EvoSkill v2: Fully Agentic Skill Evolution from Benchmark Adaptation to a Stateful Evolver
Skill evolution with model and harness held fixed.
3 items · 2 sources · 3 days
Operational story trace
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Latest change
ScienceCUA (Nov 2) builds skills from software manuals and web pages and refines them from execution feedback for scientific computer-use agents.
EvoSkill v2 (Oct 19) evolves agent skills, meaning instructions, without touching the model or harness. A Oct 26 paper extended this to coding agents with hierarchical skills.
Arc
Skill evolution with model and harness held fixed.
Adds hierarchy to disentangle reusable experience from repo context.
Extends skill construction to documentation-driven scientific software.
Skill evolution with model and harness held fixed.
Adds hierarchy to disentangle reusable experience from repo context.
Extends skill construction to documentation-driven scientific software.
What to watch — open questions
Storylines are threaded mechanically from the feed: stories that share a distinctive anchor across multiple days and sources. Each item links to its original source. The evidence trace, current state, and open questions are written by the editor routine and refreshed whenever a new beat lands.