How to tackle unreliability of coding assistants

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  • outlines

    Structured Text Generation

  • I feel like the work on using CFGs with LLMs should be low-hanging fruit for improving code assistants, but perhaps someone more knowledgeable could chime in.

    At lot of the confabulations we see today - non-existent variables, imports and APIs, out-of-scope variables, etc - would seem (to me) to be meaningfully addressable with this technique.

    [1] https://github.com/outlines-dev/outlines

    [2] https://github.com/ggerganov/llama.cpp/pull/1773

    [3] https://www.reddit.com/r/LocalLLaMA/comments/156gu8c/d_const...

  • llama.cpp

    LLM inference in C/C++

  • I feel like the work on using CFGs with LLMs should be low-hanging fruit for improving code assistants, but perhaps someone more knowledgeable could chime in.

    At lot of the confabulations we see today - non-existent variables, imports and APIs, out-of-scope variables, etc - would seem (to me) to be meaningfully addressable with this technique.

    [1] https://github.com/outlines-dev/outlines

    [2] https://github.com/ggerganov/llama.cpp/pull/1773

    [3] https://www.reddit.com/r/LocalLLaMA/comments/156gu8c/d_const...

  • Scout Monitoring

    Free Django app performance insights with Scout Monitoring. Get Scout setup in minutes, and let us sweat the small stuff. A couple lines in settings.py is all you need to start monitoring your apps. Sign up for our free tier today.

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  • sysaidmin

    A GPT-powered sysadmin.

  • I decided to cut out the middleman:

    https://github.com/skorokithakis/sysaidmin/

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