# The Menu Is an Execution Prior: State-Path Tool Menus for Online Agents > Source: > Published: 2026-09-11 07:58:36.349615+00:00 Agents & Inference [arXiv](https://arxiv.org/abs/2609.09395) ### The Menu Is an Execution Prior: State-Path Tool Menus for Online Agents Which summary reads better? Pick one — models revealed after.Both summaries are AI-generated. Summary A Language models can now successfully execute multi-step tasks with a tool menu limited to 32 tools, up from 128, achieving a higher online success rate of 0.898 compared to 0.737 previously, without requiring changes to the underlying agent, enabling more efficient and scalable deployment of LLMs in production environments. Summary B DeepSeek V3 quota or rate limit — check usage and plan. Original headline: The Menu Is an Execution Prior: State-Path Tool Menus for Online Agents 0 picks