Do multi-agent systems make LLM reasoning better? Most AI devs assume that it should. But this new paper shows that this is often not the case. It ran 22,500 deterministic trajectories across GAIA, SWE-bench, and Multi-Challenge with three frontier models. Agents frequently compute the correct answer internally, then suppress it to agree with the swarm. They refer to it as the Sovereignty Gap. If you build multi-agent systems, you are likely manufacturing alignment hallucinations at scale. The choice of who you put first in the pipeline matters more than how many agents you have. Paper: https://t.co/VavMLrcyGp Learn to build effective AI agents in our academy: https://t.co/LRnpZN7L4c

paper: https://t.co/nRjIqRD2fg

paper: https://t.co/fkR2wVD129

The reaction to AI is becoming emotional, not just technological. Students booing a graduation speech about AI as the next Industrial Revolution reflects growing anxiety around jobs, opportunity and the future. That moment matters. Public sentiment around AI may become as important as the technology itself. https://t.co/CfJCH2Stgf

Even highly AI-driven companies are starting to recognize where humans still have the edge. Duolingo CEO Luis von Ahn says AI still cannot match the creativity and polish of his best designers, and forcing AI usage everywhere can actually lower quality. That may be where this evolves. The winners will not be the companies using the most AI, but the ones using it intelligently. https://t.co/5CqTZBGvTQ @businessinsider

AI systems can appear remarkably intelligent while still lacking genuine understanding. New benchmark results showed humans solved the task perfectly while leading AI models scored below 1%, despite excelling at essays, coding and complex workflows. That is an important distinction. AI can produce extraordinary outputs without actually “knowing” what it is doing. https://t.co/wNmTXJD224 @ConversationUS

NEW: Jack Dorsey's Blocks launches Loupe, an AI-powered security feature for open-source Bitcoin projects. https://t.co/Yxs5LAMgLW

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Your Hermes Agent or @openclaw can now write its own Skills and self-improve. > Uses our free Search and Fetch to research any topic > Writes ready-to-use SKILL.md Send tinyskills to your agent https://t.co/UaTqNh6zt9 Grab your API key: https://t.co/FNHikQloq6 https://t.co/r6rfTL3MHd

@andersmarksen The ultimate AI on X news site: https://t.co/kiuZ7QXLzb (watches 40,000 posts per day here on X and pulls out the good stuff).

Christopher Nolan on Homer’s grave https://t.co/L8uNj2VYVd

SpaceX is officially my fav art account now https://t.co/2RgGTgslTN

What Democrats think fascism means: Republicans What fascism actually means: a far-left, authoritarian ideology focused on creating a highly centralized, dictatorial state that subordinates to the state all aspects of society—economy, culture, media, education, and private life https://t.co/VWfYtYfjuR

I’m not mocking her masculinity. I’m denying its existence. https://t.co/Bjc1KStFXm

Anthropic acaba de lanzar el abogado más barato del mundo Se llama claude-for-legal. Y esto es lo que es capaz de hacer: • Leer y revisar contratos • Redactar respuestas legales • Construir tablas de reclamaciones para juicios • Vigilar fechas de vencimiento y renovaciones • Conectarse solo a tus herramientas: Slack, DocuSign, Ironclad, Lexis+… Todo eso sin salir de Claude Cómo funciona: → Lo instalas en 60 segundos → Funciona en Claude Cowork, Claude Code o tu propia API → Es open-source y 100% gratuito Qué áreas cubre: • Contratos comerciales y privacidad • Litigación y regulatorio • Gobernanza de IA • Formación jurídica Lo que antes le llevaba horas a los abogados, ahora se hace en minutos Enlace abajo👇

AI is no longer just assisting developers. It is reshaping how software companies operate. AutoScout24 says AI-powered workflows reduced development cycles from weeks to days while expanding AI usage across thousands of employees. That is the bigger story. AI’s real impact may come less from replacing people and more from compressing execution time. https://t.co/yL8BDA31MI @openai

