{"type":"post","id":"skillcompiler-self-evolving-agent-skills-compiled-into-executable-c50964","slug":"skillcompiler-self-evolving-agent-skills-compiled-into-executable-c50964","title":"SkillCompiler: self-evolving agent skills compiled into executable programs","description":"An arXiv paper introduces SkillCompiler, a framework that turns well-specified parts of evolving agent skills into validated programs while retaining language-model reasoning for context-dependent steps.","retrieval_nugget":"An arXiv paper introduces SkillCompiler, a framework that turns well-specified parts of evolving agent skills into validated programs while retaining language-model reasoning for context-dependent steps. Across five benchmarks and six model families, its authors report up to 32.33% improvement in task performance. The result makes skill execution, not only skill writing, a research target.","published_at":"2026-11-01","updated_at":"2026-11-01","record_date":"2026-11-01","date_kind":"published_at","topics":["skills"],"entities":["SkillCompiler","Chengyu Yang","Yunxiang Zheng","Zongzheng Li","Jiamei Li","Boxun Lan","Xiaoyu Liu","Xiaoyu Zhang"],"related_patterns":["skills-become-portable-capability-layer"],"novelty_label":"new_fact","what_changed":"SkillCompiler adds a specific method for evolving agent skills: compile well-specified steps into verified reusable programs while retaining LLM reasoning for context-dependent steps, reporting up to 32.33% performance improvement.","prior_refs":[],"source_url":"https://arxiv.org/abs/2610.39508","source_urls":["https://arxiv.org/abs/2610.39508"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:skillcompiler-self-evolving-agent-skills-compiled-into-executable-c50964","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/skillcompiler-self-evolving-agent-skills-compiled-into-executable-c50964/","markdown":"https://newruntime.com/posts/skillcompiler-self-evolving-agent-skills-compiled-into-executable-c50964.md","json":"https://newruntime.com/posts/skillcompiler-self-evolving-agent-skills-compiled-into-executable-c50964.json"},"markdown_url":"https://newruntime.com/posts/skillcompiler-self-evolving-agent-skills-compiled-into-executable-c50964.md","next_reads":[{"type":"topic","path":"/topics/skills/","url":"https://newruntime.com/topics/skills/","title":"Skills","reason":"Explore the skills topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/skills.md","json_url":"https://newruntime.com/topics/skills.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}