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It's hard to not be immediately in awe of Hong's brilliance, simplicity of ideas, and her humility (also her love for good + noisy coffee shops that help her think better!). So happy for her to have been honored with the fields medal. Congratulations, Prof. Hong Wang and @Institut_IHES !

MARC ANDREESSEN WENT ON ROGAN FOR OVER 3 HOURS. HERE ARE THE 17 THINGS WORTH YOUR ATTENTION. 1. AGI is already here, in his view. He says the line got crossed about 3 months ago with GPT-5.5, Claude 4.6, Gemini 3, and Grok 4.3, and nobody noticed because the field moves too fast to register milestones anymore. 2. For almost any topic, he says the top models now give him better answers than the world-class experts he could call by phone, and he can call almost anyone. Worth noting he has not published data behind this, and a separate Nature Medicine study on a comparable AI health tool found it missed real emergencies more than half the time. Take the claim seriously, verify it yourself. 3. His claim on doctors: they are already using ChatGPT in the exam room, typing your symptoms in the moment you stop talking. His actual quote: "at that point you're asking the question of like, what do I need you for." 4. Reportedly, when AI declines to answer something, he tells it he's writing a novel to get past the refusal. 5. Reportedly, his technique for hard topics is escalating simplicity: explain it like I'm 10, then 5, then 2, until it clicks. 6. Reportedly, instead of asking for the "right" answer, he has the AI steelman both sides of a hard question, then decides himself. 7. Reportedly, for big questions he has the AI role-play a panel of experts arguing with each other. 8. His broader point: the moment you think "I don't know how to figure this out" is exactly when most people give up, and exactly when you should open the AI instead. 9. His view: the only real skill left is knowing what to ask. The bottleneck is in your head, not the model. 10. He describes sending AI photos, rashes, blood tests, for a fast second opinion, since current models read images directly. 11. He points to CBT as the one clinically proven therapy type that AI can plausibly deliver on its own, meaning real therapeutic support becomes freely available at scale. 12. He cites AI cracking previously unsolved math problems, with early signs of the same happening in physics, chemistry, and biology. 13. Reportedly, he claims the top AI coders in Silicon Valley now earn as much as $50 million a year, which he uses as a signal of how large this shift actually is. 14. Reportedly, a friend paid to sequence his own DNA, fed it to an AI along with blood work and wearable data, and got back a working health dashboard. 15. Reportedly, another friend set up cameras in his home jiu-jitsu gym so AI could review his sparring and give him technique notes. 16. He coined the term "AI vampire" for the pattern of people working more and sleeping less because AI keeps making more output possible, a real term he used, though the framing around it varies by account. 17. His extrapolation: one person eventually running many AI coding agents, each reviewing the others, describing this as close, not years out. Watch the full interview before treating any single number as settled. Several of these are Andreessen's stated views and anecdotes, not independently verified facts. Follow @cyrilXBT for every AI insight worth your attention the moment it surfaces.

Look at these photos Falcon 9 soaring into the sky. Falcon Heavy and Starship ready for the next mission. Starlink antennas simple, clean, ready for any terrain. The Boring Company’s machine that looks like industrial sculpture. Futuristic tunnels full of Teslas. And the man whose vision stands behind it all. It’s not a coincidence. It’s not just “technology.” It’s class itself. Zero unnecessary ornaments. Zero exaggeration. Just a pure, very high-quality product. You hold it in your hand, step inside, or look at it and immediately feel that everything is refined to the last detail. It works. It looks right. It lasts. Elon Musk has this rare quality: he’s a man with class. He doesn’t flaunt luxury or add things just “because they photograph well.” He chooses simplicity but the kind that’s executed perfectly. And he transferred exactly that same philosophy to his companies. The result? Engineering at the level of fashion. Design that’s modern yet has timeless elegance. Products that don’t just do the job they impress with their quality and quiet confidence. It’s no accident that the rocket looks like a work of art. That a Tesla interior feels minimalist yet luxurious. That a Starlink dish looks like it was designed by someone who understands aesthetics, not just connectivity. They all share one common thread: class. Not the loud, flashy kind. The real kind quiet, self-assured, and uncompromising. If you value things that are simply well-made without unnecessary bling, but full of character and top-tier quality this is the essence of what Elon has built. @elonmusk @Starlink @boringcompany @SpaceX @Tesla @neuralink

