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Skill Adaptation Loop for New Models

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Matt Shumer
Contributed byMatt ShumerXSource

Aug 7, 2026

Skill Adaptation Loop for New Models A loop-based workflow to update and benchmark skills for a new AI model, using blind comparison and iteration to ensure improvement.

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Write a loop (have a model do this!) that has Opus 5: - do a first update pass on your skills to make them better for Opus 5 - creates a suite of test tasks for each skill, like a benchmark - runs each test task on Opus 5 with the new skill, and Opus 4.8 with the old one - has a separate model blind-compare the outcomes (Gauntlet Loop-style) - repeatedly iterate until Opus 5 + updated skills is consistently better on the suites than Opus 4.8 + old skills

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References

Categories:productivity| twitter| gauntlet-loop| skill-update

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