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aorwall authored Nov 17, 2024
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# Moatless Tools
Moatless Tools is a hobby project where I experiment with some ideas I have about how LLMs can be used to edit code in large existing codebases. I believe that rather than relying on an agent to reason its way to a solution, it is crucial to build good tools to insert the right context into the prompt and handle the response.

_Right now I'm focusing on [moatless-tree-search](https://github.com/aorwall/moatless-tree-search), an extended version of moatless-tools that builds a tree structure of nodes with parallel solutions and uses tree search to find the optimal trajectory. The code in moatless-tools has been simplified and is now a streamlined version of this expanded codebase.
_Right now I'm focusing on [moatless-tree-search](https://github.com/aorwall/moatless-tree-search), an extended version of moatless-tools that builds a tree structure of nodes with parallel solutions and uses tree search to find the optimal trajectory. The code in moatless-tools has been simplified and is now a streamlined version of this expanded codebase._

## SWE-Bench
I use the [SWE-bench benchmark](https://www.swebench.com/) as a way to verify my ideas and am currently sharing the sixth place on the SWE-Bench Lite Leaderboard.
I use the [SWE-bench benchmark](https://www.swebench.com/) as a way to verify my ideas.

### Version 0.0.3: Claude 3.5 Sonnet v20241022
With version 0.0.3 I get 38.3% solve rate with Claude 3.5 Sonnet v20241022. Average cost per instance is $0.30.
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