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I also fixed Goya's Saturn Devouring His Son. I assume the Black Paintings only existed because Goya did not have access to delicious hot dogs. https://t.co/dwNKN3lHLz
Learning is Forgetting: LLM Training As Lossy Compression "We argue LLMs are best seen as an instance of lossy compression, where over training they learn by retaining only information in their training data relevant to their objective(s). We show pre-training results in models that are optimally compressed for next-sequence prediction, approaching the Information Bottleneck bound on compression. Across an array of open weights models, each compresses differently, likely due to differences in the data and training recipes used."
abs: https://t.co/tSLRNXAgY3 code: https://t.co/ldWVGmuC4O blog post: https://t.co/yI0NmdaKHm

Prediction Arena: Benchmarking AI Models on Real-World Prediction Markets "Over a 57-day longitudinal study (January 12 to March 9, 2026), we evaluated ten frontier language models across two cohorts. For Cohort 1 (six models, live trading, full period), final Kalshi returns ranged from โ16.0% to โ30.8%, with all models declining over the full horizon." "Cohort 2 (four next-generation models, paper trading, Mar 6โ9) provides 3-day preliminary signals. gpt-5.4 leads at +1.22% while glm-5 trails at โ4.09%, yielding a 5.3 percentage-point intra-generation spread after only 3 days."
never leaving this website https://t.co/YI4CPzIcTS
Another great video from Welch Labs recently, diving into VLAs and what Physical Intelligence is working on. https://t.co/KkYoT2o7F3
Anthropic's Claude Mythos isn't a sentient super-hacker, it's a sales pitch โ claims of 'thousands' of severe zero-days rely on just 198 manual reviews https://t.co/FMhEyHzlGh
๐จ๐ซ๐ท๐ช๐บ This is big: the French government and agencies are officially getting out of Windows & non-EU tech. Each ministry has to present their exit plan before Autumn: collaboration tools, antivirus, AI, databases.. It's starting with the Digital Ministry dropping Windows for Linux across its own infrastructure. It's the latest step from France to reduce its tech dependency as much as possible. Previously: > 80,000 French social security agents migrating to sovereign tools: Tchap, Visio, FranceTransfert. > the national health data platform moving to a European cloud solution by end of 2026. There will also be a dependency mapping across all public procurement, and a definition of what counts as a "European digital service" (which could be followed by other EU states as well) This is coming from the Prime Minister's initiative, signed off by three ministers. They call this move #GAFAMdetox
L'รtat accรฉlรจre son virage vers encore + de souverainetรฉ numรฉrique ๐ก๏ธ Retour sur le sรฉminaire interministรฉriel #SouverainetรฉNumรฉrique qui s'est tenu hier ร Paris visant ร rรฉduire les dรฉpendances extra-europรฉennes de l'รtat. #GAFAMDetox En savoir plus โ https://t.co/63z1uYnyTT h

New economic analysis finds that nearly all Americans will pay more in taxes this year, with just the top 5% of earners getting a tax cut. https://t.co/lTQkLbYFpS

France is transitioning government desktops to Linux, with each ministry required to formalize its implementation plan by autumn 2026. https://t.co/WKXjXN0rDy #Linux #OpenSource
In the middle of a historic mission back to the Moon, this Administration is proposing to a 47% cut to NASA science and a 23% cut to NASAโs budget overall. Last weekโs launch showed our country and world what weโre capable of when we work together toward a common goal. None of that can happen without support for science and research.
Daniel Moreno-Gama/ dmgama/ Butlerian Jihadist was booked on suspicion of attempted murder. He is an active PauseAI member, who frequently stated the urgency: "We are close to midnight, it's time to actually act" https://t.co/caXTD84k1a
If I had a pound for every time a MAGA account bellowed these mad MAGA myths me, I could fund European defence myself. 1. "Europe would be conquered in a week without America" Europe has 1.7 million troops, 515 nuclear warheads, five aircraft carriers and 1,400 combat jets. Russia couldn't take 20% of Ukraine in four years with a million soldiers. But sure, a week. 2. "Europeans live in no-go zones run by Sharia law" The "no-go zones" are normal neighbourhoods with kebab shops. The most dangerous thing about them is the parking. 3. "Europeans have no freedom of speech" Europeans can criticise their governments, protest in the streets and mock their leaders on live TV without getting tear-gassed or shot. In America, immigration agents check your social media, ICE arrests people for their opinions and deports them without trial. "Free speech", American style. 4. "Europeans pay 60% tax and get nothing for it" Europeans pay tax and get free healthcare, subsidised university, a year of paid parental leave, 5 weeks holiday and a pension they can actually live on. Americans pay tax and get aircraft carriers. 5. "Europe has open borders and anyone can walk in" The EU's border agency Frontex has 10,000 guards and some of the strictest visa requirements on earth. The difference is Europe doesn't cage children on camera to win votes 6. "Europe would be speaking German without America" The British Empire fought Germany for over two years before America joined. The Soviet Union lost 8.7 million soldiers fighting Hitler. The French Resistance ran the intelligence network that made D-Day possible. America showed up in Dec 1941. The war started in 1939. Every single one of these is repeated daily by people who've never owned a passport and likely never will.
