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Just two factors can explain over 90% of a model's performance across 133 benchmarks, drastically simplifying evaluation processes.
Turns out, the terminal feedback your CLI agent throws away is actually a goldmine of dense supervision, allowing for significant performance gains and even self-improvement.
