developer tools
The Skill Learned What the Brief Forgot
SkillAlchemy searches open-world sources for requirements omitted by an underspecified skill brief.
Summary
SkillAlchemy searches open-world sources for requirements omitted by an underspecified skill brief.
Across 87 SkillsBench tasks, its source-grounded skill packages improved pass rate 19.9 points over no-skill execution and 8.6 points over the strongest automated baseline, while performing comparably to human-curated skills. The system admits procedures only at the scope supported by evidence.
Why it matters
SkillAlchemy searches open-world sources for requirements omitted by an underspecified skill brief.
Limits and context
- The system admits procedures only at the scope supported by evidence.
Key claims
SkillAlchemy searches open-world sources for requirements omitted by an underspecified skill brief.
Qualification: The system admits procedures only at the scope supported by evidence.
Evidence: source-2026-08-25-004
Sources
- arXiv preprint 2608.23417arXiv · primary research
Corrections
No corrections have been recorded for this story.