Severe Performance Degradation in GPT-5.3-Codex - Model Effectively Crippled

Resolved 💬 9 comments Opened Feb 21, 2026 by ehgus8 Closed Feb 25, 2026
💡 Likely answer: A maintainer (github-actions[bot], contributor) responded on this thread — see the highlighted reply below.

Description:

Recently, GPT-5.3-Codex has experienced severe performance degradation, rendering the model effectively unusable.

The previous routing issue (forced downgrade to GPT-5.2) was only just resolved, yet now GPT-5.3 itself seems intentionally or excessively limited, significantly diminishing its capabilities.

Observed Issues:

  • Noticeable drop in response quality across the board (accuracy, creativity, context-awareness).
  • Drastic decline in the quality of code generation, undermining the primary utility of Codex.
  • The degradation is severe enough to liken the current model to having undergone a "frontal lobotomy," indicating extreme impairment in performance.

This abrupt degradation occurred without prior notice or explanation, representing yet another opaque and misleading decision from OpenAI that negatively impacts paying users.

Requested Actions:

  • Provide an official, transparent explanation for the performance degradation.
  • Immediately restore GPT-5.3-Codex to its original performance, or at least provide a clear timeline for restoration.
  • Commit to transparently communicating any future major changes in advance, allowing users time to prepare or opt-out.

This is a critical issue severely impacting numerous users. Immediate action and transparent communication are urgently required.

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9 Comments

github-actions[bot] contributor · 4 months ago

Potential duplicates detected. Please review them and close your issue if it is a duplicate.

  • #12225

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h-singh-alt · 4 months ago

+1 I just popped in to codex repo to see if anyone else has reported Codex issues. For me it has degraded to the point where it's basically unusable.

ehgus8 · 4 months ago

I noticed that Tibo recently tweeted on X about "amazing things coming for GPT-5.3-Codex over the next 10 weeks." I'm genuinely surprised—this isn't exactly the kind of "amazing" I expected. Could someone clarify the roadmap?

Is it going to be something like this?

  • Week 1: Significant reduction in performance (as if the model underwent a "frontal lobotomy").
  • Week 2: Restoration to original performance (so users who've adapted to the severely reduced performance feel an illusionary "improvement").

Could it be that the first two weeks were intentionally designed to set the stage for easy wins later?

Clarification on what's really happening would be greatly appreciated.

etraut-openai contributor · 4 months ago

I'm not aware of any changes we've made to the gpt-5.3-codex model or its hosting environment in the past week. Are you sure that you haven't made any configuration changes in the client (e.g. the reasoning effort setting)? Are you using any non-default config settings in config.toml?

If you observe this behavior again, please use the /feedback slash command to upload your logs and session details so we can investigate further.

ehgus8 · 4 months ago

@etraut-openai, Upon further investigation, I've observed that the performance degradation specifically occurs when using exec commands or running via the app server v2.
Interactions via the CLI environment seem unaffected.

This is particularly concerning when contrasted with Sam Altman's recent acquisition of OpenClaw.
On the surface, OpenAI claims to be making Codex more "Open" and externally accessible,
yet internally, the deliberate performance throttling suggests a "Closed" approach behind the scenes.

etraut-openai contributor · 4 months ago

@ehgus8, you said that you're seeing a performance degradation when using exec or app server. Can you be more specific? Do you have any non-default configuration settings defined in your config.toml file? If you see a behavior that you think looks off, please use the /feedback slash command to upload your logs and session details and post the thread ID so we can investigate further.

ehgus8 · 4 months ago

@etraut-openai, Thanks for the follow-up. Here are my current config.toml
settings that may be non-default:

  • model = "gpt-5.3-codex"
  • model_reasoning_effort = "xhigh"
  • personality = "pragmatic"
  • [notice] hide_full_access_warning = true
  • [tui] status_line = ["model-with-reasoning", "current-dir", "git-branch",

"five-hour-limit", "context-remaining"]

  • trust_level = "trusted" is set for my local project paths
leonardocouy · 4 months ago

Feeling the same in the last two weeks, some degradation is happening, and I have the Pro plan.

I stopped using Plan Mode because we agreed the plan and when switch to execute mode to implement, Codex ended up implementing totally in a different way (even it works in the end, but with bad code, no following the agreements we did in the plan)

etraut-openai contributor · 4 months ago

I've asked twice above for session details to be uploaded via the /feedback slash command. Without this, there's little or nothing I can do to investigate this further.

We haven't made any changes to the gpt-5.3-codex model since it was released. If you think you're experiencing a difference in behavior, that's likely caused by some configuration change or a change in how you're using the model (e.g. different problem type, different prompting style, different thread/context length, different configuration settings, etc.).