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I've been working on this for the past month, and in its current state it runs some actions, but it's very context-dependent.

For example, if I'm on a GitHub page and I say "clone this git repo," it works pretty flawlessly (git clones the repo in a scratch directory you set up in the settings), but if I'm reading a blog which references a git repo, it sometimes gets confused (may try to "clone" the blog URL for example), so I'm working through a few solutions, while trying to avoid multi-shot prompting.

A lot of this involves pretty par for the course data cleaning. For example, you'd turn the user query into an embedding which you then compare to a few "contexts" (git workflows, research, creative work) to see which one matches it best, and then prune the raw screen data per that context, removing (or de-emphasizing) non-context-relevant information. So, in the above case, if I'm trying to clone a git repo, I don't care about non-git URLs (we can mask them, remove them, or whatever). Then, we feed the sanitized context to the LLM. Et VoilĂ  !




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