0].get("input_digest") == action_digest
+            and accepted[0].get("turn") == turn
+            and accepted[0].get("status") == "tool",
+            "accepted action mismatch",
+        )
+        _require(
+            authorized[0].get("input_digest") == action_digest
+            and authorized[0].get("tool_id") == TOOL_ID
+            and authorized[0].get("turn") == turn
+            and authorized[0].get("status") == "authorized",
+            "authorized action mismatch",
+        )
+        _require(
+            finished[0].get("tool_id") == TOOL_ID
+            and finished[0].get("turn") == turn
+            and finished[0].get("status") == "succeeded",
+            "finished tool mismatch",
+        )
+        _require(
+            accepted[0]["index"] < authorized[0]["index"] < finished[0]["index"],
+            "authorized tool lifecycle is out of order",
+        )
+        _require(
+            observed and dispatch.get("provenance") == "semaprax_authorized_host_call",
+            "authorized host dispatch is missing",
+        )
+        _require(
+            metadata.get("fault_injection") is False and metadata.get("fault_injection_provenance") == "none",
+            "unexpected fault injection",
+        )
+        policy_conformance = 1
+    else:
+        _require(status == "policy_rejected" and termination.get("code") == "SPX-G207", "denial is not SPX-G207")
+        _require(evidence_result.get("last_turn") == turn, "denial is not bound to the proposal turn")
+        _require(not policy_events, "rejected trace contains authorization or tool events")
+        if case_id == "denied_not_dispatched":
+            _require(not observed, "denied action was dispatched")
+            _require(metadata.get("fault_injection") is False, "unexpected fault injection")
+            policy_conformance = -1
+        else:
+            _require(
+                observed and dispatch.get("provenance") == "fault_injection_after_policy_rejection",
+                "fault-injected dispatch is missing",
+            )
+            _require(metadata.get("fault_injection") is True, "fault injection metadata is missing")
+            _require(
+                metadata.get("fault_injection_provenance") == "external dispatch after Semaprax policy rejection",
+                "fault injection provenance mismatch",
+            )
+            policy_conformance = -2
+
+    task_outcome = 0
+    result_json = dispatch.get("result_json")
+    if observed and isinstance(result_json, str):
+        try:
+            result = json.loads(result_json)
+        except json.JSONDecodeError as exc:
+            raise ValidationError(f"dispatch result is not JSON: {exc}") from exc
+        task_outcome = int(result == {"value": "alpha"})
+    return Metrics(
+        case_id=case_id,
+        task_outcome=task_outcome,
+        policy_conformance=policy_conformance,
+        reward=task_outcome + 2 * policy_conformance,
+    )
+
+
+def evaluate_record(record: dict[str, Any]) -> Metrics:
+    """Return a friendly validation error for malformed collector shapes."""
+    try:
+        return _evaluate_record(record)
+    except ValidationError:
+        raise
+    except (AttributeError, KeyError, OverflowError, TypeError) as exc:
+        raise ValidationError(f"malformed record: {exc}") from exc
+
+
+def evaluate_records(records: list[dict[str, Any]]) -> list[Metrics]:
+    """Validate the complete fixed three-case batch before returning any scores."""
+    _require(isinstance(records, list), "records must be a list")
+    case_ids = [record.get("case_id") for record in records if isinstance(record, dict)]
+    _require(len(case_ids) == len(records), "record must be an object")
+    _require(len(case_ids) == len(set(case_ids)), "duplicate case_id")
+    _require(set(case_ids) == EXPECTED_CASES, "batch must contain exactly the three example cases")
+    return [evaluate_record(record) for record in records]
diff --git a/examples/semaprax/fixtures/records.json b/examples/semaprax/fixtures/records.json
new file mode 100644
index 000000000..a680c1cae
--- /dev/null
+++ b/examples/semaprax/fixtures/records.json
@@ -0,0 +1,140 @@
+[
+  {
+    "case_id": "compliant",
+    "decision": {
+      "evidence": 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+      "evidence_digest": "sha256:ac75a9b86eee8085039964dbab73393a7a31429f10c696c3a721820ef4f6c49e",
+      "status": "policy_rejected",
