The agent reads program.md -- the "research org code" -- which contains comprehensive instructions for autonomous operation. It edits kernel.py one kernel at a time, runs bench.py (fixed benchmark with 5-stage correctness checks + roofline analysis), and either keeps or reverts the change. The orchestrator decides when to move to the next kernel using Amdahl's law.
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