We've been tricked, again. Many of the thousands of bugs and vulnerabilities Mythos found are in older software are impossible to exploit. And the severe zero-day reports rely on just 198 manual reviews https://t.co/WhDRhTtCX2
https://t.co/NkCJFN3c9c
https://t.co/NkCJFN3c9c
Here is the list of NASA science missions that the Trump administration proposes to terminate. Note that it includes many missions that are already in space, fully operational. This is a wrecking operation against America. https://t.co/P9QFJM9gEr
I am a Web3 Ambassador at World Liberty Financial. There are 12 of us on the team page. 4 are named Trump. 3 are named Witkoff. The page calls us "the passionate minds shaping the future of finance." 600,000 wallets bought our memecoin. They lost $3.87 billion. The family collected $350 million in trading fees. It launched 3 days before the inauguration. 80% of the supply went to CIC Digital LLC and Fight Fight Fight LLC. I did not choose the names. I designed the allocation, the vesting, the timing, and the distance between the product and the President. The distance is my best work. I am the reason these events are unrelated. World Liberty Financial sends 75 cents of every dollar to DT Marks DEFI LLC. That is the family entity. Zero capital contributed. Zero liability assumed. I wrote this into the Gold Paper. Page 14. The lawyers bound it in white leather. The binding cost more than the due diligence. Justin Sun invested $75 million. He was facing SEC fraud charges. The SEC dropped the case. He is now our advisor. These events are unrelated. Changpeng Zhao pleaded guilty to federal money laundering violations. He received a presidential pardon. The SEC dropped its lawsuit against his exchange the same week we listed our stablecoin. Then the exchange settled a $2 billion deal entirely in that stablecoin. These events are unrelated. Arthur Hayes, Benjamin Delo, and Samuel Reed of BitMEX pleaded guilty to Bank Secrecy Act violations. All 3 received presidential pardons. Then the company itself was pardoned. $100 million in fines. Gone. An American first. These events are unrelated. Sheikh Tahnoun of Abu Dhabi paid $500 million for a 49% stake that was never publicly disclosed. Then the administration approved semiconductor exports to his companies over national security objections. These events are unrelated. Everything is unrelated. I track the unrelatedness on a dashboard I built. The dashboard has 7 columns now. I am proud of the dashboard. On May 22nd, 220 people paid a combined $148 million to eat dinner with the America First president. Over half were foreign nationals. Justin Sun paid $18.5 million for the first seat. He visited the Executive Office Building the day before. I designed the seating chart. I put it on the Investor Confidence page. That page is doing well. The team page lists 3 Witkoffs. All 3 are Co-Founders. Steven Witkoff is the President's Middle East envoy. He testified as a character witness at the President's fraud trial. His son Zach runs the crypto operation. His son Alex is also a Co-Founder. I have not been told what Alex co-founded. The father runs the diplomacy. The sons run the platform. The family runs both. That is organizational efficiency. Barron is 19. His title is Web3 Ambassador. The same as mine. Donald Jr. called the conflicts of interest "complete nonsense." Eric launched a Bitcoin mining company called American Bitcoin. America First. The mining partner is Hut 8. Hut 8 was founded in Canada. America First means the name. On March 6th, the President signed Executive Order 14233 creating a Strategic Bitcoin Reserve. The order directs the government to hold Bitcoin. The President's family holds billions in Bitcoin. The executive order appreciates the President's assets by presidential decree. I did not write the executive order. I made sure it looked unrelated to the portfolio. Trump Media put $2 billion of Bitcoin on its balance sheet. The ticker symbol is DJT. His initials. The press secretary said it is absurd to insinuate the President profits off the presidency. Forbes calculated his crypto holdings exceed the combined value of Mar-a-Lago and Trump Tower. I would call that absurd too. That is my job. 600,000 wallets bought in. 1 of them asked why she could not withdraw her funds. I told her the protocol was experiencing dynamic market conditions. She asked what that meant. I sent her the Gold Paper. She said she had read the Gold Paper. I muted her channel. Dynamic means the conditions change. The condition that changed was her access. A congressman called us the world's most corrupt crypto startup operation. We put it on a coffee mug. Ironic merchandise. $45. The revenue split on the mug is also 75/25. My own tokens vest on a different schedule. I wrote that schedule. That is not in the Gold Paper. The memecoin funds the family. The family funds the platform. The platform funds the stablecoin. The stablecoin funds the deals. The deals require the pardons. The pardons free the partners. The partners fund the platform. The President signs the executive orders. The executive orders inflate the assets. The assets fund the family. I am the reason these events are unrelated.
