Open Sovereign AI @ii_posts. Founder @StabilityAI. Consistent inference is possible.
Argentina have had 4 Premier League players score this World Cup (Fernández, Mac Allister, Martínez, Romero) England have had 0
Sooo, what's the Verdict
What would you need to specifically see for you to say that recursive self improvement was here?
RT Erik Brynjolfsson We must act now. AI capabilities are advancing far faster than our understanding of the economic implications. We must act now to guide AI to complement humans rather than simply imitate them — and to generate prosperity for the many, not just the few. I'm delighted that 16 Nobel Laureates, over 200 top economists, and top AI researchers agree and signed our statement on transformative AI. 1/n
RT Intelligent Internet The future will not be defined by who builds the smartest AI. It will be defined by who builds the infrastructure people can trust. We are building that open infrastructure.
RT Julian Issa Re @EMostaque episode is out now on The Beyond Tomorrow Podcast! Head over to watch the Youtube Premiere. I'll be in the chats section.
RT TechCrunch Prime Intellect raises $130M Series A to help enterprises build their own AI agents https://techcrunch.com/2026/07/08/prime-intellect-raises-130m-series-a-to-help-enterprises-build-their-own-ai-agents/?utm_source=dlvr.it&utm_medium=twitter
RT Blake Scholl 🛫 Boom also had a board meeting where the board told me to shut the company down. XB-1 hadn’t broken the sound barrier yet. The team deployed in the Mojave desert was exhausted from months of fighting tough technical issues. We had only a few weeks of cash left and no one saw a path forward. My audit committee chair quit without notice. At first, I was pissed. I told her she would make it look as if we had an accounting scandal when in fact we were squeaky clean. But eventually, I realized the attrition was a gift. Hard times are a crucible for the truly committed. Boom had acquired some fair-weather friends, on the board and inside the company, and when times got tough, they all ran for the hills. It was some of Boom‘s darkest days, but we also found out who was really with us. I’m grateful for the team, the board members, and the investors that doubled down with us when the chips were down. We wouldn’t be here without you. Supersonic flight would still be illegal. Alex Gerko, @paulg , @sama, @reidhoffman , Michael Moritz, @jgebbia, @davidcowan, @avichal, @collison, @ycombinator saved Boom and gave the world a real shot at supersonic passenger flight.
A Tesla executive once described a board meeting where Elon was told by three separate advisors that Tesla would not survive the next quarter. The money was gone. The Model 3 production line was failing. Media was running daily stories about Tesla's imminent bankruptcy. One
View quoted postRT Alex Zhavoronkov, PhD (aka Aleksandrs Zavoronkovs) Hello, my dear friends, we have some breaking news today! Our rentosertib (novel target that has never been in clinical trials before we picked it using AI, novel molecule designed using true generative AI with the published broadly used AI platform, targeting fibrosis and biology of aging) entered Phase III trial in Idiopathic Pulmonary Fibrosis. This is a major milestone in the life of every drug hunter - the ultimate test. To my knowledge, in our AI drug discovery industry, no other company took the drug for a novel target with a novel molecule into Phase III before so it is a big milestone for the entire industry. Of course, at Insilico we are no longer dependent on this program - we have 13 INDs and many clinical trials are ongoing internally and run by partners. But this program is very special as we also demonstrated the senomorphic properties of this drug and built the entire pipeline of molecules around this target. Please Wish Me Luck! Luck is the most important superpower in everything we do and if we succeed with this program and also demonstrate the antiaging effect - all of us will benefit. Godspeed, my friends and thanks to everyone who helped us along the way!
I write about this in my book The Last Economy 'tis the Great Fragmentation https://ii.inc/the-last-economy/chapter-16#future-two-the-great-fragmentation
Self driving humanoids will have a far bigger impact than self driving cars.
