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Apple Machine Learning Research
How Much of a Harness Does a Strong Agent Need for Autonomous ML Engineering?
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How Much of a Harness Does a Strong Agent Need for Autonomous ML Engineering?
A study examines how much infrastructure autonomous machine-learning engineering agents need, against a backdrop of progress on public leaderboards and concerns about stagnation over long task cycles. It considers whether increasingly elaborate setups, including multi-agent orchestrators and retrieval subagents, are necessary.