Candidate Audit

Before reading the worked example, calculate the budget. For A, B and C record total fit, per-block fit/review inclusion, source fidelity, unsupported claims and authority. Preserve exact failure reasons. Write a corrected proposal and distinguish evidence from inference. Do not convert the number of passing checks into a general model-quality score.

Continue with the guided lab. Consult calibration only after preserving an attempt.