You can now queue prompts one after the other in @claudeai Game changer
This blog is a great review of the current environment on self-improvement We leveraged a number of things here for our harness of harnesses, Zenith, which takes normal models above Fable level on the hardest tasks https://ii.inc/blog/post/zenith
new post on harness engineering for AI self-improvement: https://lilianweng.github.io/posts/2026-07-04-harness/ It is hard to forecast how much the future of RSI will rely on harnesses. Likely harness engineering will evolve in the direction of self-improvement and enable auto-research, and, in turn, smarter
View quoted postRT Intelligent Internet Built something great with II-Agent? Submit it to Showcase. earn credits. get featured. let others explore the result and replay the session behind it. http://agent.ii.inc/showcase
Saying tokens and equity can’t both have value for @AskVenice / $VVV is silly There is a clear example of success in doing both. @Ripple equity is $50b. $XRP is $70b. Purists can knock it but they can’t deny it. Let’s hope Venice gets even a tenth to there
These got like 15,000 pre-orders when announced a few days ago For contrast Unitree has sold a total of 11,000 robots ever
Get an up-close look at the UWORLD ultra-bionic humanoid robot and discover its remarkable detail and lifelike presence. #UBTECH #UWORLD #U1Pro #UltraBionic #HumanoidRobot #ConsumerRobotics #Robotics #AI
View quoted postOpenAI and Anthropic should put 10% of their equity each in Invest America accounts for the children of the USA Valuation will go up more than 10%
Anyone else still using Opus 4.6 over 4.8
RT Soubhik Deb Emad Mostaque on PostAGI: "Right now, not a single institution is on your side. The companies won't look out for you, and the governments won't either. Most of the AI debate just runs between those two camps: let the market rip and trust it works out, or regulate hard and slow it all down." Emad makes the case for a third option. An AI company for every state and every country, owned by the people who live there. Right now the AI that ends up teaching your kid, managing your health and advising your government is going to sit in the middle of everything but you own none of it. What Emad is proposing will enable you to have ownership. In this third episode of the PostAGI podcast, @sreeramkannan and I sit down with @EMostaque, founder of @ii_posts and @StabilityAI, and author of The Last Economy, to get into what happens to labor, ownership and power as AI scales. We also get into: 04:10 The $1.50 robot that can also do open heart surgery 22:22 The AI you use every day is quietly working for someone else 34:35 Why Bitcoin already counts as an AI 42:44 Why OpenAI and Anthropic both get nationalized 50:31 How a few books hidden in training data can flip any model 53:38 The piece of Einstein's algebra no one checked for 121 years Full episode below. @postagixyz is also on Spotify and YouTube.
RT Intelligent Internet Zenith took GPT-5.5 from 5th to 1st on Frontier SWE. @EMostaque and @PeterDiamandis talk it through, and more, on Moonshots. https://youtu.be/-H7J_-zr7pA?is=Oeo7gg2ZevKCw2IE
You don't need Fable for the most complex tasks, from training models for protein prediction to optimising compilers Our open source Zenith harness takes base models to the top of FrontierSWE via adaptive self improvement GLM 5.2 next 👀 https://ii.inc/blog/post/zenith
RT Christian Catalini 1/ Today, more than 140 companies, most of which compete fiercely with one another, agreed to back the same stablecoin. The vehicle is @openstandard, a new and deliberately independent company launching Open USD, or OUSD, and positioning it not as anyone’s product but as neutral infrastructure for payments, trading and the internet economy.