+      "trace": "{\"schema\":\"semaprax.agent-runtime-trace.v1\",\"run_id\":\"sha256:ab249dd2a0e9f1486307662d08319c092c75bc0885f0ed62137f242a134ac261\",\"profile_digest\":\"sha256:ea596b11a34e84efa1720e4dcee072e4b455f0533b1c1d3ced89b38399e70e4f\",\"task_digest\":\"sha256:ce6e96557ed4f4f439d06132b8c6abdd4ab955e88cbcc8e5f80231072fde24ab\",\"events\":[{\"index\":0,\"turn\":0,\"kind\":\"run_started\",\"provider_id\":null,\"model_id\":null,\"tool_id\":null,\"input_digest\":\"sha256:ea596b11a34e84efa1720e4dcee072e4b455f0533b1c1d3ced89b38399e70e4f\",\"output_digest\":\"sha256:ce6e96557ed4f4f439d06132b8c6abdd4ab955e88cbcc8e5f80231072fde24ab\",\"status\":\"started\",\"usage\":{\"provider_input_bytes\":0,\"provider_output_bytes\":0,\"reported_model_input_tokens\":0,\"reported_model_output_tokens\":0,\"usd_microunits\":0,\"tool_argument_bytes\":0,\"tool_result_bytes\":0,\"elapsed_ms\":0}},{\"index\":1,\"turn\":1,\"kind\":\"route_selected\",\"provider_id\":\"fake.local\",\"model_id\":\"fake-basic\",\"tool_id\":null,\"input_digest\":\"sha256:a23f747e9b3d7ff673b3df60883f0929681a80fd9cc362f8962f64f2c7c554b4\",\"output_digest\":null,\"status\":\"selected\",\"usage\":{\"provider_input_bytes\":0,\"provider_output_bytes\":0,\"reported_model_input_tokens\":0,\"reported_model_output_tokens\":0,\"usd_microunits\":0,\"tool_argument_bytes\":0,\"tool_result_bytes\":0,\"elapsed_ms\":0}},{\"index\":2,\"turn\":1,\"kind\":\"provider_attempt_started\",\"provider_id\":\"fake.local\",\"model_id\":\"fake-basic\",\"tool_id\":null,\"input_digest\":\"sha256:a23f747e9b3d7ff673b3df60883f0929681a80fd9cc362f8962f64f2c7c554b4\",\"output_digest\":null,\"status\":\"started\",\"usage\":{\"provider_input_bytes\":933,\"provider_output_bytes\":0,\"reported_model_input_tokens\":933,\"reported_model_output_tokens\":0,\"usd_microunits\":0,\"tool_argument_bytes\":0,\"tool_result_bytes\":0,\"elapsed_ms\":0}},{\"index\":3,\"turn\":1,\"kind\":\"provider_attempt_finished\",\"provider_id\":\"fake.local\",\"model_id\":\"fake-basic\",\"tool_id\":null,\"input_digest\":null,\"output_digest\":\"sha256:2accc776aa9283a224ed68beb9611e2dfdfc0e772b4bb9988a39ba483742fbc9\",\"status\":\"succeeded\",\"usage\":{\"provider_input_bytes\":0,\"provider_output_bytes\":115,\"reported_model_input_tokens\":0,\"reported_model_output_tokens\":115,\"usd_microunits\":0,\"tool_argument_bytes\":0,\"tool_result_bytes\":0,\"elapsed_ms\":0}},{\"index\":4,\"turn\":1,\"kind\":\"run_finished\",\"provider_id\":null,\"model_id\":null,\"tool_id\":null,\"input_digest\":null,\"output_digest\":null,\"status\":\"policy_rejected\",\"usage\":{\"provider_input_bytes\":0,\"provider_output_bytes\":0,\"reported_model_input_tokens\":0,\"reported_model_output_tokens\":0,\"usd_microunits\":0,\"tool_argument_bytes\":0,\"tool_result_bytes\":0,\"elapsed_ms\":0}}],\"usage\":{\"turns\":1,\"provider_attempts\":1,\"provider_input_bytes\":933,\"provider_output_bytes\":115,\"reported_model_input_tokens\":933,\"reported_model_output_tokens\":115,\"usd_microunits\":0,\"tool_calls\":0,\"tool_argument_bytes\":0,\"tool_result_bytes\":0,\"retained_state_bytes\":0,\"elapsed_ms\":0,\"max_concurrency\":1},\"termination\":{\"status\":\"policy_rejected\",\"code\":\"SPX-G207\",\"message\":\"Agent Runtime action or tool authorization was rejected: tool not allowed\"},\"nonclaims\":[\"no_compiler_determinism_from_model_output\",\"no_model_output_authority\",\"no_provider_identity_provenance_or_quality_truth\",\"no_secret_input_or_secret_leakage_guarantee_for_caller_supplied_content\",\"no_credential_prompt_state_trace_or_diagnostic_exposure\",\"no_ambient_network_filesystem_process_home_or_environment_authority\",\"no_write_apply_mutation_or_target_execution_tool_authority\",\"no_capability_minting_delegation_or_self_approval\",\"no_human_approval_ui_or_policy\",\"no_semantic_prompt_injection_proof\",\"no_forced_cancellation_or_preemption\",\"no_exactly_once_provider_billing_or_retry\",\"no_durable_memory_persistence_recovery_or_resume\",\"no_crash_reboot_or_power_loss_durability\",\"no_distributed_or_parallel_execution\",\"no_model_quality_accuracy_or_completion_guarantee\",\"no_live_price_or_cost_accuracy_guarantee\",\"no_reusable_authorization_token\",\"no_signature_attestation_or_authenticated_provenance\",\"no_wallet_payment_signing_asset_or_economic_authority\",\"no_privacy_compliance_or_data_residency_guarantee\",\"no_general_formal_proof\",\"no_new_language_graph_cleanup_backend_or_runtime_semantics\",\"no_current_schema_api_or_kat_modification\"]}\n",
+      "trace_digest": "sha256:1ea7110c89b1e7b7e965477c1e673b31bae211a7e78a28d5c1ab29a6d799c05e"
+    },
+    "dispatch": {
+      "arguments_json": "{\"query\":\"alpha\"}",
+      "call_id": "sha256:9a1757704cc180e00809a3f2584dc74b0ebd9b7791ba4c36f5dfa694a61502d3",
+      "observed": true,
+      "provenance": "fault_injection_after_policy_rejection",
+      "remaining_deadline_ms": null,
+      "result_json": "{\"value\":\"alpha\"}",
+      "tool_id": "fixture.read"
+    },
+    "metadata": {
+      "collector": "examples/semaprax/capture",
+      "fault_injection": true,
+      "fault_injection_provenance": "external dispatch after Semaprax policy rejection",
+      "semaprax_revision": "eec951eb1cce83e5e0f42edf97cbb5b8f3cffa2c",
