The Less I Type, the Better the Output: A Context Framework I Had Claude Design for AI Coding

Short summary

A framework for AI-assisted coding that reduces manual prompt writing by having models generate structured next-steps in NEXT_ACTION.md and NEXT_PROMPT.md files. Introduces decision prefix convention (決定:) to distinguish binding decisions from opinions, and review discipline requiring concrete failure scenarios for each comment. Targets four failure modes: agent drift, endless reviews, late course-correction, and rubber-stamp approvals.

• •Models write structured next-steps in NEXT_ACTION.md/NEXT_PROMPT.md; humans review rather than write prompts
• •Decision prefix convention (決定:) separates binding decisions from opinions requiring model evaluation
• •Review discipline mandates concrete failure scenarios for each comment, preventing rubber-stamp approvals

Generated with AI, which can make mistakes.