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I have Custom Instructions that can get ignored in a chat.

If I want control over the outcome or am doing anything remotely complex, I make a GPT and provide knowledge files, and if there is an API I want to use and it’s huge, I will chop it down with Swagger Editor or another custom GPT (grab the GET operations…) and make Actions.

This leads me to chaining agents with a specialty; the third party API, the general requirement, the first-party API, and code generators with knowledge for documentation and example code.

I chain these together with @ and go directly to town with run, eval, enhance, check-in loops.

I have turned out MVPs in multiple languages for a bake-off in the time it might have taken to select the first toolkit for evaluation. We’re running boiler plate example code tweaked to purpose. With 4o, the memory and consistency is really improved. It’s not a full rewrite every time, it’s honoring atomic requests.



Sounds amazing, do you have some code or GitHub repo so I can recreate something like that?



Would really like to see this in action! Do you have a tutorial?


I've been streaming bits and pieces of it, but I have not done a walk through since it moves so fast and so so many people are fighting for views.

There are so many moving pieces and they are all unique to the challenge.


Fair enough!




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