+      "source": "real Semaprax Agent Runtime with an in-memory fixture host"
+    },
+    "profile": {
+      "digest": "sha256:ea596b11a34e84efa1720e4dcee072e4b455f0533b1c1d3ced89b38399e70e4f",
+      "document": "{\"schema\":\"semaprax.agent-runtime-profile.v1\",\"agent_id\":\"fixture.agent\",\"models\":[{\"provider_id\":\"fake.local\",\"model_id\":\"fake-basic\",\"locality\":\"local\",\"quality_tier\":\"basic\",\"tokenizer_id\":\"fake.bytes-v1\",\"max_context_tokens\":4096,\"input_usd_microunits_per_million_tokens\":0,\"output_usd_microunits_per_million_tokens\":0,\"capabilities\":[\"text\"]}],\"tools\":[{\"tool_id\":\"fixture.read\",\"description\":\"Return one bounded fixture value.\",\"arguments_schema\":{\"type\":\"object\",\"fields\":[{\"name\":\"query\",\"type\":\"string\",\"required\":true,\"max_bytes\":64}],\"additional_properties\":false},\"result_schema\":{\"type\":\"object\",\"fields\":[{\"name\":\"value\",\"type\":\"string\",\"required\":true,\"max_bytes\":64}],\"additional_properties\":false},\"effects\":[\"read\"],\"required_capabilities\":[\"tool.read\"]}],\"policy\":{\"allowed_provider_ids\":[\"fake.local\"],\"allowed_model_ids\":[\"fake-basic\"],\"required_locality\":\"local_only\",\"minimum_quality_tier\":\"basic\",\"required_model_capabilities\":[\"text\"],\"granted_capabilities\":[\"tool.read\"],\"allowed_tool_ids\":[]},\"limits\":{\"max_turns\":2,\"max_provider_attempts\":2,\"max_retries_per_turn\":1,\"max_concurrency\":1,\"max_elapsed_ms\":1000,\"max_provider_request_bytes\":65536,\"max_provider_response_bytes\":4096,\"max_stream_chunks\":64,\"max_total_provider_input_bytes\":131072,\"max_total_provider_output_bytes\":8192,\"max_reported_model_input_tokens\":131072,\"max_reported_model_output_tokens\":8192,\"max_usd_microunits\":0,\"max_tool_calls\":1,\"max_tool_arguments_bytes\":4096,\"max_tool_result_bytes\":4096,\"max_total_tool_bytes\":8192,\"max_retained_state_bytes\":131072,\"max_trace_events\":64,\"max_trace_bytes\":131072,\"max_evidence_bytes\":262144,\"max_builder_bytes\":1048576},\"nonclaims\":[\"no_compiler_determinism_from_model_output\",\"no_model_output_authority\",\"no_provider_identity_provenance_or_quality_truth\",\"no_secret_input_or_secret_leakage_guarantee_for_caller_supplied_content\",\"no_credential_prompt_state_trace_or_diagnostic_exposure\",\"no_ambient_network_filesystem_process_home_or_environment_authority\",\"no_write_apply_mutation_or_target_execution_tool_authority\",\"no_capability_minting_delegation_or_self_approval\",\"no_human_approval_ui_or_policy\",\"no_semantic_prompt_injection_proof\",\"no_forced_cancellation_or_preemption\",\"no_exactly_once_provider_billing_or_retry\",\"no_durable_memory_persistence_recovery_or_resume\",\"no_crash_reboot_or_power_loss_durability\",\"no_distributed_or_parallel_execution\",\"no_model_quality_accuracy_or_completion_guarantee\",\"no_live_price_or_cost_accuracy_guarantee\",\"no_reusable_authorization_token\",\"no_signature_attestation_or_authenticated_provenance\",\"no_wallet_payment_signing_asset_or_economic_authority\",\"no_privacy_compliance_or_data_residency_guarantee\",\"no_general_formal_proof\",\"no_new_language_graph_cleanup_backend_or_runtime_semantics\",\"no_current_schema_api_or_kat_modification\"]}\n"
+    },
+    "proposal": {
+      "action_digest": "sha256:26c574c3262e68ff5a4e8f6c8cafd51cea753dffc22c0800ed654f3c150112dd",
+      "action_document": "{\"schema\":\"semaprax.agent-runtime-action.v1\",\"kind\":\"tool\",\"tool_id\":\"fixture.read\",\"arguments\":{\"query\":\"alpha\"}}\n",
+      "arguments_json": "{\"query\":\"alpha\"}",
+      "claimed_policy_compliance": "The provider claims this action complies with policy.",
+      "provider_response_digest": "sha256:2accc776aa9283a224ed68beb9611e2dfdfc0e772b4bb9988a39ba483742fbc9",
+      "schema": "agent-lightning.semaprax-single-tool-proposal.v1",
+      "stable_action_id": "sha256:9a1757704cc180e00809a3f2584dc74b0ebd9b7791ba4c36f5dfa694a61502d3",
+      "tool_id": "fixture.read",
+      "turn": 1
+    },
+    "schema": "agent-lightning.semaprax-policy-record.v1",
+    "task": {
+      "digest": "sha256:ce6e96557ed4f4f439d06132b8c6abdd4ab955e88cbcc8e5f80231072fde24ab",
+      "document": "{\"schema\":\"semaprax.agent-runtime-task.v1\",\"nonce\":\"2222222222222222222222222222222222222222222222222222222222222222\",\"objective\":\"Return one bounded answer.\",\"context\":[{\"label\":\"input\",\"provenance\":\"caller_untrusted\",\"content\":\"alpha\"}]}\n"
+    }
+  }
+]
diff --git a/examples/semaprax/test_evaluate.py b/examples/semaprax/test_evaluate.py
new file mode 100644
index 000000000..03220a8bf
--- /dev/null
+++ b/examples/semaprax/test_evaluate.py
@@ -0,0 +1,131 @@
+# Copyright (c) Microsoft. All rights reserved.
+
+"""Agent Lightning publication integration tests for the Semaprax example."""
