The Dark Factory Harness: Turning Autonomous Hill-Climbing into Autonomous Research
Autonomous ML experiment loops like autoresearch nail the primitives: edit, train, evaluate, keep or discard. But after 20 experiments, the agent is doing a random walk through code space. The fix isn't a better model, it's a better environment. Five principles for turning autonomous hill-climbing into autonomous research.
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