From prompting to looping: a new paradigm for agentic coding workflows

Short summary

The article argues that manual prompting is insufficient for serious agentic coding work and advocates for a loop-based paradigm using Claude Code primitives like /loop, /goal, and /schedule. Instead of re-prompting after each CI failure, developers define goals, verification steps, and stop conditions, then encode failure patterns into reusable skills. The approach is inspired by Anthropic's Claude Code team and applies to any agentic coding tool.

• •Loop-based agentic workflows replace manual re-prompting with automated goal-driven iteration
• •Skills encode failure patterns so the agent learns from each cycle
• •Developers shift from writing prompts to defining done-states, verification, and stop conditions

Generated with AI, which can make mistakes.