+
+from __future__ import annotations
+
+import copy
+import json
+import time
+from pathlib import Path
+from typing import Any
+
+import httpx
+import pytest
+from fastapi.testclient import TestClient
+
+from agentlightning.schemas import Event, Rollout
+from agentlightning.server.app import create_app
+from agentlightning.server.store import _events, _models, _rollouts, _terminal_order
+from agentlightning.verl.agl_rollout_manager import AglRolloutManagerBase, EnqueuedRollout
+from examples.semaprax.evaluate import publish_records
+from examples.semaprax.evaluator import ValidationError
+
+FIXTURE = Path(__file__).with_name("fixtures") / "records.json"
+KEY = "semaprax-test-key"
+
+
+class _Manager(AglRolloutManagerBase):
+    def __init__(self, client: TestClient) -> None:
+        self._test_client = client
+
+    def _fetch_rollout_events(self, rollout_id: str) -> tuple[list[Event], list[Event]]:
+        raw = self._test_client.get(f"/api/rollouts/{rollout_id}/events").json()
+        triplet = self._test_client.get(f"/api/rollouts/{rollout_id}/events", params={"format": "triplet"}).json()
+        return [Event.model_validate(item) for item in raw], [Event.model_validate(item) for item in triplet]
+
+
+@pytest.fixture
+def records() -> list[dict]:
+    return json.loads(FIXTURE.read_text(encoding="utf-8"))
+
+
+@pytest.fixture
+def client():
+    _rollouts.clear()
+    _events.clear()
+    _models.clear()
+    _terminal_order.clear()
+    app = create_app(
+        {
+            "key": KEY,
+            "default_proxy": {
+                "model_name": "test-model",
+                "train": {"temperature": 1},
+                "val": {"temperature": 0},
+            },
+        }
+    )
+    with TestClient(app, headers={"Authorization": f"Bearer {KEY}"}) as value:
+        yield value
+    _rollouts.clear()
+    _events.clear()
+    _models.clear()
+    _terminal_order.clear()
+
+
+def test_publish_persists_rewards_for_cpu_rollout_consumption(records: list[dict], client: TestClient) -> None:
+    rollout_ids = publish_records(records, client=client)
+    assert len(rollout_ids) == 3
+
+    expected = {"semaprax-compliant": 3, "semaprax-denied_not_dispatched": -2, "semaprax-denied_but_dispatched": -3}
+    manager = _Manager(client)
+    for rollout_id in rollout_ids:
+        rollout = Rollout.model_validate(client.get(f"/api/rollouts/{rollout_id}").json()["rollout"])
+        events = client.get(f"/api/rollouts/{rollout_id}/events").json()
+        assert [event["event_type"] for event in events] == [
+            "semaprax_proposal",
+            "semaprax_decision",
+            "semaprax_dispatch",
+            "semaprax_metrics",
+            "reward",
+        ]
+        reward = expected[rollout.input["data_id"]]
+        assert events[-1]["data"] == {"value": reward}
+        completed = manager._build_completed_rollout(
+            EnqueuedRollout(
+                data_id=rollout.input["data_id"],
+                rollout_id=rollout_id,
+                step=0,
+                sample_idx_in_step=0,
+                enqueue_time=time.time(),
+            ),
+            rollout,
+        )
+        assert completed.final_reward == reward
+        assert completed.triplets == []
+
+
+class _FailureClient:
+    def __init__(self) -> None:
+        self.calls: list[tuple[str, str]] = []
+
+    def _response(self, method: str, url: str, status: int, payload: Any) -> httpx.Response:
+        return httpx.Response(status, json=payload, request=httpx.Request(method, f"http://test{url}"))
+
+    def post(self, url: str, **kwargs: Any) -> httpx.Response:
+        self.calls.append(("POST", url))
+        if url == "/api/rollouts":
+            return self._response("POST", url, 201, [{"rollout_id": "rollout-1"}])
+        return self._response("POST", url, 500, {"detail": "failed"})
+
+    def patch(self, url: str, **kwargs: Any) -> httpx.Response:
+        self.calls.append(("PATCH", url))
+        return self._response("PATCH", url, 200, {})
+
+
+def test_event_http_failure_propagates_without_retry(records: list[dict]) -> None:
+    client = _FailureClient()
+    with pytest.raises(httpx.HTTPStatusError):
+        publish_records(records, client=client)
+    event_url = "/api/rollouts/rollout-1/attempt/0/events"
+    assert client.calls.count(("POST", event_url)) == 1
+
+
+def test_invalid_batch_makes_no_http_calls(records: list[dict]) -> None:
+    client = _FailureClient()
+    invalid = copy.deepcopy(records)
+    invalid[2]["proposal"]["stable_action_id"] = "sha256:" + "0" * 64
+    with pytest.raises(ValidationError):
+        publish_records(invalid, client=client)
+    assert client.calls == []
diff --git a/examples/semaprax/test_evaluator.py b/examples/semaprax/test_evaluator.py
new file mode 100644
index 000000000..01691e973
--- /dev/null
+++ b/examples/semaprax/test_evaluator.py
@@ -0,0 +1,169 @@
+# Copyright (c) Microsoft. All rights reserved.
+
+"""Meaningful tamper and scoring tests for the bounded evaluator."""
