You don't need deep coding knowledge to build an MVP with AI. This guide covers planning documents, AI role separation, and validation criteria — the practical end-to-end flow of vibe coding using ChatGPT, Claude Code, and Codex.
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Practical methodology documents on how to actually work alongside AI.
Focused on execution flow over theory.
Before building Commit Hero, I designed the judgment structure first. Running Deep Interviews to set direction, then defining scope through Plan, Design, and AGENTS.md before implementation — the experience confirmed that the human role in vibe coding is harness design, not coding.
Read the insight →Running Codex vibe coding practice revealed that AI coding agents move autonomously through the entire task when given a broad goal. The real capability in AI development is not prompt writing — it is designing the sequence of work, the permissions granted, and the stop conditions.
Read the insight →As AI tools multiply, role separation comes first. A new GPT window works as an external thinking space for divergence without inherited context, while Meta Chulbuji absorbs the results into existing projects as the operating HQ. The key was not blocking divergence, but building a structure that recovers it as an asset.
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