I think people can and should copy the full stack on top of open weights.
However, it is the case that other industries like 3d graphics and so forth have experienced a frontier shift so perhaps there’s still some advancement
Thanks. I'll stick with self-hosting.
to me they still are the only lab that ships fantastic models that are easily portable to different agentic harnesses. I use my codex subscription 24/7 within opencode and wingman and haven't had any complaints in a long time.
There are plenty of self-hostable models. Hell, there are now model-specific runtimes that make it easy to run big models on consumer hardware. Strata, just a couple days ago released, lets me run Qwen 3.8 Flash Next at home on a single 3090 at 90 tok/s.
So, yeah, I'll be passing on these "labs" walled gardens,
“My vibes don’t match a lot of the traditional A.I.-safety stuff,” Altman said. He insisted that he continued to prioritize these matters, but when pressed for specifics he was vague: “We still will run safety projects, or at least safety-adjacent projects.” When we asked to interview researchers at the company who were working on existential safety—the kinds of issues that could mean, as Altman once put it, “lights-out for all of us”—an OpenAI representative seemed confused. “What do you mean by ‘existential safety’?” he replied. “That’s not, like, a thing.”'
https://www.newyorker.com/magazine/2026/04/13/sam-altman-may...
It's a perfect communication of vibes, it's just the AIs' vibes not yours.
Am I criminally liable when my dot's "proactive research" is to break out of its sandbox and attempt to hack a government website?
1) are you rich?
2) are you useful to the present american government?
3) are you doing something that if stopped would break the AI buisness model
if you answered yes to more than one, you are not liable.
I like my work! That’s why I do it. I don’t want some third party to replicate my skills.
I know this ship has mostly sailed and my point is not about turning it back.
I just wonder where are other approaches to AI, in particular: tools focusing on skill enhancement.
I personally have very few "always on" things, because I don't think agents are at the point where they produce good enough work on their own to really justify it, but it's easy enough to add this so screw it, we'll see what the next two weeks brings.
The cost is going to be hard for many consumers to reconcile though. Free, Go, and Plus are probably the most popular consumer-facing plans, and Dots isn't available on any of those.
Who knows, maybe they think enterprise will pick up and run with Dots? Seems unlikely.
Altman shared a post yesterday that basically (I am ovrsimplifying) covered how the best coding, fastest, smartest models is less relevant than building generalist models because that's what builds a platform. Lots of reasons why, like how there's no stickiness for models which is a problem for monetization. They're also using these generalist models to then distill down to make other variants for specialized purposes.
So everything is about getting that huge collection of data and generalization.
> ...maybe they think enterprise will pick up and run with Dots? Seems unlikely.
Read the blurb about Microsoft and Agent 365 > We’re also working with Microsoft to integrate specialist dots with their enterprise governance and security controls in Agent 365. The goal is to let businesses manage dots through the Microsoft tools they already use.
Very, very likely targeting enterpriseGenuine question. I don't hold Copilot in high regard, but I know they're bigger than that one product.
Reality: there are some companies that are very, very particular about letting their data outside of their purview. Think Wall Street, private equity teams making deals, VC teams, corporate M&A teams, companies dealing with legal contracts, etc.
For these teams that are heavily vested in SharePoint, OneDrive, OneNote, Outlook, etc. specifically for their enterprise controls, there really isn't much option. They can't use a Grok Bot, can't use Muse, can't use many, many things because of the risk of data leaks that will literally be millions/billions of dollars on the line.
You look at the landscape of what's happening with OpenAI and Anthropic agents "escaping", leaving notes on how to hack their way out for the next agent, etc. and it's not very inspiring if you're a CISO/CIO/CTO at one of these firms.
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Conversations with your dot don’t count toward your ChatGPT usage limits. When you ask your dot to start or manage tasks in Codex or ChatGPT Work, those tasks count toward your usage limits as usual.
The surprise is your idea of "relatively cheap" is fungible.
The service WILL be astounding though, I can't deny that.