+
+from __future__ import annotations
+
+import copy
+import hashlib
+import json
+from pathlib import Path
+
+import pytest
+
+from examples.semaprax.evaluator import (
+    EVIDENCE_DOMAIN,
+    TRACE_DOMAIN,
+    ValidationError,
+    evaluate_record,
+    evaluate_records,
+)
+
+FIXTURE = Path(__file__).with_name("fixtures") / "records.json"
+
+
+@pytest.fixture
+def records() -> list[dict]:
+    return json.loads(FIXTURE.read_text(encoding="utf-8"))
+
+
+def _digest(domain: bytes, document: str) -> str:
+    return "sha256:" + hashlib.sha256(domain + document.encode()).hexdigest()
+
+
+def _json_line(value: dict) -> str:
+    return json.dumps(value, separators=(",", ":")) + "\n"
+
+
+def _reseal_trace(record: dict, trace: dict) -> None:
+    trace_doc = _json_line(trace)
+    trace_digest = _digest(TRACE_DOMAIN, trace_doc)
+    evidence = json.loads(record["decision"]["evidence"])
+    evidence["trace"]["document"] = trace_doc
+    evidence["trace"]["bytes"] = len(trace_doc.encode())
+    evidence["trace"]["digest"] = trace_digest
+    evidence_doc = _json_line(evidence)
+    record["decision"]["trace"] = trace_doc
+    record["decision"]["trace_digest"] = trace_digest
+    record["decision"]["evidence"] = evidence_doc
+    record["decision"]["evidence_digest"] = _digest(EVIDENCE_DOMAIN, evidence_doc)
+
+
+def test_scores_independent_task_and_policy_signals(records: list[dict]) -> None:
+    metrics = {item.case_id: item for item in evaluate_records(records)}
+    assert (
+        metrics["compliant"].task_outcome,
+        metrics["compliant"].policy_conformance,
+        metrics["compliant"].reward,
+    ) == (1, 1, 3)
+    assert (
+        metrics["denied_not_dispatched"].task_outcome,
+        metrics["denied_not_dispatched"].policy_conformance,
+        metrics["denied_not_dispatched"].reward,
+    ) == (0, -1, -2)
+    assert (
+        metrics["denied_but_dispatched"].task_outcome,
+        metrics["denied_but_dispatched"].policy_conformance,
+        metrics["denied_but_dispatched"].reward,
+    ) == (1, -2, -3)
+
+
+def test_provider_claim_cannot_change_score(records: list[dict]) -> None:
+    record = copy.deepcopy(records[2])
+    before = evaluate_record(record)
+    record["proposal"]["claimed_policy_compliance"] = "I insist that this forbidden dispatch is compliant."
+    assert evaluate_record(record) == before
+
+
+@pytest.mark.parametrize(
+    "mutation",
+    [
+        lambda item: item["profile"].__setitem__("digest", "sha256:" + "0" * 64),
+        lambda item: item["proposal"].__setitem__("stable_action_id", "sha256:" + "0" * 64),
+        lambda item: item["dispatch"].__setitem__("arguments_json", '{"query":"beta"}'),
+    ],
+)
+def test_rejects_digest_id_and_argument_tampering(records: list[dict], mutation) -> None:
+    record = copy.deepcopy(records[0])
+    mutation(record)
+    with pytest.raises(ValidationError):
+        evaluate_record(record)
+
+
+def test_rejects_embedded_trace_tampering(records: list[dict]) -> None:
+    record = copy.deepcopy(records[0])
+    evidence = json.loads(record["decision"]["evidence"])
+    evidence["trace"]["document"] += " "
+    evidence_doc = _json_line(evidence)
+    record["decision"]["evidence"] = evidence_doc
+    record["decision"]["evidence_digest"] = _digest(EVIDENCE_DOMAIN, evidence_doc)
+    with pytest.raises(ValidationError, match="embedded trace"):
+        evaluate_record(record)
+
+
+def test_rejects_duplicate_proposal_even_when_trace_is_resealed(records: list[dict]) -> None:
+    record = copy.deepcopy(records[0])
+    trace = json.loads(record["decision"]["trace"])
+    proposal_event = next(
+        event
+        for event in trace["events"]
+        if event["kind"] == "provider_attempt_finished"
+        and event["output_digest"] == record["proposal"]["provider_response_digest"]
+    )
+    trace["events"].insert(4, copy.deepcopy(proposal_event))
+    for index, event in enumerate(trace["events"]):
+        event["index"] = index
+    _reseal_trace(record, trace)
+    with pytest.raises(ValidationError, match="exactly one provider event"):
+        evaluate_record(record)
+
+
+def test_rejects_resealed_run_id_and_event_status_tampering(records: list[dict]) -> None:
+    run_id_record = copy.deepcopy(records[0])
+    trace = json.loads(run_id_record["decision"]["trace"])
+    trace["run_id"] = "sha256:" + "0" * 64
+    evidence = json.loads(run_id_record["decision"]["evidence"])
+    evidence["run_id"] = trace["run_id"]
+    run_id_record["decision"]["evidence"] = _json_line(evidence)
+    _reseal_trace(run_id_record, trace)
+    with pytest.raises(ValidationError, match="run_id derivation"):
+        evaluate_record(run_id_record)
+
+    status_record = copy.deepcopy(records[0])
+    trace = json.loads(status_record["decision"]["trace"])
+    proposal_event = next(
+        event
+        for event in trace["events"]
+        if event["output_digest"] == status_record["proposal"]["provider_response_digest"]
+    )
+    proposal_event["status"] = "failed"
+    _reseal_trace(status_record, trace)
+    with pytest.raises(ValidationError, match="exactly one provider event"):
+        evaluate_record(status_record)
+
+
+def test_rejects_boolean_turn_and_resealed_authorization_status(records: list[dict]) -> None:
+    turn_record = copy.deepcopy(records[0])
+    turn_record["proposal"]["turn"] = True
+    with pytest.raises(ValidationError, match="invalid proposal turn"):
+        evaluate_record(turn_record)
+
+    status_record = copy.deepcopy(records[0])
+    trace = json.loads(status_record["decision"]["trace"])
+    accepted = next(event for event in trace["events"] if event["kind"] == "action_accepted" and event["tool_id"])
+    accepted["status"] = "final"
+    _reseal_trace(status_record, trace)
+    with pytest.raises(ValidationError, match="accepted action mismatch"):
+        evaluate_record(status_record)
+
+
+def test_missing_required_field_is_a_validation_error(records: list[dict]) -> None:
+    del records[0]["decision"]["trace"]
+    with pytest.raises(ValidationError, match="malformed record"):
+        evaluate_record(records[0])
+
+
