These are not notes. They are constraints. Determinism over probability. Structure over heuristics. Traceability over convenience.
Statistical proxy monitoring for RAG retrieval drift — detects distribution shift in query embeddings before ground-truth labels are available.
Similarity retrieval can propose candidate clauses. It cannot serve as the final decision layer in a system that must be auditable, reproducible, and deterministic.
Analyzing the trade-offs between rigid schemas (Data Contracts) and flexible NoSQL in production environments.
These records are written to invite disagreement at the system-design level. If that is the conversation, start there.