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Guide to Loop Engineering: How ‘autoresearch’ and ‘Bilevel Autoresearch’ Turn AI Agents Into Autonomous Machine Learning ML Research Loops

So what separates a real loop from a chatbot on repeat? Every reliable loop has three components. Each cycle runs one experiment. The agent reads the code, proposes a change, trains five minutes, then ...