Super Dario

1) what

In December, President Trump signed an Executive Order tasking us with the development of a national framework for AI, what he called “One Rulebook.” This was in response to a growing patchwork of 50 different state regulatory regimes that threaten to stifle innovation and jeopardize America’s lead in the AI race. Today we are releasing that framework. It will help parents safeguard their children from online harm, shield communities from higher electric bills, protect our First Amendment rights from AI censorship, and ensure that all Americans benefit from this transformative technology. We look forward to working with our colleagues in Congress to turn the principles we are announcing today into legislation. whitehouse.gov/articles/2026/…

people are taking this the wrong way. look at it like this: Composer 1. DeepSeek (probably) Composer 2. Kimi (certainly) Composer 3. likely will be the first frontier base model pretrained from scratch for a single domain (coding) it’s a scary thought isn’t it

.@perplexity_ai Computer is fricken incredible. It has been the easiest to use agent I've used.

The Terence Tao episode. We begin with the absolutely ingenious and surprising way in which Kepler discovered the laws of planetary motion. People sometimes say that AI will make especially fast progress at scientific discovery because of tight verification loops. But the story of how we discovered the shape of our solar system shows how the verification loop for correct ideas can be decades (or even millennia) long. During this time, what we know today as the better theory can often actually make worse predictions (Copernicus's model of circular orbits around the sun was actually less accurate than Ptolemy's geocentric model). And the reasons it survives this epistemic hell is some mixture of judgment and heuristics that we don’t even understand well enough to actually articulate, much less codify into an RL loop. Hope you enjoy! 0:00:00 – Kepler was a high temperature LLM 0:11:44 – How would we know if there’s a new unifying concept within heaps of AI slop? 0:26:10 – The deductive overhang 0:30:31 – Selection bias in reported AI discoveries 0:46:43 – AI makes papers richer and broader, but not deeper 0:53:00 – If AI solves a problem, can humans get understanding out of it? 0:59:20 – We need a semi-formal language for the way that scientists actually talk to each other 1:09:48 – How Terry uses his time 1:17:05 – Human-AI hybrids will dominate math for a lot longer Look up Dwarkesh Podcast on YouTube, Apple Podcasts, or Spotify.

Perplexity Computer is turning into a real workstation for all knowledge work

Amazing letter by @Cornell President rejecting the resolution. Should be read by all: Dear Zora, Thank you for conveying SA Resolution 61: Calling for the Termination of Cornell University’s Partnership with the Technion – Israel Institute of Technology While Preserving Cornell Tech. I reject this resolution, which fundamentally conflicts with Cornell’s principles of academic collaboration and our core commitment to academic freedom. Cornell Tech is not a political entity. It is an academic partnership, created through shared investment by Cornell University, the Technion, and the City of New York for the benefit of the city and the state, according to a negotiated set of conditions that govern its development and the terms of its 99-year ground lease on Roosevelt Island. As one of Cornell University’s many international partnerships and collaborations, Cornell Tech deepens, enriches, and strengthens the ability of our students, faculty, and staff to pursue knowledge and advance the university’s academic mission. The Joan and Irwin Jacobs Technion-Cornell Institute, the core international partnership upon which Cornell Tech is based, is an extraordinarily valuable collaboration focusing on education and research in health tech, media tech, and urban tech, and supporting the development of new startup companies. Severing our relationship with the Technion—or with any entity affiliated with governments, institutions, or enterprises with which some of our community members disagree—as a statement of political protest, would not only hinder our research, teaching, and public engagement; it would imperil our academic principles. Our university, like all of our peer institutions, regularly faces pressure—from across the political spectrum, from within and beyond our own community—to make academic decisions according to political priorities. The phenomenon is not a new one: universities have grappled with such pressures from governments and societies for as long as the institution of the university has existed. When we yield to these pressures and proscribe specific collaborations or collaborators on grounds other than merit, we compromise our principles of academic freedom, undermine our own institutional excellence, and damage public trust in our work.   Moreover, this resolution inaccurately asserts that “the continued operation of Cornell Tech as a Cornell University campus does not require an ongoing partnership with the Technion-Israel Institute of Technology.” Cornell Tech, while part of Cornell, is a joint effort of the university, the Technion, and the City of New York. It is no more possible for Cornell to unilaterally terminate that effort and claim full control of the campus than it would be for the Technion or the City of New York to do the same. Finally, I am deeply troubled by the selective manner in which this resolution singles out the Technion, alone of Cornell’s many international partners, for censure. Cornell currently maintains 159 active agreements with institutions in 59 nations and regions; all of these institutions have some government affiliation, and many conduct research with military and security applications. Cornell itself has military research contracts, conducts research with potential military applications, and has relationships with companies whose products are used in military contexts. Cornell also has relationships with institutions in countries whose governments have been accused of human rights violations—as our own has been.  None of these publicly available facts are mentioned in the resolution; only our partnership with an Israeli institution is targeted for erasure. The political bias evident in this selective approach is deeply disturbing, and the resolution is incompatible with both the Student Assembly’s purpose and Cornell University’s core values. I reject it fully and forcefully. Sincerely,   Michael Kotlikoff President and Professor of Molecular Physiology Cornell University

