Docs/ccalf framework v1 - #5
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Integrates nx-search (external long-term memory) with Jarvis Memory Board (internal working memory) to create complete AI memory architecture. Features: - NxSearchClient: Python wrapper for nx-search CLI - Extended MemoryType with "external_context" for filesystem evidence - New API endpoints: - POST /api/jarvis/memory/external-search (search + auto-promote) - GET /api/jarvis/memory/unified (search both memory systems) - POST /api/jarvis/memory/promote (promote specific results) - Filesystem evidence linking with confidence scoring - Memory hierarchy: working memory + long-term memory + promotion - Comprehensive test coverage (6 tests passing) Benefits: - AI gains situational awareness across entire filesystem - Important findings preserved with provenance in structured memory - Clear separation between working and long-term memory - Automatic evidence linking between filesystem and memory systems Generated with [Devin](https://devin.ai) Co-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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