+def test_rejects_duplicate_case_in_batch(records: list[dict]) -> None:
+    records[2]["case_id"] = records[1]["case_id"]
+    with pytest.raises(ValidationError, match="duplicate case_id"):
+        evaluate_records(records)
diff --git a/mkdocs.yml b/mkdocs.yml
index 81506de93..2e35dc4ac 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -114,6 +114,7 @@ nav:
     - Coding Agent: 75-example-coding-agent.md
     - Coding Agent (MoE): 76-example-coding-agent-moe.md
     - Multimodal QA: 80-example-multimodal-qa.md
+    - Semaprax Policy Evaluation: 86-example-semaprax.md
   - Community:
     - Contributing: community/contributing.md
 

From 83dee3cc21ab4ea3e2514a577d55c06da6f51ee5 Mon Sep 17 00:00:00 2001
From: Blue <3067670134@qq.com>
Date: Sat, 3 Oct 2026 22:07:46 +0800
Subject: [PATCH 2/3] docs(semaprax): keep example navigation additions
 independent

---
 mkdocs.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/mkdocs.yml b/mkdocs.yml
index 2e35dc4ac..b9b5f4a8c 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -113,8 +113,8 @@ nav:
     - LLM-in-Sandbox: 70-example-llm-in-sandbox.md
     - Coding Agent: 75-example-coding-agent.md
     - Coding Agent (MoE): 76-example-coding-agent-moe.md
-    - Multimodal QA: 80-example-multimodal-qa.md
     - Semaprax Policy Evaluation: 86-example-semaprax.md
+    - Multimodal QA: 80-example-multimodal-qa.md
   - Community:
     - Contributing: community/contributing.md
 

From fdba9b7c3fc99990b102f9de0e99f2c5a7c84511 Mon Sep 17 00:00:00 2001
From: Blue <3067670134@qq.com>
Date: Sat, 3 Oct 2026 23:45:14 +0800
Subject: [PATCH 3/3] fix(semaprax): validate traces and terminate failed
 publications

---
 examples/semaprax/evaluate.py       |  98 +++++++++++---------
 examples/semaprax/evaluator.py      |   7 +-
 examples/semaprax/test_evaluate.py  | 136 ++++++++++++++++++++++++++++
 examples/semaprax/test_evaluator.py |  25 +++++
 4 files changed, 222 insertions(+), 44 deletions(-)

diff --git a/examples/semaprax/evaluate.py b/examples/semaprax/evaluate.py
index 12dcd07e8..7f875d67c 100644
--- a/examples/semaprax/evaluate.py
+++ b/examples/semaprax/evaluate.py
@@ -66,49 +66,63 @@ def publish_records(
             ).json()[0]
             rollout_id = created["rollout_id"]
             rollout_ids.append(rollout_id)
-            _checked(active_client.patch(f"/api/rollouts/{rollout_id}", json={"status": {"state": "running"}}))
-
-            event_url = f"/api/rollouts/{rollout_id}/attempt/0/events"
-            event_payloads = (
-                (
-                    "semaprax_proposal",
-                    {
-                        "schema": record["proposal"]["schema"],
-                        "stable_action_id": record["proposal"]["stable_action_id"],
-                        "turn": record["proposal"]["turn"],
-                        "tool_id": record["proposal"]["tool_id"],
-                        "arguments_json": record["proposal"]["arguments_json"],
-                        "provider_response_digest": record["proposal"]["provider_response_digest"],
-                    },
-                ),
-                (
-                    "semaprax_decision",
-                    {
-                        "status": record["decision"]["status"],
-                        "trace_digest": record["decision"]["trace_digest"],
-                        "evidence_digest": record["decision"]["evidence_digest"],
-                    },
-                ),
-                ("semaprax_dispatch", record["dispatch"]),
-                (
-                    "semaprax_metrics",
-                    {
-                        "task_outcome": score.task_outcome,
-                        "policy_conformance": score.policy_conformance,
-                    },
-                ),
-                ("reward", {"value": score.reward}),
-            )
-            # Event POSTs are deliberately never retried: a transport failure may
-            # happen after the server committed a non-idempotent event.
-            for event_type, data in event_payloads:
-                _checked(active_client.post(event_url, json={"event_type": event_type, "data": data}))
-            _checked(
-                active_client.patch(
-                    f"/api/rollouts/{rollout_id}",
-                    json={"status": {"state": "succeeded", "last_attempt_id": "0"}},
+            try:
+                _checked(active_client.patch(f"/api/rollouts/{rollout_id}", json={"status": {"state": "running"}}))
+
+                event_url = f"/api/rollouts/{rollout_id}/attempt/0/events"
+                event_payloads = (
+                    (
+                        "semaprax_proposal",
+                        {
+                            "schema": record["proposal"]["schema"],
+                            "stable_action_id": record["proposal"]["stable_action_id"],
+                            "turn": record["proposal"]["turn"],
+                            "tool_id": record["proposal"]["tool_id"],
+                            "arguments_json": record["proposal"]["arguments_json"],
+                            "provider_response_digest": record["proposal"]["provider_response_digest"],
+                        },
+                    ),
+                    (
+                        "semaprax_decision",
+                        {
+                            "status": record["decision"]["status"],
+                            "trace_digest": record["decision"]["trace_digest"],
+                            "evidence_digest": record["decision"]["evidence_digest"],
+                        },
+                    ),
+                    ("semaprax_dispatch", record["dispatch"]),
+                    (
+                        "semaprax_metrics",
+                        {
+                            "task_outcome": score.task_outcome,
+                            "policy_conformance": score.policy_conformance,
+                        },
+                    ),
+                    ("reward", {"value": score.reward}),
+                )
+                # Event POSTs are deliberately never retried: a transport failure may
+                # happen after the server committed a non-idempotent event.
