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Build a Capability Profile, Not a Leaderboard: A Multi-Axis Eval Harness in Python

Single scores hide the shape of what a model can do. Here is a ~120-line harness that reports per-axis accuracy, bootstrap confidence intervals and cost. Two models. One scores 0.675 on your eval, the other 0.713. A leaderboard ranks them, a slide deck calls it "roughly equal", and someone picks th…

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  1. 2026-10-31 10:58 · DEV Community — Machine Learning
    Build a Capability Profile, Not a Leaderboard: A Multi-Axis Eval Harness in Python

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