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Finalize: VeritasLayer integration and pathing

Fix: AtomicCore implementation and module pathing

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Finalize Vitalis Core: Ocean UI & Truth-Aware Logic

feat: implement hot-ingestion daemon and tactical state-responder plugin

feat: finalize app.py integrity guard and retrieval logic

feat: finalize integrity warden and faiss-lite high-performance indexing

feat: implement cryptographic integrity, DAG-reasoning engine, and JIT-optimized generative backbone

feat: upgrade Tier 1 foundation to opt-125m pre-trained generative checkpoint

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feat: implement native standard-library file system watcher daemon

feat: implement runtime hot-ingestion API endpoint to bypass engine downtime

feat: complete visual free-energy water ripple rendering pipeline

feat: expose sovereign retrieval matrix and explainable tracking roots via Flask API

feat: integrate structural self-study loop with explainable temporal tracking anchors

feat: complete robust multi-format ingestion module with structural fallback tracking

chore: extend exclusion matrix for runtime assets and state logs

fix: integrate absolute directory resolution into core memory engine

chore: deploy streamlined sovereign stack core architecture

feat: implement sovereign teacher-forcing training loop

feat: hard-sync reasoning modules

feat: integrate production-grade FAISS MemoryEngine and services singleton

fix: move import inside class to bypass interpreter scan

fix: resolve directory structure and lazy import logic

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fix: correctly order imports in app.py

fix: force dependencies and runtime faiss verification

fix: add faiss-cpu to requirements

fix: resolve dependency sync and update requirements

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Fix: Inject sentence-transformers dependency for memory_engine.py

Chore: Deploy minimal infrastructure test to resolve dependency conflict

Chore: Temporarily hide metadata to bypass build conflict