> I assumed it kept using the code the Codex models wrote. I was wrong. Opus 5.5 started from scratch. It got further than Astra in 1/10th the time.

Ouch, that is brutal and honestly, quite embarrassing but confirms what I have been seeing for a while. Personally, I find output from current OpenAI models still very hard to parse (though it has gotten better vs the pre-trains from both labs in mid/late 2025), thus hard to truly understand, verify and get comfortable maintaining vs current Anthropic models. I do occasionally see a higher ceiling in well scoped tasks with OpenAI models at the cost of (frequently) deviating from the original prompt in (sometimes) very destructive ways.

Could be that this hard-to-read output doesn't just go over my limited capacity/skills but with current models can become simply impossible to untangle beyond a certain size even when one has (essentially) infinite resources via multiple subs and different models.

Would also work with my suspicions for why OpenClaw (mainly build with Opus 4.5 and its post-trains) has been this hard to truly "fix", requiring highly paid Nvidia engineers, multiple months, (literally) infinite resources from OpenAI including access to internal models and yet still holds records for CVEs. Heck, another one was found just 7 days ago after what I'd argue was one of the most extensive hardening sessions any piece of software has ever undergone.

Makes my (multiple) decisions to start from scratch more than once on a major reworking of the existing tabbing interface in Firefox a bit less painful. Learned with each, found gaps in my knowledge, thanked the amazing docs the Firefox devs have been maintaining for decades and while starting from 0 was painful, getting back to MVP is easier than ever. When I hit a point were I was starting to struggle to truly parse additions a model was making to the patches applied to Firefox source code (even if they worked), I always found that pushing even slightly beyond that would incur painful, but hard to notice regressions, introduce major DB maintenance burdens as some models struggle to understand that in development regressions and incompatibility are acceptable and schema transitions aren't needed pre-release (still a case with GPT-6.1 Sol, less so post Fable for Anthropic), make me uncomfortable concerning privacy/security/data loss prevention (especially as I have seen Fable 5 cut some privacy/proper data removal corners in simple CRUD) and simply take away my control about the implementation. Wouldn't feel right to release something in that state, what I have now is fully understandable and thus could be maintained even without models.

Still expecting bugs of course, massively dreading security findings or even worse, possible data loss given browsers handle some of our most important personal+professional data and will surely have taken some embarrassing approaches that might have a much more performant solutions when implementing an infinite canvas of webpages, but still, rather that then also knowing I wouldn't even know where to start understanding a feature.

More so if, like with ts-rust, even (nearly) infinite tokens couldn't get me unstuck.

I think it's hard to know what to make of that. Observations with little insight.

Maybe it just needed to be prompted differently? Maybe Astra starting from scratch could have done it? Maybe Opus was somehow trained more on the Golang implementation.

It's curious, but again little insights.

> Ouch, that is brutal and honestly, quite embarrassing but confirms what I have been seeing for a while.

What's most interesting is that Opus wasn't told to toss out the Codex crap. It decided to do that on its own. Which might mean that LLMs are actually getting a reasonable taste.

I've seen on youtube that some guy implemnted game engine with Astra and Claude. Astra wasn't really given fair chance because it didn't decide to work as long as Claude and the guy didn't force it. But still, scripting code within the engine that came from Astra was chaotic, messy, piling up things, but the code that Claude made looked downright pleasant.