Ublala Pung
1.8K posts

Ublala Pung
@pentestingnoot
lipschitz smooth brain, seeking mastery











@kareem_carr There was 0 human involvement. The prompt is in the report. The final answer by the model is in the report. And we have a (gpt-rewritten) CoT that we released.



Today, we share a breakthrough on the planar unit distance problem, a famous open question first posed by Paul Erdős in 1946. For nearly 80 years, mathematicians believed the best possible solutions looked roughly like square grids. An OpenAI model has now disproved that belief, discovering an entirely new family of constructions that performs better. This marks the first time AI has autonomously solved a prominent open problem central to a field of mathematics.


SF is not cut out for ruthless competition. Let me be clear > Data Markets Are For Losers The context monopolist does best vertically integrating or selling to one buyer. Context distribution has negative externalities and has incurable info asymmetry ZK doesn’t resolve


I forget if I've written up my college sumptuary law proposal, which is: banning schools from providing students with an on-campus standard of living higher than what the median graduate of that school can afford in their first year after finishing.


I suppose I'll be accused of being a leftist for saying this, but working professionals shouldn’t have to brown‑bag it to succeed in a modern society. I don't mean that in the “everyone deserves a pony” sense. I mean it in the “my car doesn’t sound right” sense.




we are offering discounted tokens and certainty on capacity availability in exchange for 1-3 year commits. we expect that the world will feel increasingly capacity constrained for the next while, as models continue to get much more useful.



Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deeply passionate about education and plan to resume my work on it in time.




I understand why many Asian families feel frustrated in elite admissions systems. In intensely competitive environments, there is a real perception — and sometimes evidence — that exceptional academic performance still does not guarantee admission. That feeling should not be dismissed. But admissions committees also confront another reality: if you have 100 applicants from privileged, high-performing educational pipelines with nearly identical scores, resumes, research access, tutoring, and opportunities, it is not irrational to also value the applicant who achieved similar academic success despite poverty, instability, underfunded schools, family hardship, or lack of institutional advantages. That is not abandoning merit. It is recognizing that achievement exists in context. And medicine especially is not merely selecting expert test takers. It is selecting future physicians who will care for human beings across every class, culture, language, and circumstance in society. The irony is that many people who defend “objective merit” often become deeply uncomfortable the moment merit is evaluated in anything broader than a percentile ranking.