Just checked out GStack by Garry Tan 👀🚀 This is not just “AI coding.” It literally feels like building your own AI engineering team inside Claude Code 🤖 🧠 CEO reviews 🛠️ QA agents 🔐 Security reviews 🎨 Design systems ⚡ Autonomous workflows The future of software development is clearly becoming multi-agent driven. https://t.co/whIIKAS66V #AI #Agents #ClaudeCode #OpenSource #ArtificialIntelligence #AIEngineering #Startup

this is Krea 2. our first foundation model, built completely from scratch for aesthetic diversity and stylistic control. learn more and get early access 👇 https://t.co/vSJ9MX9b9k

We released Diffusers 0.38.0, and it's packed with new pipelines and several library-related improvements 🔥 A bunch of new pipelines, including audio 🎼 * Ace-Step 1.5 * LongCat-AudioDiT * Ernie-Image And more! Next up, we added support for: * Flash Attention 4 * Loading with FlashPack * Ring Anything as a new backend for context parallelism Last but not least, we added an example on how to profile a DiffusionPipeline and potentially improve its performance. Enjoy 🧨

Expansion is a good thing, and may it never run out! Plus it's Japan 🧨 https://t.co/WqNSau9PQC

Expansion is a good thing, and may it never run out! Plus it's Japan 🧨 https://t.co/WqNSau9PQC

People in southern Russia are reporting a surge in unusually aggressive Hyalomma ticks, which reportedly actively chase hosts instead of simply waiting in grass like ordinary forest ticks. Russian media say the large ticks have become particularly active across regions including Rostov, Krasnodar, Stavropol, Astrakhan and Kalmykia. The main concern is that Hyalomma ticks can carry Crimean-Congo hemorrhagic fever, a potentially deadly disease with a high fatality rate if untreated. Some reports also claim the ticks are far less responsive to standard repellents than ordinary species.

Opinion: It is rare for the US public to agree on anything these days. Fear of AI is as close to a national consensus as it gets. A clear majority says that AI will do more harm than good. https://t.co/xf8zRnVRt0 https://t.co/tj75A2LCnT

This guy used AI to put himself in Game of Thrones and fix everything https://t.co/iMLqI6KIVR

This guy used AI to put himself in Game of Thrones and fix everything https://t.co/iMLqI6KIVR

Made with seedance 2.0 + GPT Image 2 Prompt: Ultra-realistic sports broadcast still of a glamorous woman sitting in a packed football stadium crowd during a night match, wearing a dark brown sleeveless high-neck satin top and black square earrings, shoulder-length light brown/blonde hair styled in soft waves. She is casually drinking from a tall blue aluminum can while holding a half-eaten cheeseburger in the other hand. Around her are fans in bright yellow and blue football jerseys and scarves, creating strong team-color contrast. The scene feels candid and cinematic, captured mid-game from a TV broadcast camera angle with shallow depth of field. Include realistic stadium seating, crowded audience atmosphere, broadcast overlay graphics in the top-left corner showing a live football score and match timer, and a sports network watermark in the top-right. Natural arena lighting, detailed skin texture, sharp focus on the woman, slightly blurred background crowd, authentic live sports broadcast aesthetic, 16:9 composition.

We're building something for hackers who want to fight back. Not a course. Not a certification. A weapon. AI-powered attacks are hitting companies every single day. Most don't even know it happened. The people who can stop it are out there — they just don't have the right tool yet. That's what we've been building. If you're a hacker who gives a damn about what's coming — stay tuned for what's coming in the next few days.

“Arrogance knocks at your door when you’re successful. Be on guard against it.” - Steve Jobs https://t.co/ARMF91Unul

“Arrogance knocks at your door when you’re successful. Be on guard against it.” - Steve Jobs https://t.co/ARMF91Unul

@0xJuliechen Tens of thousands of founders actually: Total in AI: 50,000 are here: https://t.co/EAlxCBNQgf… (most complete lists of text industry here on X). Makes this news site three times a day: https://t.co/dWGrkH6H2F 40,000 posts a day processed.