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I think the two-layer approach is worthwhile if only for limiting tokens!

Here’s an example of what I mean:

https://github.com/williamcotton/transynthetical-engine#brow...

By keeping the main discourse between the user and the LLM from containing all of the generated code and instead just using that main “thread” to orchestrate instructions to write code it allows for more back-and-forth.

It’s a good technique in general!

I’m still too paranoid to execute instructions via email without a very limited set of abilities!



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