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freedombenyesterday at 10:28 PM3 repliesview on HN

I haven't done a ton of testing due to cost, but so far I've actually gotten worse results with xhigh than high with gpt-5.1-codex-max. Made me wonder if it was somehow a PEBKAC error. Have you done much comparison between high and xhigh?


Replies

dudeinhawaiiyesterday at 10:55 PM

This is one of those areas where I think it's about the complexity of the task. What I mean is, if you set codex to xhigh by default, you're wasting compute. IF you're setting it at xhigh when troubleshooting a complex memory bug or something, you're presumably more likely to get a quality response.

I think in general, medium ends up being the best all-purpose setting while high+ are good for single task deep-drive. Or at least that has been my experience so far. You can theoretically let with work longer on a harder task as well.

A lot appears to depend on the problem and problem domain unfortunately.

I've used max in problem sets as diverse as "troubleshooting Cyberpunk mods" and figuring out a race condition in a server backend. In those cases, it did a pretty good job of exhausting available data (finding all available logs, digging into lua files), and narrowing a bug that every other model failed to get.

I guess in some sense you have to know from the onset that it's a "hard problem". That in and of itself is subjective.

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robotswantdatayesterday at 11:12 PM

For a few weeks the Codex model has been cursed. Recommend sticking with 5.1 high , 5.2 feels good too but early days

tekacsyesterday at 10:55 PM

I found the same with Max xhigh. To the point that I switched back to just 5.1 High from 5.1 Codex Max. Maybe I should’ve tried Max high first.