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Is it agentic enough? Benchmarking open models on your own tooling

Researchers evaluated open LLMs on custom agentic benchmarks derived from popular developer tools like GitHub Copilot and ChatDev. The study found that even the best open models struggle with tasks requiring multi-step reasoning and tool integration. You can use these benchmarks to assess and improve your own agentic workflows.

Key takeaways
  • Open LLMs struggle with multi-step reasoning and tool integration.
  • Custom benchmarks from GitHub Copilot and ChatDev are available for evaluation.
  • Agentic workflows can be improved using these benchmarks.