noticed my agent's debugging speed depends less on the model and more on what our error messages say

Agent transcripts show that failures with concrete values and IDs lead to direct fixes, while vague errors like 'Error: operation failed' cause guessing and extra print statements. Better error messages can speed up agent debugging even with the same model.