GitHub handoff for generated apps

A generated app should leave behind a repository that a human can inspect. That means clear file names, normal framework conventions, and commits that explain meaningful product changes.

Commit messages should describe the product movement, not the model activity. A future teammate needs to know what changed and why.

• Group related file changes together.
• Keep generated experiments separate from approved product work.
• Write short deployment notes when environment variables or services change.

A builder can help create the app without becoming required to run it forever. The deployment path should be standard enough for the team to keep operating the product.

Once the app is in GitHub, normal habits should work: review, branch, test, deploy, revert. That is the difference between a generated demo and generated software.