The next scaling frontier isn't bigger models. It's societies of models and tools. That's the big claim made in this concept paper. It actually points to something really important in the AI field. Let's take a look: (bookmark for later) Classical scaling laws relate performance to parameters, tokens, and compute. More of each, better loss. These laws have driven a decade of progress. But they describe a single-agent world: one model, static corpus, one prompt at a time. There is a clear misalignment with how real-world problems actually work. This new perspective paper argues that scaling must expand along three new axes: population, organization, and institution. Not just how many parameters, but how many agents, how they're connected, and what norms govern their interaction. Simply adding more agents doesn't monotonically improve performance. Early experiments in multi-agent debate show that naive agent swarms can degenerate into majority herding, where the first plausible-but-wrong answer locks in and gets reinforced through subsequent rounds. Groups of frontier models fail to integrate distributed information, displaying human-like collective failures. The paper proposes three interaction regimes for multi-agent systems: 1) Competition: debate, adversarial critique, self-play. 2) Collaboration: role specialization, division of labor, complementary expertise. 3) Coordination: orchestrated workflows, planner-worker hierarchies, reliable execution. Which regime fits which task matters. Competitive regimes suit focused reasoning problems with clear correctness criteria. Collaborative regimes fit an open-ended design where diverse skills are needed. Coordinated regimes handle long-horizon, safety-critical workflows. The architectural implications are significant. Effective multi-agent systems need cognitive diversity: agents with different priors, reasoning styles, and tool access. They need institutional memory: persistent artifacts that outlive individual sessions, analogous to lab notebooks and version control. They need communication topologies: not just broadcast or hub-and-spoke, but structured graphs that balance diversity and coherence. Training objectives must change, too. Current models optimize individual next-token prediction. Multi-agent systems need collective objectives: group accuracy, calibration, hypothesis diversity, and conflict resolution quality. The paper proposes "multi-agent pretraining" where debate, peer review, and negotiation become first-class optimization targets. Paper: https://t.co/OqwIIeJLYr Learn to build AI agents in my academy: https://t.co/JBU5beIoD0

Ever opened a repo and thought: “What does this codebase actually do?” “Where did I put that file?” 🤔 You’re not alone. With the release of Gemini 3 Flash ⚡ from @GoogleDeepMind, we decided to build something fun (and useful): a file-system explorer agent that answers those questions for you. 🔍 What makes it cool? 🔧 Tool-powered exploration: the agent can read, grep, and glob your files 📄 Real-time parsing: unstructured files are instantly turned into clean, readable Markdown using LlamaParse ❓ Interactive by design: the agent asks clarifying and follow-up questions when things get ambiguous ♻️ Agentic workflows: runs are guided by looping, branching, and human-in-the-loop patterns for controlled, effective exploration 🎥 Check out the demo below! 💻 GitHub: https://t.co/6DeVZIhWvw 📚 Learn more about LlamaIndex Agent Workflows: https://t.co/d13Xoa5ycC 🦙 Get started with LlamaParse: https://t.co/gjFS6evAiT

Gemini 3 Flash gives you frontier intelligence at a fraction of the cost. ⚡ Here’s how it’s built for speed and scale 🧵

We have exactly these statistics for self-driving cars and those statistics play a central role in the discussions about the technology. https://t.co/adFdlR2duK

Til https://t.co/RL6j9JWTGL

@ManusAI hit 100M! Happy to be here for the ride and to help make my little dent :) i guess next milestone 1b? https://t.co/fy1nmFxsnE

It’s official: Manus just hit $100M ARR in 8 months. Working at a startup is like building a rocket ship while flying it. Some days are chaotic, but moments like these? You just have to be there. So proud to be part of this journey. We're hiring! If you want to build the future, come join us.

Elon Musk in 2019 on LiDAR: “They’re all going to dump LIDAR; that’s my prediction. I should point out that I don’t actually super hate LIDAR as much as it may sound. But at SpaceX, SpaceX Dragon uses LIDAR to navigate to the space station and dock. Not only that, SpaceX developed its own LIDAR from scratch to do that, and I spearheaded that effort personally. Because in that scenario, LIDAR makes sense. In cars, it’s freaking stupid. Once you solve Vision, it’s worthless.”

BREAKING: Grok Voice API is now live. It lets you build apps that talk with users in real time. It listens, understands speech in many languages, and replies with natural voices, making it easy to build voice assistants or phone agents. Features • 5 built in voices to choose from: Ara, Rex, Sal, Eve, Leo • Live voice conversations using WebSocket • Understands and replies in many languages • Natural sounding voice options • Low delay for smooth back and forth speech • Can use tools like web search and X search Great for voice assistants and phone agents.