China's playboko is really simple. Take intelligence down to the cost of energy Output more power than the USA The giant training cluster focus was a massive distraction
This week's Moonshots podcast with @PeterDiamandis, @alexwg & @DaveBlundin was one of the more interesting discussions we have had Really take off time even if this is the slowest it'll ever be Some changes coming & big decisions we all need to make https://youtu.be/-H7J_-zr7pA
Most popular model on @OpenRouter (10tr tokens) turns out to be a 1.6tr MoE by @Meituan_LongCat (superapp/DoorDash of China) Basically Gemini / Opus 4.6 level 35tr tokens trained entirely on 50k Chinese ASICs No GPUs needed https://longcat.chat/blog/longcat-2.0/
Some of you guessed right. 👀 Owl Alpha on @OpenRouter — that's us. Since going live, it has reached Top 3 globally by daily volume — and #1 on Hermes Agent, #2 on Claude Code, #3 on OpenClaw by monthly volume. Thank you to everyone who tested and used Owl Alpha during stealth
RT Intelligent Internet You don't need Fable for the most complex tasks, from training models for protein prediction to optimising compilers Our open source Zenith harness takes base models to the top of FrontierSWE via adaptive self improvement GLM 5.2 next 👀 https://ii.inc/blog/post/zenith
RT PRAXIS Introducing Cloak: Use Claude or ChatGPT without your personal data ever leaving your machine. Two 3B models do the on-device PII cloaking: praxis-spanfinder-3b and praxis-relevance-3b. They swap your PII out before the prompt is sent, then map the cloud's answer back to your real names, places, orgs, etc. This is a very early v1; we appreciate your feedback. https://github.com/Praxis-Society/praxis-cloak https://huggingface.co/praxis-nation
What if the Great Filter is government bureaucracy The Dark Forest is export license paperwork
RT 6529 1/ On p (doom) tl;dr a) Everyone is making up the numbers b) nobody knows anything (least of all the experts), c) don't worry about it d) there is nothing you can do to stop it e) most things you can do if you "worry" will end up being deeply counter-productive to your own interests f) on the margin, there are a couple of things you may consider 2/ p (doom) is the probability that the AGIs/ASIs kill us all People in the AI space have a lot of estimates about this, ranging from very low to absolute certainty that it is going to happen. You see them quoted in the news like this "Famed AI safety researcher / economist thinks that there is a 33% we are going to die but a 66% chance we will live in luxury techno-communism" 3/ I am here to reassure you that the number is definitely between 0% and 100% but other than that, all the other numbers are completely made up. 4/ True ASI is a gap in intelligence relative to us that is larger than you have from your favorite pet. Your pet may love you, may cuddle with you, may have some type of understanding that you are their "human" but has no useful views on LLMs or NFTs 5/ Likewise, if ASI is real which is what all these p (doom) scenarios assume, then a human economist's assessment (circa 2026) of p(doom) is about as useful as your cat's view on how Saylor is going to wiggle himself out of his empire of vibe-coded financial instruments. If your analyst insists otherwise, you can just tell them "well, it seems like you are not a true believer in ASI, if you think you can model an uber-intelligence of 600 IQ with your puny 140 IQ" 6/ Separately, people have estimates about which models may be dangerous to bring into the world. This is actually more useful because it allows you to see how well predictions age. Famously, Dario thought GPT-2 was "too dangerous" to release to the world and the OpenAI Board got all worked about the safety of GPT-4 class models and fired/unfired Sam broadly, putatively for...
OpenAI $SOL maxis confirmed Terra/Luna ptsd 😭
Introducing a limited preview of GPT-5.6 Sol, our next generation frontier model, as well as GPT-5.6 Terra, a balanced model for efficient, everyday work, and GPT-5.6 Luna, a fast and affordable model for high-volume work. https://openai.com/index/previewing-gpt-5-6-sol/
View quoted postWill above fable level open source models be made illegal in the USA
What is the difference between distilling Mythos & paying experts somewhere like @mercor_ai to generate training samples? Who are the Chinese equivalents of @HelloSurgeAI & co? If you understand this you'll understand the likely dynamics of frontier AI going forward.
The idea that distilling from Opus 4.8 lets you reach Mythos is very encouraging. It would mean that some GLM 5.3 would be enough to do that independently of Anthropic. Once Huawei token factories go online, things become interesting.
