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Care to share what made it complex? My comment above was most likely ignorant, but my general thought was to write some header prompt about available actions that the LLM could map to, and then ask it if a given input text matches to a pre-defined action. Much like what TypeChat does.

Does this sound similar enough to what you were doing? Was there something difficult in this that you could explain?

Aside from being completely hand-wavey in my hypothetical guess-timated implementation, i had figured the most difficult part would be piping complex actions together. "Remind me tomorrow about any events i have on my calendar" would be a conditional action based on lookups, etc - so order of operations would also have to be parsed somehow. I suspect a looping "thinking" mechanism would be necessary, and while i know that's not a novel idea i am unsure if i would nonetheless have to reinvent it in my own tech for the way i wanted to deploy.




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