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A developer shares how visualizing failure clusters across many agent runs changed their debugging approach, emphasizing the need for a feedback loop so agents learn from past mistakes rather than treating failures as isolated bugs. The post highlights manual workarounds and a platform called BentoLabs that implements closed-loop improvement.