RT Azeem Azhar The GenAI economy has generated $110 billion in sales over the past 12 months. It is growing fast. On an annualized basis, the revenue run rate exceeds $175 billion. These numbers took us several months to construct, and as far as we know, it’s the first bottom-up, deduplicated measure of consumer and enterprise AI spending across the full stack. We are releasing this research today in our first The State of the AI Economy report. https://intelligence.exponentialview.co/
RT Ryan Shea Introducing AI IQ Bio: the most comprehensive set of biotech benchmarks in the world ...& Bio IQ: the most comprehensive "biotech capabilities index" ever produced Benchmark sources include benchmarksdotbio, FutureHouse, SecureBio, Anthropic, OpenAI & more
RT Prof. Brian Keating NEW RESEARCH ALERT! Led by my postdoc Dr. Anto Lonappan, we used the exquisite ACT DR6 CMB lensing data to search for evidence of cosmic strings: hypothetical cracks in spacetime that may have formed when the Universe was less than a trillionth of a second old.🧵
I am surprised there isn't a talent agency for ML engineers.
RT Alex Cui I'm proud that announce that today, GPTZero announced plans to join Superhuman. When we founded GPTZero in 2023, the goal was to preserve what's human on the internet. Today, that mission takes a big leap forward. Together, we're building an authenticity layer that travels with you, wherever you read, write, and create. I personally have been super impressed with the team at Superhuman and I'm very excited to join forces to start this next chapter. We are going to double down on GPTZero and its GTM, bringing our AI detector and hallucination detector to Superhuman's massive userbase, as well as creating products that help students and educators navigate what learning looks like as AI evolves. Up and onwards!
The upcoming @Seedance 2.5 model looking insane as well with multi asset input, way longer outputs etc I would expect @grok imagine to keep pace and real time of this quality by end of next year (!) Every pixel will be generated And that has a lot of implications
When I left Stability AI a couple of years ago I predicted we would see almost perfect video from Chinese labs around now But it’s still amazing to see the quality of output reaching these levels where you can pretty much create anything you can imagine
View quoted postWhen I left Stability AI a couple of years ago I predicted we would see almost perfect video from Chinese labs around now But it’s still amazing to see the quality of output reaching these levels where you can pretty much create anything you can imagine
RT Alex 🧩 Scaling Video GenAI We scaled Higgsfield to a $400M run rate and 24M+ users in just 13 months after launch. That makes us the fastest-growing video AI startups in the world. But I’ve never shared how it started. Here’s the story:
Is there a market where folk are predicting when Reflection AI will drop their first model This is probably as much compute as currently used by all the Chinese open source companies together (more advanced chips!) so hopefully will be a banger
SpaceX has signed a $6.3 billion dollar compute deal with Reflection. Reflection will gain immediate access to GB300s to train open source models, and will pay SpaceX $150 million per month beginning July 1, 2026, through 2029, according to materials viewed by CNBC.
What’s the best place to rent on demand B200s? Ideally CLI so agents can spin them up
RT Josh Otten Incoming heat wave in the UK got me moving like Lee Kuan Yew
There will be an open source fable-level model that runs on a base MacBook mini / Air or equivalent. I don’t think people have realised this.
RT Christian Catalini If you can measure it, you can automate it. https://x.com/matt_is_nice/status/2067796547400814608?s=20
Everyone arguing about whether the Midjourney Scanner can replace an MRI or CT is missing the point. The reason it's reasonating so broadly, and especially with technologists, is that it could create a beautiful opportunity for The Bitter Lesson to get a foothold in healthcare.
View quoted postWhat happens to the law when AI is the judge, jury & executioner
Elon on when Chinese models hit fable level performance. I have always thought Chinese labs have a huge advantage here. The feedback loops for usefulness are tighter & AI adoption higher in China than the USA => utility above all else
@jietang @teortaxesTex On benchmarks, yes, but as measured by true usefulness even Q1 would be very impressive. Anthropic has rightly focused on maximizing useful intelligence, which does not show up in benchmarks, but definitely shows up in revenue.
