SkillSmith automatically constructs and evolves skills for a frozen local agent using cloud-agent exploration and local failure feedback, lifting Qwen3.6-27B pass rates from 36.3% to 78.6% on AppWorld-Normal.
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SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution
SkillSmith automatically constructs and evolves skills for a frozen local agent using cloud-agent exploration and local failure feedback, lifting Qwen3.6-27B pass rates from 36.3% to 78.6% on AppWorld-Normal.