ctlllll/LLM-ToolMaker resource

Health v2 · maintenance only

Flags: no_releases no_license

Adoption not part of the score

1064 stars · 97 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Research code for the LATM (LLMs as Tool Makers) framework, where a powerful LLM writes reusable Python tool functions and a cheaper LLM uses them for problem-solving. It accompanies an arXiv paper and is validated on complex reasoning tasks including Big-Bench.

Use cases

• reproduce the LATM tool-making experiment
• let an LLM create its own reusable tools
• reduce inference cost by pairing GPT-4 tool maker with GPT-3.5 tool user
• evaluate LLMs on Big-Bench reasoning tasks
• explore closed-loop tool generation for agents

When to choose

• you want to experiment with or extend the LATM paper's approach
• you need a reference implementation of LLM tool creation and reuse
• you're researching cost-efficient LLM agent pipelines

When to avoid

• you need a production-ready agent framework
• you want a maintained library with a license and support
• you need tool-making without access to OpenAI GPT models

Facets

learning-resource · maturity experimental

agent-framework llm-inference machine-learning artificial-intelligence large-language-models python cross-platform latm tool-making llm-agents research-paper big-bench reasoning jupyter-notebook code-generation ai-agents research

Member repositories

For agents

markdown · JSON · MCP: product_card(name="ctlllll/LLM-ToolMaker")