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This skill makes every significant code modification a chance to build genuine understanding. After creating new files, altering schemas, or refactoring, it offers a short exercise that pauses for the developer's prediction, then compares it to the actual behavior. The approach addresses the AI productivity trap—fast output without deep learning. An accompanying orient skill generates a repo-specific guide, so new team members can quickly build a mental model of the codebase. The pair helps AI-assisted developers, new hires, and tech leads turn shipping into deliberate skill development.
WHO IT'S FOR
AI-Assisted Coding Developers
develop skills during AI-assisted coding
Technical Leads / Engineering Managers
guide team skill growth with AI tools
Onboarding Mentors / Codebase Guides
create orientation resources for new members
Developer Education / Training Specialists
design deliberate practice exercises for developers
Compatible AgentsThe repository documents support for these agents. The skills may also work with other agents that can load SKILL.md files, but they may need some setup or small changes.