Instruction Review

Review AI-facing instruction files for routing precision, behavioral signal, output contracts, failure handling, grounding, and score stability. Do not score ordinary docs or source code.

Read first

• references/scoring-rubric.md for gates, 0-10 bands, caps, confidence, and output schema.
• references/model-resolution.md for model alias mapping and fallback rules.
• references/calibration.md only when a score is borderline or confidence is low.
• references/models/<family>.md only after model family resolution.

Accepted inputs

The user may pass: