Opus 5 exploded my use of Codex, lol

Use this command in ChatGPT:

/visualize my codex usage

Not surprisingly, my use of Opus 5 (my main vibe coding driver) exploded my use of Codex because Codex is so solid on code reviews while Opus 5 is like a C- grad student that smokes too much weed.

Most of my usage comes from using codex on the CLI in Claude Code to check Opus's work, which 95% of the time has problems. FWIW, I'm so much more productive than I was a year ago!

Surely I can't be alone? Post your charts!

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the pairing works for me too, but i dont think its because codex is smarter. its that it isnt the author. i had opus write two things today and handed both to a separate agent whose only instruction was to try to kill them. it killed both, correctly. a model reviewing its own work mostly agrees with itself, becuase it shares the exact failure mode that produced the thing. one caveat on the 95% though, and im saying this as someone who got the number he asked for. a reviewer briefed to find problems will find problems. i told mine to default to refuting whenever it was unsure, which is what made it useful, but it also means my hit rate is measuring my instruction at least as much as its measuring opus. the signal id actually watch is the opposite one. when the checker starts agreeing with everything, thats usually not the code getting better, its the reviewer reasoning from the diff you handed it instead of from the thing itself.

Exactly how I use them together too, even made a video about it haha:

A nifty tool that calls the CLI and delegates to Codex:

Absolutely agree to this,

Codex have become so good now that i can trust it to do exactly what i would needed ai to do a year ago a true companion it have its downs but man it does its job so well,

the way i use it with all the mcps cloud services with gcloud read access its so powerful with its sidepanel browser use and computer use,

i have found so many bugs done a full automation end to end tests automated, have found errors an debugged many logical bugs

I definietely need to add codex to my ecosystem , bc Anthropic tokens are killing me.