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Dev.to · snazar
2mo ago
An ablation study on security outcomes: Which parts of an AI skill actually matter?
We removed one constraint at a time from the top-scoring AI skill to prove exactly which format rules provide security — and which explicit rules backfire.
Dev.to · snazar
2mo ago
We tested 5 AI commit-message skills on security. 3 made things worse.
We measured "lift" for 5 open-source Claude Code skills. Only 2 improved security outcomes over baseline — and the winner had zero security rules.
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