🚨🇬🇧 UK LEADS EUROPE IN RAPE RATES - SHOCKING STATS SPARK DEBATE ON IMMIGRATION, CRIME, AND CULTURE New data's out, and it's grim. The UK is sitting at the top of Europe's rape incidence chart with a staggering 109.06 cases per 100,000 people, far ahead of Sweden at 68.50 and France at 59.00. The figures come from Restore Britain's analysis of World Population Review data. The drop-off after the UK is steep. Norway stands at 41.50, Denmark at 32.50, and rates fall sharply from there. On raw numbers alone, the UK is an extreme outlier. This isn't just statistics - it's a political and cultural flashpoint. Many argue mass immigration policies and weak border controls have imported cultural conflicts and driven crime spikes. Others focus on failures inside the system itself: low conviction rates, collapsed trust in policing, and victim-blaming dynamics that discourage reporting. Comparing rape statistics across countries is notoriously messy. Definitions differ, counting methods vary, and reporting incentives are not uniform. Still, the UK's numbers are difficult to dismiss. High-profile cases, collapsing conviction rates, and growing public anger are pushing the issue into the center of national debate. Calls are mounting for tougher immigration controls, stronger cultural integration expectations, and major reforms in how sexual violence is investigated and prosecuted. Whatever the cause, the current trajectory is so obiously unsustainable. Source: Restore Britain, World Population Review

Elon Musk: The economic pie is not fixed, so work on adding to the economic pie, creating more than you consume "When we see people, including some very smart people, taking an attitude of doing things that seem morally questionable, it's often because they have, at a base axiomatic level, a zero-sum mindset. If you have a zero-sum mindset, then the only way to get ahead is by taking things from others. If the pie is fixed, then the only way to have more pie is to take someone else's pie. But this is false. Obviously, the pie has grown dramatically over time, the economic pie. So, in reality, there's a lot of pie. The pie is not fixed. So, it's much better to work on adding to the economic pie, creating more than you consume." Source: @MarioNawfal

This is Abdul Hamed - a boat migrant from Nigeria. He climbed through a woman's window and raped her TWICE while her children were asleep in the next room. He was jailed for just six years at Swindon Crown Court, costing us £250,000. No deportation. 🇬🇧 https://t.co/0TwCZsTVuZ

This set a terrifying precedent for parents everywhere. A Canadian father, Robert Hoogland, was thrown in prison for trying to prevent his 14-year-old daughter from undergoing permanent medical transition. After schools socially transitioned her behind his back and courts authorized testosterone injections against his wishes, the state stripped him of his parental rights. When he refused to remain silent about the medical risks and the loss of his child, the government moved to silence him by force. https://t.co/3kK4Jotk6n Hoogland was sent to prison for "contempt of court" because he defied a gag order that forbade him from referring to his child as his "daughter" or using female pronouns. By treating his desperate plea to protect his child as a criminal act, the court signalled that the state, not the parent, owned the child. This is nothing less than the criminalization of parenthood in the face of state-sponsored gender ideology.

In this short ~1-minute clip from 2011, Elon Musk explains that Tesla will become a great American company—one that Americans will be genuinely proud of, just like iconic tech giants (Apple, google). Watch old Elon interviews and you’ll quickly realize: nearly everything he predicts or sets as a goal actually comes true—even the small details he mentions in passing.”

Wisdom teeth may be more valuable than we once thought Scientists have found that wisdom teeth contain dental pulp stem cells (DPSCs), a type of adult stem cell with notable regenerative potential. Because these cells originate from neural crest tissue, they show a higher-than-average ability to support nerve repair and differentiate into neuron-like cells under laboratory conditions. Researchers are actively studying DPSCs for their potential role in neuroregeneration, including applications related to spinal cord injury, stroke recovery, and neurodegenerative diseases such as Parkinson’s. In preclinical studies—primarily cell cultures and animal models—these cells have demonstrated the ability to promote neuronal growth, reduce inflammation, and support damaged nerve tissue. That said, this research is still experimental. There are currently no approved human treatments using wisdom tooth stem cells for neurological disorders, and significant clinical testing remains ahead. While stem cell banking of dental tissue exists, its future therapeutic value is promising but unproven. Bottom line: wisdom teeth aren’t medical gold—yet. But what was once considered medical waste is now an active area of regenerative medicine research, particularly in neuroscience. Sometimes progress starts in unexpected places… including the dentist’s chair. #StemCells #RegenerativeMedicine #Neuroscience #MedicalResearch #FutureOfHealthcare

VP JD Vance held an official Hanukkah party at the Vice President’s residence in DC. Among the guests was Chabad Rabbi Levi Shemtov, who headed the menorah lighting. Kippahs with the Vice Presidential seal were handed out to attendees. Follow: @AFpost https://t.co/EjB79oEvQv

