Who Need Help
OPENAI BUILD WEEK

Build feedback

Who Need Help was developed with the local Codex CLI authenticated through the builder's ChatGPT subscription. No OpenAI API key or usage-based API fallback is used.

Main Codex session ID
019f725d-87b5-79e1-8a9f-66e6eaffb35a

What Codex contributed

Product boundaries, architecture decisions, Phoenix contexts, migrations, LiveView flows, Docker/Helm packaging, and verification.

Human decisions retained

Safety policy, category approval, account moderation, public launch, and every production infrastructure change remain human-controlled.