Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2504.06188.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

SkillFlow is an open multi-stage retrieval pipeline (dense retrieval, two cross-encoder rerankings, LLM selection) that pulls relevant skills from ~35K community-contributed SKILL.md files for coding agents. On SkillsBench it raises Pass@1 from 9.2% to 16.4%; on Terminal-Bench it shows high use but no gain, indicating corpus quality matters.

Concrete open-source retrieval stack for agent skill libraries, with measured gains and a candid null result on a second benchmark that exposes when retrieval alone is not enough.

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