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I often find myself delving into vendor code that is public methods but not necessarily advertised in their documentation.

I'm working on trying to figure out lang chain to basically feed it all my vendor and node module code and their respective docs, so basically hallucinating goes way down and the info is as fresh as my cron job to rebuild the langchain embeddings.

I'm doing this for laravel, filamentphp, livewire, alpinejs, vuejs, nextjs, react, svelte, typescript, and PHP docs as well, mostly just the docs... I'll probably work on limiting the info to the most important things or just docs for some of the things...

I'm then planning on having gpt agents specifically tuned to write unit tests another to write code, another to review the code another to run and validate the tests, another to model data and create migrations, etc ...

naked chatGPT can do a lot, adding custom embeddings changes it into a master of x topic and levels it up 10 fold.




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