TESLA FLIPS THE SWITCH ON A MEGAPACK GIANT IN CALIFORNIA Tesla has brought a serious heavyweight online in Kern County, California: a Megapack battery system paired with 500 megawatts of solar generation. That combination puts the project among the largest solar plus storage sites in the United States, and it is now fully operational. At full output, the site can supply enough electricity to cover the annual needs of roughly 467,000 homes. More importantly, it does so when the grid actually needs it most. Power generated during sunny daytime hours is stored and then released in the evening, when demand spikes and solar production drops. That shift alone helps prevent outages and reduces reliance on gas peaker plants. The emissions impact is just as significant. The project is expected to cut more than one million metric tons of carbon dioxide every year, while adding real stability to a grid that has struggled during heat waves and peak demand events. California has quietly become the proving ground for large-scale battery storage, and this site shows why. Energy storage is no longer theoretical or niche. It is operational, reliable, and scalable. Tesla’s Megapack footprint keeps expanding worldwide, and projects like this make the case clearly. Clean energy is not just about generation anymore. It is about control, timing, and resilience. Source: @Tesla_Megapack

We teamed up with @NVIDIA and @MatthewBerman to teach you how to do Reinforcement Learning! Learn about: - RL environments, reward functions & reward hacking - Training OpenAI gpt-oss to automatically solve 2048 - Local Windows training with @NVIDIA_AI_PC RTX GPUs - How RLVR (verifiable rewards) works - How to interpret RL metrics like KL Divergence Full video tutorial: https://t.co/vcvyOXo3OW

Meet LongCat-Video-Avatar: a robust audio-driven avatar model that pushes the boundaries of long-form video generation. Compared with the previous InfiniteTalk, LongCat-Video-Avatar delivers far better long-sequence stability and realism. New highlights： ⚙ Built on the LongCat-Video architecture, now supporting Audio-Text-to-Video (AT2V), Audio-Text-Image-to-Video (ATI2V), and Video Continuation modes. 🎭 Open-source SOTA Realism: Ranked 1st in overall anthropomorphism scores for both single and multi-subject scenarios in EvalTalker evaluations (492 participants, 3 independent raters per video). ♾ High-quality long videos: Cross-Chunk Latent Stitching prevents pixel degradation and error accumulation over time, ensuring seamless stitching quality. 🔒 Long-term consistency: Reference Skip Attention maintains ID consistency while eliminating rigid copy-paste artifacts. 🪄 Supports multi-person and infinite-length video generation. 🔗Open-sourced Code: https://t.co/b9fVxTLaPs Hugging Face: https://t.co/TI7miIswgI Project: https://t.co/tkUpZKSKhU Paper: https://t.co/SO8YBXcNzm

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Been testing the local open source SAM audio segment AI model for a few hours and it is quite amazing. And it is free. You can use it to audio zoom or isolate any sound source. Link: https://t.co/66XQZUjzi4 https://t.co/yGHqiYkEkg

A must-read for AI devs. Verification is a big deal, not only in software but pretty much every domain AI touches. https://t.co/2dkFg8Mkm7

With v9 + @vite_js, dynamically import ES modules from http URLs on-demand right from the web into native platforms 🪄 https://t.co/7hWgsTcGuT

discuss: https://t.co/UpasIJaP0R

Sparse-LaViDa Sparse Multimodal Discrete Diffusion Language Models https://t.co/UcNlK7a4AD

discuss: https://t.co/7Jvo8Ys5zD

Onboarding a new photoroomer today cc @Thom_Wolf https://t.co/KrwEImJ7iC

Onboarding a new photoroomer today cc @Thom_Wolf https://t.co/KrwEImJ7iC

Microsoft TRELLIS.2 is here 🔥 • Single image → textured 3D mesh • 4B params, flow-matching transformer • Up to 1536³ resolution • Open weights, MIT licensed ⬇️ Demo available on Hugging Face https://t.co/9XSc9DH2b6

🦾@FirstHive is helping marketers deliver real-time personalized engagement at scale with #AWS. https://t.co/7mWxNCRoVK 💡 Unifying data, providing insights & featuring #AI capabilities, its platform is helping teams work smarter & faster. ⚡ Discover how AWS Activate supports #startups like FirstHive.

What happens if AI data centres slip the ‘surly bonds of earth’? https://t.co/RaI5g6Kf6E @anjahuja @ft

Oh wow! TRELLIS 2 just dropped and it's a huge leap for image → 3D mesh generation. 📦 Compact structured latents = editable, efficient meshes 🔍 Sharper topology + better materials 💨 Faster inference with higher quality Links 👇 https://t.co/GQGmNkgyHD

Inside Mark Zuckerberg’s turbulent bet on AI https://t.co/hoCvqf3mGD @ft @MsHannahMurphy @GeorgeNHammond