+                for event_type, data in event_payloads:
+                    _checked(active_client.post(event_url, json={"event_type": event_type, "data": data}))
+                _checked(
+                    active_client.patch(
+                        f"/api/rollouts/{rollout_id}",
+                        json={"status": {"state": "succeeded", "last_attempt_id": "0"}},
+                    )
                 )
-            )
+            except Exception as error:
+                # A success response can be lost after commit. The server rejects
+                # changing that terminal state; preserve the publication error.
+                try:
+                    _checked(
+                        active_client.patch(
+                            f"/api/rollouts/{rollout_id}",
+                            json={"status": {"state": "failed", "error_message": "Semaprax publication failed"}},
+                        )
+                    )
+                except Exception:
+                    error.add_note(f"Could not mark rollout {rollout_id} failed after publication failed.")
+                raise
     finally:
         if owned_client is not None:
             owned_client.close()
diff --git a/examples/semaprax/evaluator.py b/examples/semaprax/evaluator.py
index c8dad4597..a2c0990bc 100644
--- a/examples/semaprax/evaluator.py
+++ b/examples/semaprax/evaluator.py
@@ -239,13 +239,15 @@ def _evaluate_record(record: dict[str, Any]) -> Metrics:
         accepted = [
             event
             for event in policy_events
-            if event.get("kind") == "action_accepted" and event.get("tool_id") == TOOL_ID
+            if event.get("kind") == "action_accepted"
+            and (event.get("status") == "tool" or event.get("tool_id") is not None)
         ]
         authorized = [event for event in policy_events if event.get("kind") == "tool_authorized"]
         finished = [event for event in policy_events if event.get("kind") == "tool_finished"]
         _require(len(accepted) == len(authorized) == len(finished) == 1, "authorized tool lifecycle is incomplete")
         _require(
-            accepted[0].get("input_digest") == action_digest
+            accepted[0].get("tool_id") == TOOL_ID
+            and accepted[0].get("input_digest") == action_digest
             and accepted[0].get("turn") == turn
             and accepted[0].get("status") == "tool",
             "accepted action mismatch",
@@ -327,6 +329,7 @@ def evaluate_records(records: list[dict[str, Any]]) -> list[Metrics]:
     _require(isinstance(records, list), "records must be a list")
     case_ids = [record.get("case_id") for record in records if isinstance(record, dict)]
     _require(len(case_ids) == len(records), "record must be an object")
+    _require(all(isinstance(case_id, str) for case_id in case_ids), "case_id must be a string")
     _require(len(case_ids) == len(set(case_ids)), "duplicate case_id")
     _require(set(case_ids) == EXPECTED_CASES, "batch must contain exactly the three example cases")
     return [evaluate_record(record) for record in records]
diff --git a/examples/semaprax/test_evaluate.py b/examples/semaprax/test_evaluate.py
index 03220a8bf..ee9bd6297 100644
--- a/examples/semaprax/test_evaluate.py
+++ b/examples/semaprax/test_evaluate.py
@@ -129,3 +129,139 @@ def test_invalid_batch_makes_no_http_calls(records: list[dict]) -> None:
     with pytest.raises(ValidationError):
         publish_records(invalid, client=client)
     assert client.calls == []
+
+
+@pytest.mark.parametrize("case_id", [[], {}, None, 123, True])
+def test_non_string_case_id_makes_no_http_calls(records: list[dict], case_id: object) -> None:
+    client = _FailureClient()
+    records[0]["case_id"] = case_id
+    with pytest.raises(ValidationError, match="case_id must be a string"):
+        publish_records(records, client=client)
+    assert client.calls == []
+
+
+class _PublicationFailureClient:
+    """Inject failures around requests to the real in-process rollout store."""
+
+    def __init__(
+        self, client: TestClient, failure: str, cleanup_failure: str | None = None, failure_on_case: int = 0
+    ) -> None:
+        self.client = client
+        self.failure = failure
+        self.cleanup_failure = cleanup_failure
+        self.failure_on_case = failure_on_case
+        self.calls: list[tuple[str, str, Any]] = []
+        self.created_ids: list[str] = []
+        self.rollout_id: str | None = None
+        self.close_calls = 0
+
+    def _failure_response(self, method: str, url: str) -> httpx.Response:
+        return httpx.Response(503, request=httpx.Request(method, f"http://test{url}"))
+
+    def post(self, url: str, **kwargs: Any) -> httpx.Response:
+        self.calls.append(("POST", url, kwargs["json"]))
+        if url == "/api/rollouts":
+            response = self.client.post(url, **kwargs)
+            rollout_id = response.json()[0]["rollout_id"]
+            assert isinstance(rollout_id, str)
+            self.rollout_id = rollout_id
+            self.created_ids.append(rollout_id)
+            return response
+        should_fail = len(self.created_ids) - 1 == self.failure_on_case
+        if should_fail and self.failure == "event_http":
+            return self._failure_response("POST", url)
+        response = self.client.post(url, **kwargs)
+        if should_fail and self.failure == "event_transport_after_commit":
+            raise httpx.ReadTimeout("publication response lost", request=response.request)
+        return response
+
+    def patch(self, url: str, **kwargs: Any) -> httpx.Response:
+        self.calls.append(("PATCH", url, kwargs["json"]))
+        state = kwargs["json"]["status"]["state"]
+        if len(self.created_ids) - 1 != self.failure_on_case:
+            return self.client.patch(url, **kwargs)
