RESOURCE2SKILL turns multimodal resources into executable agent skills

microsoft · hf · 2026-07-20

Microsoft and collaborators introduce **RESOURCE2SKILL**, a framework that distills multimodal human resources—tutorial videos, repositories, articles, and reference artifacts—into executable skills for software agents. - It organizes skills into a hierarchical **multimodal Skill Wiki**. - Each entry combines structured text, code, visual examples, metadata, and provenance so agents can reuse complementary signals from different sources. - At inference time, agents retrieve and compose skills from the wiki; if coverage is insufficient, the same operator can acquire new skills online. - Across seven practical authoring domains, the method improves average overall score by **+11.9 points** over no-skill agents and beats strong harness baselines in **26 of 28** main-aggregate model-domain cells. - Ablations show gains from multimodal format, hierarchy, source diversity, selection strategy, and online acquisition.

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