The eval said fail. The baseline said the eval was wrong.

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A 25-hour, $100+ SFT run on Qwen2.5-Coder-32B came back with a FAIL verdict. Before retraining, we measured the un-tuned baseline against the same harness — and found the pass threshold had never been reachable by anything. Recalibrated the gate with real numbers, fixed a real publish bug, recovered the already-trained model with zero retraining, and made everything — weights and data — public by…

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