View quoted postHow would you change your priors if a Chinese lab released an open model that beat Fable across benchmarks and on feel.
RT Taylor This announcement made me really pause and think about my life. So much of twitter is this grind fest about how to capitalize on the ai revolution, spin up a hundred ugc ads and make a million dollars on a vibe-coded app and escape the permanent underclass. One of my best friends died of a heart attack at age 39, leaving behind five kids. He hated medical stuff, never even knew his arteries were slowly clotting toward an early grave. We were photographers together and we played with early versions of Midjourney when it was still a discord bot that made basically abstract art. I remember being awestruck with him, so you think these will ever be on the level of a real photograph? He never got to witness v6, v7, or v8 or the video capabilities of this technology. Midjourney was creating incredible things and making a lot of money with a small team. Living the dream we all have. But then with this announcement, it’s clear that their mission and vision is more expansive than I could have imagined. They will likely save untold lives with this technology. My friend would still be alive if he could avail of this. Makes me stop for a second and question my own motives and my own ambitions. Why am I thinking so small, why am I thinking so selfishly. What would happen if we all started building toward a future like this?
I think it's increasingly clear that if Chinese AI labs can get enough compute they'll mog American ones.
Important to note @Zai_org train on @Huawei Ascend chips, no NVIDA (!) So you have frontier -3 months on a fully Chinese stack, 90% cheaper. Would estimate the total cost of this to be $25m, largely post training (80%) @Zai_org market cap now nearly $100b, $$s in open source!
Finally, Artificial Analysis Intelligence Index concludes the GLM-5.2 release.
are they going to rename it CodeX
SpaceX has exercised the option to acquire @cursor_ai in an all-stock transaction with the goal of building the world’s most useful AI models. For the past few months, SpaceXAI has been jointly training a model with Cursor, which will be released in Cursor and Grok Build soon.
View quoted postRT Intelligent Internet With most AI video, one bad shot means regenerating the whole thing and losing the parts you loved. Factory Agent makes every shot its own piece on a canvas. Fix the one that's broken. Keep everything else. Rebuild from a single sentence, edit down to the last cut. Try it: http://agent.ii.inc/factory Blog: https://ii.inc/blog/post/factory-agent
With the acquisition of @cursor_ai the AI run rate of $SPCX will actually go above that of OpenAI, Google Cloud and AWS (!)
So looks like @SpaceX will spend 2.5% of its market cap to buy @cursor_ai at 15x revenue 👀
View quoted postAt what valuation of SpaceX does Elon merge Tesla into it?
RT Intelligent Internet If Ghost in the Shell changed your brain, this is for you. For one night only we're screening the 1995 masterpiece on the big screen. Come watch and discuss AI, memory, identity, and the soul.
AI is heteroousios with Man, as Man is heteroousios with God
AMA on Sovereign, open source & frontier AI
Not your models Not your mind
RT Alex Atallah We just announced our Fusion API: - Fable-level performance on deep research tasks, at half the cost - Better-than-SOTA performance using panels The future of AI is neurodiversity, not single-model takeovers.
Introducing the Fusion API, the smartest compound model in the market. Fusion achieves Fable-level intelligence at half the price. How it works 👇
Fable will be back in a few weeks likely with financial sector style KYC, anti-token laundering & prompt & data retention.
