model-fitness-benchmark

Decide whether a candidate model is fit to run an agent stack, using hard oracles instead of vibes or vendor tables. Use when choosing between models for an orchestrator/router role, when a vendor benchmark says a model is good and you need to verify it on your own criteria, when a fine-tune needs a before/after that can actually move, or when a benchmark keeps returning the same score for every candidate.