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Token efficient source code representation using virtual filesystem

github.com

2 points by kirby88 3 months ago · 4 comments

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kirby88OP 3 months ago

Using a virtual filesystem to minify source code and let the LLM evolve in the minified space gives surprisingly good results and reduce tokens by 20 to 40% (depends on the language, python for instance)

muyuu 3 months ago

sounds interesting and i don't want to sound negative, but i'm not going to install software of this nature that is closed source

  • kirby88OP 3 months ago

    Claude code is closed source as well (at least before the leak). But point taken thank you.

    • muyuu 3 months ago

      I don't use Claude Code either in fairness, but when I buy tokens from them that's an exposure I already have. These days I use opencode and I work local first with the models, then remote models as fallback. GPT and Gemini have been giving me better results than Opus for a while.

      Would you install someone else's binary blob to give it those much permissions and your API keys? The measures required to run that somewhat trustless complicate things a lot.

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