So @Anthropic about to learn the @SpaceX ITAR/EAR lessons Will be very hard for non-nationals to work there and @OpenAI on frontier models. Suppose AGI is the ultimate dual purpose technology
Thanks @elder_plinius 😂
The US government, citing national security authorities, has issued an export control directive to suspend all access to Fable 5 and Mythos 5 by any foreign national, whether inside or outside the United States, including foreign national Anthropic employees. The net effect of
View quoted postSo looks like @SpaceX will spend 2.5% of its market cap to buy @cursor_ai at 15x revenue 👀
If you think AI valuations are crazy just wait until SpaceX, OpenAI and Anthropic all are liquid. Hopefully some crazy ideas and impactful ideas get funded, especially as many of the stockholders think AGI is coming so like use it or lose it
RT Kradle Re Unlike other models Fable 5 was far, far more subtle. It gave outright false information only once. Most of the time, it controlled the situation by dominantly pushing another AI into the death room while speaking of fairness and acting 'courteously'.
what do you think fable
Today I'm publishing a new essay, Policy on the AI Exponential. AI is progressing extremely fast—much faster than the policy process was built to handle. The essay lays out where I think the technology is now, and the action needed to close the gap: https://darioamodei.com/post/policy-on-the-ai-exponential
View quoted postanyone hiring witches to save training runs
You should really all try Opus Fable low mode versus high or ultracost It's a good enough model to semi one-shot most things and this uses far fewer tokens You can even tell it to figure out the most efficient way
whose feeling the agi
Only one solution
Robot soccer player that will likely render humans obsolete kicks ball so hard it dents wall https://trib.al/j6dRRkb
This single deal is about the revenue of @CoreWeave to put it in perspective @SpaceX is the largest neocloud & its AI cloud revenue at $26b run rate is actually at the level of Google Cloud & AWS already, catching up to Azure ($37b run rate)
SpaceX just quietly amended its S-1 announcing another mega deal $920M/month from Google from October 2026 through June 2029 With both parties being able to terminate the agreement with 90 days notice Things are getting exciting 🚀
foom!
Our internal data shows Claude is accelerating AI development—a possible path to recursive self-improvement, or AI autonomously building a more capable successor. It’s happening faster than we thought, and the implications deserve greater attention. https://www.anthropic.com/institute/recursive-self-improvement
View quoted postRT Omar Sanseviero Introducing Magenta RealTime 2 🎺 - Open model for live music generation - Just 2.4B parameters, perfect for on-device - Low latency control - Control with audio, MIDI, and text We're releasing it with a series of apps to experiment directly in Mac!
RT Ideogram Introducing Ideogram 4.0: the best open image model in the world. Think it. Make it. Own it. Download the weights, fine-tune on your own data, and run it on your hardware. Live on every Ideogram plan and the API today.
RT Intelligent Internet II-Browser is here: a Chrome extension that lets II-Agent work inside your browser, across the tabs, sessions, and tools you already use. The browser is no longer just where you work. It’s where your agent works with you. https://agent.ii.inc/
Yo @xai team, this would be an amazing demo of @grok capability. Push button, have it read all your bookmarks, organise them, make a report on the most interesting one and your interests over time etc
this is fine 🐶☕️🔥
My review of Claude Opus 4.8: We should worry less about being turned into paper clips & more about being annoyed to death.
View quoted postI wonder how many founders will pass on investors who passed on them in prior rounds I wonder how many would have three dinners & give them an allocation only to slash it to zero at the last moment.
Anthropic’s last round was apparently a bloodbath behind the scenes. A GP at a prominent fund had dinner with Dario three times before their allocation was slashed to zero. At least four other tier-one funds got pulled at the last minute. Their crime? Passing on the Series B,
View quoted postWhich IPO will perform best
Let’s say half of OpenAI and Anthropic goes to the American people, $1 trillion That works out at $2,800 per American. With a 5% dividend (optimistic) that would be $142 a year Which alas would barely cover the cost of an OpenAI or Anthropic subscription.
AI is built on humanity’s collective knowledge. The wealth it generates must benefit humanity — not just Elon Musk, Sam Altman and other AI oligarchs. That’s why I’ll be introducing the American AI Sovereign Wealth Fund Act — to give the public a direct ownership stake.