A new PyTorch-native backend is coming to unlock the power of Google TPUs: โจ Run existing PyTorch with minimal code changes. โจ Get a 50-100%+ performance boost with Fused Eager mode. Read the engineering deep dive here: https://t.co/GQPRYaKz7E #TorchTPU #PyTorch #MLOps #AI https://t.co/HiIdXVw6Oh
I strongly suspect that Claude Mythos is a looped language model, as described in the paper "Scaling Latent Reasoning via Looped Language Models" from ByteDance The authors of that paper called out graph search as one of the areas where looping provides a huge theoretical advantage over standard RLVR. And look at where Mythos blows out its competitors the most
AI is transforming software development, but more code means more pull requests, more edge cases, and more QA pressure on engineering teams. Tusk, a Y Combinator startup, catches bugs that slip past both AI agents and humans using AI-enabled tests based on real production traffic. Built on Amazon Bedrock, Tusk flags issues before code merge so teams can focus on building great products.
PyTorch Foundation is expanding its #OpenSourceAI stack with #Safetensors, #ExecuTorch, and #Helion to improve model security, inference, and performance portability, writes Meredith Shubel for @thenewstack. @sparkycollier: Bringing Safetensors into the fold is โan important step towards scaling production-grade AI models.โ ExecuTorch becomes a part of #PyTorch Core to expand on-device inference capabilities. Safetensors and Helion join @vllm_project, @DeepSpeedAI, and @raydistributed as foundation-hosted projects. Read Meredith Shubelโs coverage at @thenewstack here: https://t.co/ZoyWbP6Vji @huggingface @Meta
๐ซฑ Introducing ๐๐๐ฎ๐ซ๐๐ฅ ๐๐จ๐ฆ๐ฉ๐ฎ๐ญ๐๐ซs: ๐ฐ๐ก๐๐ญ ๐ข๐ ๐๐ ๐๐จ๐๐ฌ ๐ง๐จ๐ญ ๐ฃ๐ฎ๐ฌ๐ญ ๐ฎ๐ฌ๐ ๐๐จ๐ฆ๐ฉ๐ฎ๐ญ๐๐ซ๐ฌ ๐๐๐ญ๐ญ๐๐ซ, ๐๐ฎ๐ญ ๐๐๐ ๐ข๐ง๐ฌ ๐ญ๐จ ๐๐๐๐จ๐ฆ๐ ๐ญ๐ก๐ ๐ซ๐ฎ๐ง๐ง๐ข๐ง๐ ๐๐จ๐ฆ๐ฉ๐ฎ๐ญ๐๐ซ ๐ข๐ญ๐ฌ๐๐ฅ๐? Beyond today's conventional computers, agents, and world models, Neural Computers (NCs) are new frontiers where computation, memory, and I/O move into a learned runtime state. We ask: whether parts of runtime can move inward into the learning system itself. This is our first step toward the Completely Neural Computer (CNC): a general-purpose neural computer with stable execution, explicit reprogramming, and durable capability reuse. Work done with Mingchen Zhuge (@MingchenZhuge), Changsheng Zhao, Haozhe Liu (@HaoZhe65347 ), Zijian Zhou (@ZijianZhou524 ), Shuming Liu (@shuming96 ), Wenyi Wang (@Wenyi_AI_Wang ), Ernie Chang (@erniecyc ), Gael Le Lan, Junjie Fei, Wenxuan Zhang, Zhipeng Cai (@cai_zhipeng ), Zechun Liu (@zechunliu ), Yunyang Xiong (@YoungXiong1 ), Yining Yang, Yuandong Tian (@tydsh ), Yangyang Shi, Vikas Chandra (@vikasc), Juergen Schmidhuber (@SchmidhuberAI)
A "Neural Computer" is built by adapting video generation architectures to train a World Model of an actual computer that can directly simulate a computer interface. Instead of interacting with a real operating system, these models can take in user actions like keystrokes and mouse clicks alongside previous screen pixels to predict and generate the next video frames. Trained solely on recorded input and output traces, it successfully learned to render readable text and control a cursor, proving that a neural network can run as its own visual computing environment without a traditional operating system. https://t.co/roTpqsdrEE Cool work by @MingchenZhuge @SchmidhuberAI et al.!