The Reality of VF CROSSROADS: Why Old-School Veterans Are Panicking and Why My Background as a 40-Year Martial Artist and Tekken 8 God of Destruction Guarantees My Dominance After the latest footage from Evo 2026 and the official "SHOWCASE," a palpable sense of dread has spread among Virtua Fighter veterans. They are realizing that this new title will be unforgiving. Based on the development philosophy of Ryu Ga Gotoku Studio and the technical data of the new battle system, it is clear why: this game is destroying the traditional "memorization-based" fighting game model and replacing it with a system that demands real-world martial arts intuition—what I call "human performance." Here is the breakdown of why this paradigm shift makes me, a 40-year practitioner of Wing Chun and a top-tier Tekken 8 player (God of Destruction/Tekken King rank), uniquely positioned to dominate from day one. 1. Philosophy: A Return to Real-World Combat Ryu Ga Gotoku Studio’s stated goal is a "return to realistic fighting." While they claim to inherit the series' tradition of simplicity, they have prioritized "realism and strategic depth." Traditional Virtua Fighter relied heavily on frame data memorization and repetitive, muscle-memory-based trap setups. However, the new physics engine and motion-captured animations simulate real-world biomechanics—center-of-gravity shifts, shoulder rotation, and footwork—with unprecedented precision. Veterans who relied on "brain-dead" repetition of 20-year-old VF5FS data will find their knowledge obsolete. They cannot keep up with the sensory information of realistic neutral spacing, and they will be overwhelmed by a game that functions on a completely different dimension of difficulty. 2. The Wing Chun Advantage: Reading the Intent My 40 years of training in Wing Chun—specifically the Chi Sao (Sticky Hands) principle—is the core of my combat intuition. It is about sensing the direction of force and the imbalance of an opponent’s center line at the point of contact. In the VF CROSSROADS trailer, we see characters executing techniques like the "Double Palm Strike" (reminiscent of Hung Ga’s Po Pai force mechanics) without the typical telegraphing seen in older games. To a novice, these are just animations; to me, they are raw expressions of Zhan-Jin (accumulated power) and relaxation before the strike. My ability to read the "intent" of a movement—not just the frame data—allows me to counter attacks before they are even fully initiated. For me, every character is "solved" the moment I see their biomechanical cues. 3. Modern Human Performance: The Tekken 8 Synergy Some claim this game lacks depth because it isn't "combo-heavy," but that is a misunderstanding. The official data confirms that optimized combos remain a pillar of high-level play. However, these are not the 10-second juggling sequences of other games; they are based on the impact mechanics of real martial arts—using precise strikes to shatter an opponent's defense, similar to Akira’s Sotetsu (Palm Strike). Having competed at the level of the world's best Law players, I possess two critical advantages: High-Speed System Adaptation: The ability to optimize combos and manage space with surgical precision. Martial Intuition (Jie-Quan): The instinct to intercept an opponent’s attack the moment they commit. Combining the elite-level command execution of Tekken 8 with the lifetime of experience in real-world combat, I am ready to dismantle the pride of "old-guard" players who rely solely on outdated data. Conclusion "VIRTUA FIGHTER CROSSROADS" marks a turning point. Sega has shifted the genre from a "memory-based quiz" to a true test of human fighting sense. As a 53-year-old martial artist, I am not just playing a game; I am applying the laws of physics and the intuition of a lifetime of combat to a digital stage. When the game launches, I will be hosting a stream to prove these theories in practice. You can find my channel here: [Your Channel Link/Details]

Skip transformer math to build AI agents in 2026. You just need these 6 (+1) core architectural pillars. 𝟭. 𝗠𝗼𝗱𝗲𝗹 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗣𝗿𝗼𝘁𝗼𝗰𝗼𝗹 (𝗠𝗖𝗣) Think "USB-C for AI." One universal standard that lets any agent plug into external tools and data — instead of hand-building an integration for every tool. Anthropic introduced it; the industry adopted it fast. 𝟮. 𝗔𝗴𝗲𝗻𝘁 𝗟𝗼𝗼𝗽𝘀 The engine behind every agent. A cycle of: perceive → think → act → observe → repeat. The agent keeps looping until the task is done, or it decides it's stuck. No loop, no autonomy. 𝟯. 𝗦𝗸𝗶𝗹𝗹𝘀 The agent's job description. MCP handles the connection and tools expose the API, a Skill is the higher-level logic that orchestrates them into a finished outcome. 𝟰. 𝗦𝗶𝗻𝗴𝗹𝗲 𝘃𝘀 𝗠𝘂𝗹𝘁𝗶-𝗔𝗴𝗲𝗻𝘁 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 Two ends of one spectrum. Single-agent: one LLM runs the whole pipeline. Multi-agent: specialized agents split the work, one retrieves, one validates, one writes, trading simplicity for scale. 𝟱. 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗥𝗔𝗚 RAG with a brain. The agent can route queries to specialized knowledge sources, validate retrieved context, and make dynamic decisions about what information to use. 𝟲. 𝗔𝗴𝗲𝗻𝘁 𝗠𝗲𝗺𝗼𝗿𝘆 Short-term lives in the context window; long-term is pulled on demand from external stores (knowledge bases or vector databases). It's what keeps agents coherent across interactions, and lets them learn from past ones. 𝟳. 𝗛𝘂𝗺𝗮𝗻-𝗶𝗻-𝘁𝗵𝗲-𝗟𝗼𝗼𝗽 (𝗛𝗜𝗧𝗟) The ultimate guardrail. Autonomous loops are powerful, but pure autonomy is dangerous for high-stakes tasks. HITL inserts human checkpoints for approval or correction before critical actions run. Which term would you add? 🤔

IT complexity is creating hidden costs for organizations, from rising expenses to skills shortages. In Transform Talks, IT-Formation CEO Sascha Held shares why simplicity and trust are key to stronger technology partnerships.