Abstract diagram of an agent loop with tool calls, scratchpad, and termination gates.

Claude Loop Engineering: Designing Agentic Workflows That Actually Converge

Claude loop engineering is the practice of building bounded, observable, tool-using agentic workflows on top of Anthropic’s Claude. This post covers loop anatomy, stop conditions, tool design, and the production patterns that keep agents from drifting, looping forever, or burning budget.

September 5, 2026 · 11 min · 2230 words · martinuke0
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