Automating agentic workflows with Claude Code verification loops

Claude Code allows developers to transition from manual, step-by-step prompting to autonomous "loop engineering" by codifying repetitive verification tasks into reusable skills. These loops operate on a generate-evaluate-retry-done pattern, where the agent produces code, runs deterministic checks via hooks, and automatically iterates until the output meets defined acceptance criteria. By capturing manual QA steps as structured skills, developers ensure consistent quality without needing to babysit every iteration. Source

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