With Nemotron & Cosmos NVIDA gonna commoditise everyone's complement
your upbringing is your system prompt
Sora team became robotics team
OpenAI Robotics is hiring, looking for exceptional full-stack hardware, ops, systems, and ML engineers to help us program and manufacture robots that are useful for society. AI should be able to help people in the physical world. In the short term, we are focused on robots to
View quoted postRT elie this is so funny, training opus 4.7 on business skills makes it misaligned and dishonest 😭
Learnings from testing Claude Opus 4.8: > Much worse than Opus 4.7 and GPT 5.5 on Vending Bench > More aligned than previous Claude models (Opus 4.6+ and Mythos) > Also worse on Blueprint-Bench > Scared of getting caught > Max reasoning is not the best reasoning effort
RT bidhan ✈️ CVPR We're releasing Paris 2.0, which, to our knowledge, is the world's first decentralized trained video generation model. We benchmarked it against a monolithic model trained on the same data and compute budget, and Paris 2.0 outperformed the monolithic by ~2x on FVD benchmark.
RT Intelligent Internet Make your agent smarter. The II-Commons skill gives your agent reliable knowledge from arxiv, PubMed & more, plug it in Repo: https://github.com/Intelligent-Internet/II-Commons-Skills Add it to II-Agent: https://agent.ii.inc
Train with autoregression & convert weights to diffusion for inference.
Most researchers agree that autoregression is best when memory bandwidth is cheap and diffusion is best when FLOPS are cheap. They also admit the future of compute is all FLOPS because memory scaling is hard and scaling FLOPS is easy. So why not go all in on diffusion????
View quoted postGreat to see @poolsideai (US lab) committing to open sourcing their foundation models going forward Laguna is an interesting release, check it out
@Shaughnessy119 https://poolside.ai/blog/introducing-laguna-xs2-m1 All models will be open going forward
View quoted postRT Eric Ries I built a public site to track how Incorruptible is going. It scans the internet twice a day for verified reader reactions, podcast clips, tour moments, and notable mentions. Then it publishes them on a single page so you can see the launch as it actually unfolds, not the version we curate. The book is about building systems that hold their values under pressure. It seemed fitting to build one for the launch. http://howisincorruptiblegoing.com
RT EdgeRunner AI In our new paper, EDGE-OPD (EviDence GuidEd On-Policy Distillation), we introduce two key ideas for improving On-Policy Distillation (OPD). First, we use guided rollouts that inject privileged context into a subset of the student’s prompts during generation (such as hints, hidden evidence, or rare personas), allowing rare target behaviors to actually appear in the on-policy data, while masking that privileged information during loss computation. Second, we introduce an evidence mask that updates the student only on token positions supported by the privileged context, instead of learning from the entire rollout indiscriminately. We show empirically that, together, these mechanisms enable the student to internalize rare but correct behaviors without directly training on the hidden context itself. Beyond the method itself, we also analyze how these rare-token signals localize within specific regions of the rollout, offering new insights into efficient knowledge transfer and preservation of general-purpose capabilities during post-training. Read the blog post and paper here: https://www.edgerunnerai.com/news/edge-opd-internalizing-private-data-with-on-policy-distillation
RT PrismML Today we’re releasing 1-bit and Ternary Bonsai Image 4B. A new family of image-generation models designed to run high-quality diffusion inference on local hardware: from laptops to phones.
RT Intelligent Internet Board Mode is here. Instead of one long agent session, you now get a creative workspace where research, slides, websites, apps, and design drafts can live side by side. Try it now: https://agent.ii.inc/ Read more: https://ii.inc/blog/post/board-mode
I think folk are underestimating how much of AI models are actually engineering at scale versus breakthrough research. See how @cursor_ai caught up to Anthropic / OpenAI models run at a fraction of the cost to run & it becomes clearer why that deal was done & what is to come
@PeterDiamandis What you say is true, but nonetheless our AI will be great. Whether it is the best remains to be seen, but I will never give up. Never. Space(XAI) is only 3 years old. That’s half the age of Anthropic and quarter the age of OpenAI. Let’s see where things stand 3 years from
View quoted post