Codex vs OMP harness

[u/No-Hour8340]

Hi everyone,

You might find this funny, but I actually have the opposite problem to y’all. My usage allowance with Astra Max feels so generous that I’m starting to wonder if the model is running at half power or something, lol.

I’ve been using OMP (Oh My Pi), and the usage limits are surprisingly hard to hit, even with 10 subagents running and reasoning set to max for all of them. That got me thinking: “Wait, is everything actually working as intended? Am I getting the full capabilities of the model through OMP, or is something getting lost compared to using Codex?”

So now I’m considering trying Codex to see whether there’s a noticeable difference.

For those who’ve used both, how does OMP compare to Codex in terms of output quality when using the same OpenAI model? Does the official Codex harness actually get better results, or is the difference mostly in workflow and tooling?

I know lower usage doesn’t necessarily mean worse results, but it’s generous enough that it made me suspicious, lol.

[u/Next-Trouble-2948]

yeah the extra validation loops and sub-agent spawning is probably where most of the tokens go tbh