Quick answer

AI Summary: Empowers autonomous agents to dynamically write, test, and deploy their own API tools in real-time, removing the limitation of developer-defined toolkits.

Paper2025-07-22•Source ↗•24 attns165 checkouts

Claim

AnyTool: Self-Reflective API Generation for Open-Ended Agentic AI

Authors

Discuss with Grok

Wei Chen·

Yujin Han·

Qingwen Bu

ABSTRACT

Current Agentic AI systems are constrained by the predefined set of tools provided by developers. We introduce AnyTool, a framework that grants agents the autonomy to dynamically generate, test, and refine their own Python-based API tools on the fly when confronting novel problems. By utilizing an isolated execution sandbox and a 'Self-Reflection' verification loop, the agent can scrape web documentation, write API wrappers, and debug the execution parameters without human intervention. Evaluations show AnyTool-equipped agents solve 58% more open-ended tasks than those limited to static tool libraries.

#agentic-ai/paper/year/2025 #agentic-ai/month/202507 #api-integration #agentic-ai/paper/month/202507 #agentic-ai/paper #agentic-ai/year/2025 #tool-use #agentic-ai 📋 al:agentic-ai-2025 #cs-cl

Review Snapshot

Explore ratings

4.6

★★★★★

5 ratings

5 star

60%

4 star

40%

3 star

2 star

1 star

Recommendation

100%

recommend this content.

Review this content

Share your opinion to help other learners triage faster.

Write a review

Invite a reviewer

Invite someone by email to share an invited review for AnyTool: Self-Reflective API Generation for Open-Ended Agentic AI.

Author Inquiries

Public questions about this content. Attendemia will route your question to the author. Vote on the most important ones. No guarantee of response.

Post an inquiry

Sort by: Most helpful