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goal workflow

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Jun 26, 2026 · Fundamentals

Refactoring in the AI Era: Evolving Code for Cleanliness

The article explains how AI‑generated code often arrives as tangled, untested code, and shows how to apply classic refactoring principles—technical debt awareness, the Rule of Three, and a three‑step checklist—through the Goal Workflow /refactor and /smell skills, turning Fowler's book into an executable AI agent that diagnoses and cleans code automatically.

AI agentsAutomationRefactoring

0 likes · 18 min read

Refactoring in the AI Era: Evolving Code for Cleanliness

BirdNest Tech Talk

Jun 11, 2026 · Artificial Intelligence

Loop Engineering in Practice: Automating Eight Kuiniu Features with a Single /loop-it Command

The author demonstrates Loop Engineering by feeding a PRD to Claude Code, triggering a /loop-it command, and in one hour automatically creating, implementing, reviewing, and shipping eight GitHub issues for the Kuiniu tool, while detailing the concept, history, workflow design, state management, error recovery, and practical insights.

AI AutomationClaude CodeGitHub Issues

0 likes · 16 min read

Loop Engineering in Practice: Automating Eight Kuiniu Features with a Single /loop-it Command