Tool-Genesis: A Task-Driven Tool Creation Benchmark for Self-Evolving Language Agent
Tool-Genesis: A Task-Driven Tool Creation Benchmark for Self-Evolving Language Agent explores Tool-Genesis is a benchmark for evaluating the ability of self-evolving language agents to create and use tools from abstract requirements, highlighting current limitations in tool interface precision and executable logic.. Commercial viability score: 6/10 in Agents.
BUILDER'S SANDBOX
Build This Paper
Use an AI coding agent to implement this research.
OpenAI CodexAI Agent
Lightweight coding agent in your terminal.
Claude CodeAI Agent
Agentic coding tool for terminal workflows.
AntiGravity IDEScaffolding
AI agent mindset installer and workflow scaffolder.
CursorIDE
AI-first code editor built on VS Code.
VS CodeIDE
Free, open-source editor by Microsoft.
Recommended Stack
Startup Essentials
Estimated $10K - $14K over 6-10 weeks.
See exactly what it costs to build this -- with 3 comparable funded startups.
7-day free trial. Cancel anytime.
Discover the researchers behind this paper and find similar experts.
7-day free trial. Cancel anytime.
Related Papers
- Builds On ThisEvoTool: Self-Evolving Tool-Use Policy Optimization in LLM Agents via Blame-Aware Mutation and Diversity-Aware SelectionViability: 5.0
- Builds On ThisAgentic Tool Use in Large Language ModelsViability: 3.0
- Builds On ThisOpaqueToolsBench: Learning Nuances of Tool Behavior Through InteractionViability: 4.0
- Builds On ThisEvolving from Tool User to Creator via Training-Free Experience Reuse in Multimodal ReasoningViability: 5.0
- Builds On ThisAgentFactory: A Self-Evolving Framework Through Executable Subagent Accumulation and Reuse
Related Resources
- AgentSpeak(glossary)
- Mixture-of-Agents(glossary)
- Agents(glossary)
- What is the future of AI agents according to Nothing's CEO?(question)
- How do LLM efficiency advancements impact the development of AI agents?(question)
- How does AgentXRay contribute to the explainability of AI agents in complex decision-making processes?(question)
- Agents – Use Cases(use_case)