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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.
David Sacks argues that AI's automation of coding has led to a surge in code creation and increased demand for software engineers, challenging the narrative that AI will cause mass job loss.
gnhf is an open-source tool that lets AI agents automatically loop through code modifications, generate Git commits, handle errors, and record progress while you sleep. It supports multiple AI models (e.g., Claude Code, Codex) and multi-agent parallel work.