AI-Era Development Methodology & Culture

Development methodology guides organized by AI tool, covering practical workflows that leverage each tool's strengths.

• Loop Engineering

  ---

  How to design AI agent loops around triggers, verification, stopping conditions, and Human in the Loop escalation

• Loop Anatomy

  ---

  Audit autonomous loops through five actions, six components, and five failure modes

• SkillOpt Skill Optimization

  ---

  How SkillOpt trains skill documents with rollouts, reflection, bounded edits, and validation gates

• Claude Methodology Guide

  ---

  Long-form reasoning and Claude Code development practices - GitHub Copilot Methodology Guide

  ---

  ApplyTo, chat, and enterprise operation patterns