Two-stage LLM-based Text-to-SQL framework with schema retrieval, SQL validation, and self-correction.
Local LLM + RAG knowledge assistant with structured ingestion, typed metadata, and reproducible indexing (Python).
Constraint Alignment System — multi-domain constraint health engine mapping admissibility, structure, circulation, transfer, and pressure to a unified CAS state.
A minimal protocol for AI systems that serve real people — the header-footer alignment surface and Surface Trust.
Five-layer structural claim auditor. Asks: what breaks first, and was that break declared before movement? Outputs ADVANCE / REPAIR / HOLD / BLOCK.
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