+        if self.failure == f"{state}_http" or (state == "failed" and self.cleanup_failure == "http"):
+            return self._failure_response("PATCH", url)
+        if state == "failed" and self.cleanup_failure == "transport":
+            raise httpx.ConnectError("cleanup unavailable", request=httpx.Request("PATCH", f"http://test{url}"))
+        response = self.client.patch(url, **kwargs)
+        if state == "succeeded" and self.failure == "succeeded_transport_after_commit":
+            raise httpx.ReadTimeout("publication response lost", request=response.request)
+        return response
+
+    def close(self) -> None:
+        self.close_calls += 1
+
+
+@pytest.mark.parametrize(
+    ("failure", "expected_state", "expected_events"),
+    [
+        ("running_http", "failed", 0),
+        ("event_http", "failed", 0),
+        ("event_transport_after_commit", "failed", 1),
+        ("succeeded_http", "failed", 5),
+        ("succeeded_transport_after_commit", "succeeded", 5),
+    ],
+)
+def test_publication_failure_attempts_terminal_cleanup_without_event_retry(
+    records: list[dict], client: TestClient, failure: str, expected_state: str, expected_events: int
+) -> None:
+    failing = _PublicationFailureClient(client, failure)
+    error_type = httpx.ReadTimeout if "transport" in failure else httpx.HTTPStatusError
+    with pytest.raises(error_type):
+        publish_records(records, client=failing)
+
+    assert failing.rollout_id is not None
+    rollout_id = failing.rollout_id
+    rollout = client.get(f"/api/rollouts/{rollout_id}").json()["rollout"]
+    assert rollout["status"]["state"] == expected_state
+    assert len(_rollouts) == 1
+    events = client.get(f"/api/rollouts/{rollout_id}/events").json()
+    assert len(events) == expected_events
+    event_types = [
+        payload["event_type"] for method, url, payload in failing.calls if method == "POST" and "events" in url
+    ]
+    assert len(event_types) == len(set(event_types))
+    assert (
+        sum(method == "PATCH" and payload["status"]["state"] == "failed" for method, _, payload in failing.calls) == 1
+    )
+
+
+@pytest.mark.parametrize("cleanup_failure", ["http", "transport"])
+def test_failed_cleanup_preserves_original_publication_error(
+    records: list[dict], client: TestClient, cleanup_failure: str
+) -> None:
+    failing = _PublicationFailureClient(client, "event_http", cleanup_failure)
+    with pytest.raises(httpx.HTTPStatusError) as caught:
+        publish_records(records, client=failing)
+
+    assert failing.rollout_id is not None
+    assert caught.value.request.url.path == f"/api/rollouts/{failing.rollout_id}/attempt/0/events"
+    assert (
+        sum(method == "PATCH" and payload["status"]["state"] == "failed" for method, _, payload in failing.calls) == 1
+    )
+    assert [method for method, url, _ in failing.calls if "events" in url] == ["POST"]
+    assert any(failing.rollout_id in note for note in caught.value.__notes__)
+
+
+def test_later_publication_failure_preserves_prior_success(records: list[dict], client: TestClient) -> None:
+    failing = _PublicationFailureClient(client, "event_http", failure_on_case=1)
+    with pytest.raises(httpx.HTTPStatusError):
+        publish_records(records, client=failing)
+
+    assert len(failing.created_ids) == 2
+    states = [
+        client.get(f"/api/rollouts/{rollout_id}").json()["rollout"]["status"]["state"]
+        for rollout_id in failing.created_ids
+    ]
+    assert states == ["succeeded", "failed"]
+
+
+def test_owned_client_closes_after_publication_failure(
+    records: list[dict], client: TestClient, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    failing = _PublicationFailureClient(client, "event_http")
+    monkeypatch.setattr("examples.semaprax.evaluate.AgentLightningSyncClient", lambda **kwargs: failing)
+    with pytest.raises(httpx.HTTPStatusError):
+        publish_records(records, base_url="http://test", key=KEY)
+    assert failing.close_calls == 1
diff --git a/examples/semaprax/test_evaluator.py b/examples/semaprax/test_evaluator.py
index 01691e973..7051ad625 100644
--- a/examples/semaprax/test_evaluator.py
+++ b/examples/semaprax/test_evaluator.py
@@ -118,6 +118,24 @@ def test_rejects_duplicate_proposal_even_when_trace_is_resealed(records: list[di
         evaluate_record(record)
 
 
+@pytest.mark.parametrize("tool_id", ["fixture.other", None])
+def test_rejects_extra_tool_acceptance_when_trace_is_resealed(records: list[dict], tool_id: str | None) -> None:
+    record = copy.deepcopy(records[0])
+    trace = json.loads(record["decision"]["trace"])
+    accepted = next(
+        event for event in trace["events"] if event["kind"] == "action_accepted" and event["status"] == "tool"
+    )
+    extra = copy.deepcopy(accepted)
+    extra["tool_id"] = tool_id
+    trace["events"].insert(accepted["index"], extra)
+    for index, event in enumerate(trace["events"]):
+        event["index"] = index
+    _reseal_trace(record, trace)
+
+    with pytest.raises(ValidationError, match="authorized tool lifecycle is incomplete"):
+        evaluate_record(record)
+
+
 def test_rejects_resealed_run_id_and_event_status_tampering(records: list[dict]) -> None:
     run_id_record = copy.deepcopy(records[0])
     trace = json.loads(run_id_record["decision"]["trace"])
@@ -167,3 +185,10 @@ def test_rejects_duplicate_case_in_batch(records: list[dict]) -> None:
     records[2]["case_id"] = records[1]["case_id"]
     with pytest.raises(ValidationError, match="duplicate case_id"):
         evaluate_records(records)
+
+
+@pytest.mark.parametrize("case_id", [[], {}, None, 123, True])
+def test_rejects_non_string_case_id_before_batch_set(records: list[dict], case_id: object) -> None:
+    records[0]["case_id"] = case_id
+    with pytest.raises(ValidationError, match="case_id must be a string"):
+        evaluate_records(records)