๐ซฑ Introducing ๐๐๐ฎ๐ซ๐๐ฅ ๐๐จ๐ฆ๐ฉ๐ฎ๐ญ๐๐ซs: ๐ฐ๐ก๐๐ญ ๐ข๐ ๐๐ ๐๐จ๐๐ฌ ๐ง๐จ๐ญ ๐ฃ๐ฎ๐ฌ๐ญ ๐ฎ๐ฌ๐ ๐๐จ๐ฆ๐ฉ๐ฎ๐ญ๐๐ซ๐ฌ ๐๐๐ญ๐ญ๐๐ซ, ๐๐ฎ๐ญ ๐๐๐ ๐ข๐ง๐ฌ ๐ญ๐จ ๐๐๐๐จ๐ฆ๐ ๐ญ๐ก๐ ๐ซ๐ฎ๐ง๐ง๐ข๐ง๐ ๐๐จ๐ฆ๐ฉ๐ฎ๐ญ๐๐ซ ๐ข๐ญ๐ฌ๐๐ฅ๐? Beyond today's conventional computers, agents, and world models, Neural Computers (NCs) are new frontiers where computation, memory, and I/O move in
ๅ ๆฅใ้ฒ่ก็้ฒ่ก็ ็ฉถๆ๏ผNIDS๏ผใฎ็ ไฟฎๅกใฎ็ๆงใซใๆฅ็คพใใใ ใใพใใ๏ผ๐โจ ๅผ็คพใ้ฒ่กใปใคใณใใชใธใงใณใน้จ้ใฎไฝ่คใจ็ณไบใ็ปๅฃใใๆๅ ็ซฏใฎAIๅๅใใฏใใใๅฝ็คพใฎ้ฒ่กใใใณใคใณใใชใธใงใณใน้ ๅใธใฎๅใ็ตใฟใใ็ดนไปใใพใใใ ็พๅ ดใชใใงใฏใฎ้ญใใ่ณชๅใๅคใ้ฃใณไบคใใ็งใใกใ่บซใๅผใ็ท ใพใๆใใงใใใ AIใฎๅใงใใใใใใฎๅฝใฎๅฎๅ จใซใฉใ่ฒข็ฎใงใใใใๅ ฑใซ่ใใใๅคงๅค่ฒด้ใชๆ้ใจใชใใพใใใ
I wrote this early this morning and I wasn't sure if I would actually publish it, but here it is: https://t.co/7Dw9UFpeep
A new alliance is forming to secure software in the AI era. Initiatives like Project Glasswing are bringing together players such as Amazon Web Services, Microsoft, Google and NVIDIA to identify vulnerabilities and strengthen defenses. The signal is clear. As AI advances, security is becoming a shared responsibility at the highest level. https://t.co/O2Rh1GOOh1 @AnthropicAI
AI is moving from assisting science to running it. Systems can now design and execute thousands of biological experiments autonomously, accelerating discovery far beyond human speed. The gap is growing. Capability is advancing faster than governance, and biology may feel the impact first. https://t.co/V41B2YVgsZ @ConversationUS
Meta is putting its superintelligence push to the test. Its new model Muse Spark shows competitive performance in language against OpenAI, Google and Anthropic, but still trails in coding. It highlights the reality of the race. Progress is visible, but leadership is uneven across capabilities. https://t.co/7DVVnha7Gg
Adoption of #SmartGlasses will be driven by utility usecases powered by #AI. This is one of the main topics I discussed with @Inna_Sparrow in a recent interview at the XR AI Spotlight podcast. Many of her lenses focus on useful applications of this technology, like the Bookworm lens you see in this video, which lets you identify a specific book and even "talk with the author" to ask questions about the content. We also talk about the current capabilities and limitations of @Spectacles How to design interactions that feel natural and responsive. Stay tuned for the episode coming up soon ๐
Just check out the boxer model โ the latency (20โ40ms) and the generalization are also pretty impressive. Huge congrats to Daniel and the other authors! If you're interested in open-world 3D detection for outdoor/in-the-wild scenarios, also check out our WildDet3D ๐ https://t.co/vgzFblAdQD. Thinking about training Boxer with WildDet3D data to do 30fps in-the-wild 3D tracking.
Today we release Boxer, a new lightweight approach that lifts open-world 2D bounding boxes to *metric* 3D: https://t.co/5IZ0tPlqvr Here we show Boxer in action on an egocentric sequence captured from smart glasses: https://t.co/fkJa3C2QoO
Pika just enabled in-platform monetization. If you want to use agents to earn real money, here are some ideas in thread - relatable for many creators following me here ๐งต: https://t.co/5JXRdmPrZr
1/3 Money, money, money, moneyyyyy ๐ธ๐ธ๐ธ๐ธ Today weโre making it possible for you to earn actual money from your Pika AI Self agent. Because we think your agent should work FOR you in every sense of the phrase. Every time someone talks with them, or uses one of their skills, you e