Princeton group open sources "SWE-agent", with 12.3% fix rate for GitHub issues

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  • SWE-agent

    SWE-agent takes a GitHub issue and tries to automatically fix it, using GPT-4, or your LM of choice. It solves 12.29% of bugs in the SWE-bench evaluation set and takes just 1.5 minutes to run.

  • Very neat. Uses the langchain method, here are some of the prompts:

    https://github.com/princeton-nlp/SWE-agent/blob/main/config/...

  • dspy

    DSPy: The framework for programming—not prompting—foundation models

  • DSPy is the best tool for optimizing prompts [0]: https://github.com/stanfordnlp/dspy

    Think of it as a meta-prompt optimizer, it uses a LLM to optimize your prompts, to optimize your LLM.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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