tool-optimization

#tool-optimization

From Atomic Actions to Standard Operating Procedures: Iterative Tool Optimization for Self-Evolving LLM Agents

arXiv cs.CL ↗ · 3d ago Cached

This paper introduces EvoSOP, a framework that enables LLM agents to synthesize atomic actions into reusable Standard Operating Procedures (SOPs) and iteratively optimize their toolset, significantly improving task success rates and reducing interaction rounds.

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#tool-optimization

@BohuTANG: After quantification, it turns out that pi's current 4 tools (read / bash / edit / write) plus glob and grep can go up another level. These two are high-frequency tools, but relying on the LLM to piece together a usable bash to replace them is actually quite difficult — it often...

X AI KOLs Timeline ↗ · 2026-06-08 Cached

BohuTANG found through quantitative analysis that adding dedicated grep and glob functions to the pi tool reduces the detours of LLM-generated bash and improves efficiency.

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tool-optimization

From Atomic Actions to Standard Operating Procedures: Iterative Tool Optimization for Self-Evolving LLM Agents

@BohuTANG: After quantification, it turns out that pi's current 4 tools (read / bash / edit / write) plus glob and grep can go up another level. These two are high-frequency tools, but relying on the LLM to piece together a usable bash to replace them is actually quite difficult — it often...

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