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An autonomous agent runs a 10-minute inspect-and-fix loop continuously. It's already completed ten cycles and accumulated 100 hours of runtime in three days, with only high-level objectives: higher performance, faster speed, lower cost, no over-engineering. The target is twenty cycles minimum.

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