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Add ECC Harness: phd_research_os/MEMORY.md

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+ # PhD Research OS — Persistent Memory Store
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+
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+ > Cross-session state for the ECC Harness. Updated by agent_os.py.
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+ > Each entry has a "Last Validated" marker.
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+
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+ ## Assumptions
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+
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+ | Key | Value | Last Validated | Category |
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+ |-----|-------|---------------|----------|
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+ | base_model | Qwen/Qwen2.5-3B-Instruct | 2026-04-23 | architecture |
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+ | training_dataset | nkshirsa/phd-research-os-sft-data | 2026-04-23 | architecture |
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+ | db_schema_version | 1.0 | 2026-04-23 | architecture |
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+ | fixed_point_scale | 1000 | 2026-04-23 | invariant |
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+ | regression_recall_threshold | 0.70 | 2026-04-23 | quality_gate |
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+ | regression_hallucination_max | 0.10 | 2026-04-23 | quality_gate |
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+ | regression_epistemic_accuracy | 0.60 | 2026-04-23 | quality_gate |
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+ | hypothesis_confidence_lock | always_low | 2026-04-23 | invariant |
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+
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+ ## Learned Patterns
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+
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+ (Populated by companion agents during postflight meta-learning)
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+
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+ ## Known Issues
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+ (Populated when agents encounter anomalies)