Tech Stack Topic 14

Ensure evaluation harnesses measure confidence distributions across diverse multi-turn test sets rather than brittle point equality checks.

Capture complete prompt templates, model versions, temperature parameters, and retrieved chunk hashes for all inference payloads.

Enforce graceful degradation paths when latency spikes, model rate limits occur, or guardrails reject unsafe responses.