Long-Running Codex Tasks Need a Runtime, Not a Longer Prompt
How to design Codex work that can run unattended, recover safely, and return evidence instead of an unfinished transcript.
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How to design Codex work that can run unattended, recover safely, and return evidence instead of an unfinished transcript.
A production coding agent is the model plus everything that makes its work bounded, repeatable, testable, and safe.
A practical validation stack for coding agents, from cheap deterministic checks to behavioral tests, graders, and human review.