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just add if tried x tries and still doesn't work ask for help. and you just created a junior dev.

Then you automatically fine-tune on the manual answers provided, so the junior dev learns and can be promoted.

Then you modify the system prompt to act as a Socratic tutor and you've created a Lead Engineer.