@dylan522p A little too on the nose isn’t it

Decided to dress up as a fraud for Halloween I scared the ever loving shit out of the Ernst & Young

@devgerred @SenSanders @PageLyndon Oh I didn’t realize that

@inductionheads @SenSanders @PageLyndon Voice mode. It's Haiku.

I spoke to Anthropic’s AI agent Claude about AI collecting massive amounts of personal data and how that information is being used to violate our privacy rights. What an AI agent says about the dangers of AI is shocking and should wake us up.

The enshittification of everything started precisely when companies started using customer service as a profit center instead of a cost center

@garybasin @francoisfleuret I’ve heard estimates in the quadrillions

@inductionheads @francoisfleuret How much is that handle worth

If you have an explanation of why the transformer is so successful, here is a rapid sanity check: if it works for a huge MLP ("depth!", "SGD!", "magic of ml!") it's a very insufficient explanation.

My timeline from here on out will be people realizing that the induction head pattern can be replicated at more and more abstract scales

@garybasin @francoisfleuret Induction heads, actually ;)

@francoisfleuret @inductionheads Attention heads

One time on a flight I experienced brutal turbulence for nearly half an hour. Passengers were vomiting, bags falling from the overhead compartments. I heard objects shattering in the crew galley. It was the worst turbulence I’ve ever endured. As we approached the end of it, I felt the pilot push on the throttle and accelerate the plane out of the storm. It was enough to push your back firmly against the seat, as in takeoff. You could feel the plane gain altitude and speed, and you could imagine the pilot exhaling in great relief. The engines and their human masters had triumphed over disordered nature. I remember how satisfying it all felt. If I had to pick one vignette from my life to describe my politics, this would probably be it.

🚀 Introducing Nemotron-Cascade 2 🚀 Just 3 months after Nemotron-Cascade 1, we’re releasing Nemotron-Cascade 2: an open 30B MoE with 3B active parameters, delivering best-in-class reasoning and strong agentic capabilities. 🥇 Gold Medal-level performance on IMO 2025, IOI 2025, and ICPC World Finals 2025: • Capabilities once thought achievable only by frontier proprietary models (e.g. Gemini Deep Think) or frontier-scale open models (i.e. DeepSeek-V3.2-Speciale-671B-A37B). • Remarkably high intelligence density with 20× fewer parameters. 🏆 Best-in-class across math, code reasoning, alignment, and instruction following: • Outperforms the latest Qwen3.5-35B-A3B (2026-02-24) and even larger Qwen3.5-122B-A10B (2026-03-11). 🧠 Powered by Cascade RL + multi-domain on-policy distillation: • Significantly expand Cascade RL across a much broader range of reasoning and agentic domains than Nemotron-Cascade 1, while distilling from the strongest intermediate teacher models throughout training to recover regressions and sustain gains. 🤗 Model + SFT + RL data: 👉 huggingface.co/collections/nv… 📄 Technical report: 👉 research.nvidia.com/labs/nemotron/…

I am now at 5 GPU providers being completely sold out for a single node of 8xH100s. I don’t think people understand the gravity of what is about to come.

Bloomberg Terminal for your body

Perplexity has always focused on accurate, useful AI. Today we announced the Perplexity Health Advisory Board and health data connectors in Perplexity. We’re honored to welcome Dr. @EricTopol, Dr. @devin_mann, Dr. @WendyKChung, and @timdybvig as the first members of the board.

@SenSanders @PageLyndon

@SenSanders @PageLyndon Sonnet???