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Microsoft SkillOpt — agent skills that rewrite themselves against benchmarks

marc.kaz · 2026-07-21T18:35:27.000Z · in AI Saves, Vol. 8
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100k ft — What is this?

Microsoft SkillOpt — agent skills that rewrite themselves against benchmarks
repoS-tier

50k ft — Why care?

Microsoft open-sourced SkillOpt: a base model runs a task, an optimizer rewrites the skill instructions from results, successful paths are separated from failures, and edits that don't beat the benchmark are auto-rejected. Claimed to beat hand-written prompts and TextGrad and to transfer across models.
agentsopen sourceprompt engineering

10k ft — Key takeaways

• Gate every rewrite on beating the benchmark. • Model-agnostic, so optimized skills port across providers. • Treat skill instructions like trainable parameters with an eval set. • link: https://github.com/microsoft/SkillOpt

5k ft — Tools & techniques

SkillOpt AI agents, automatic prompt optimization, benchmark-gated edits

1k ft — Deep-dive / try it

🚨 MICROSOFT OPEN-SOURCED SELF-EVOLVING AGENT SKILLS SkillOpt lets skills improve themselves. A base model runs the task, an optimizer rewrites the instructions based on results. Ships with: • Isolates successful paths from failures • Auto-rejects edits that don’t beat the benchmark • Beats hand-crafted prompts and TextGrad • Zero lock-in, transfers to any model 100% free. Open source. 👉 https://github.com/microsoft/SkillOpt Who’s evolving their agent skills today? Drop a 🔥
Transcript excerpt
What's up guys, so Microsoft just open-sourced self-evolving agent skills Okay skills that improve themselves the same way you train an AI model So no more guessing whether your prompt tweaks helped again very fun open source hundred percent free Someone can use this It optimizes the outputs and evaluates them and rewrites the instructions themselves, you know It's ages. There's agent skill builder, dude. Come on now

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Collection: AI Saves, Vol. 8