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An Anthropic engineer shares an autonomous code loop architecture that runs on a closed laptop, opening pull requests and running tests without chat prompts. The system uses a five-file folder with contract, schedule, rubrics, and state components, and a subscription window for Fable 5 reasoning loops closes on July 12.
This article explores research and development into making autonomous code improvement disciplined and enterprise-ready for long-horizon AI workflows.