Codex workflow regressions are consuming paid usage without delivering usable results #40965

I am reporting a serious workflow reliability problem with Codex that is causing direct operational loss.

I am using Codex for real production work across repositories, deployment workflows, and technical projects. Repeatedly, the agent has consumed substantial usage while taking retrograde or unnecessary actions, revisiting already-resolved approaches, creating conflicting directions, and failing to deliver a stable, usable end result.

The practical impact is not just inconvenience:

• Paid Codex/agentic usage is being consumed on work that has to be undone or repeated.
• I have hit usage limits during business hours while projects are still blocked.
• Time-sensitive project deadlines are being missed because the workflow is not converging.
• The lack of a clear boundary between advisory reasoning, execution, Codex, and other ChatGPT surfaces makes it difficult to know what is consuming usage and what environment is actually acting on the project.
• The product can appear to be progressing while in practice it is redoing work, changing direction, or regressing previously working states.

What I need is a concrete solution, not another workaround. At minimum, Codex should provide:

1. Clear disclosure before an agentic action consumes Codex/agent usage.
2. A persistent canonical project/repository context so the agent does not repeatedly rediscover or contradict prior decisions.
3. Stronger safeguards against modifying or replacing working solutions without explicit evidence that a change is necessary.
4. Reliable before/after evidence for repo, branch, files changed, tests, deploy state, and resulting URL/output.
5. Better visibility into usage consumption per task/session, especially when work is abandoned, reverted, or produces no usable outcome.
6. A reliable escalation path when paid usage is materially consumed by agent regressions.

I have also contacted OpenAI Support separately regarding the account/usage impact and requested review of the consumed usage and possible compensation or restoration. This GitHub issue is specifically to document the Codex product/workflow failure publicly and make it trackable.

The core issue is simple: for production work, "the agent tried" is not a successful outcome. Paid agentic usage should converge toward a verifiable result, not repeatedly consume time and credits while re-opening settled decisions.