What I Want From Codex

Codex is most useful when I treat it like a capable collaborator, not a vending machine.

The better I describe the project constraints, the better the results become. The more I preserve context in READMEs, checklists, and changelogs, the less likely future work is to drift.

The pattern is becoming clear:

  • ChatGPT helps shape the architecture and intent.
  • Codex helps work directly in the repository.
  • GitHub preserves the history.
  • Testing keeps everyone honest.

That workflow is still evolving, but it already feels like a real shift.

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