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Last night Apple briefly removed Telegram from the AppStore because a user had planted illegal porn in a public chat. Telegram was restored within hours. But I want to explain what happened — to warn other app developers and help protect online communities from similar attacks. Because Telegram quickly removes illegal content from public groups using all kinds of moderation tools, the attacker had to resort to a technical trick. He inserted AI-modified illegal content by editing an old message in an active group chat. As a result the content was effectively hidden from the group’s members, preventing them from seeing/reporting it. The attacker was a takedown extortionist: someone who demands ransom from group owners in exchange for not targeting their communities. These extortionists use automated accounts to plant illegal content in public groups and then report it directly to Apple, attempting to trigger the removal of legitimate communities whose owners refused to pay them. From a practical standpoint, illegal pornographic content in Telegram’s public groups is not a systemic problem. Our moderation is effective. The fact that attackers must resort to backdated, effectively invisible content and other technical tricks proves this. ⚠️ However, there are two important lessons here for app developers and online communities: — Extortionists have found a way to manipulate Apple into overreacting. Apple removed Telegram from the App Store before contacting us. This creates a potential systemic risk for every mobile app that hosts user-generated content. If an app used by more than a billion people can be removed from the App Store without prior warning, any app can be. — The tactics used by takedown extortionists are evolving, putting communities across social platforms at risk. Telegram has extensive experience identifying the tricks used by coordinated reporting gangs and protecting legitimate communities (even when doing so risks our own app being temporarily removed from the App Store). Other platforms may not be equally prepared. Stay vigilant! ☝️
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Given some of the results I'm seeing recently, it's pretty clear Codex is a good harness. But it will seem primitive in 2-3 months and we're about to go through another major evolution in how we use AI at the frontier. The next generation of models need more than your laptop.
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The next evolution of humanity will be written in space.
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1/ Open Beats — Pudgy Beats is evolving. More Themes. More Freedom. More Rewards. We’ve extended the deadline to September 15 and increased the rewards 💰 Original prize pool $6,000 USD stays fully intact — plus an extra $1,000 USD added to the @miurolabs Miuro Genesis NFT campaign 🎉 Themes are now fully open: Music Diary, Love Stories, Cute Brainrot, Growth & Dreams, AI New Era… and more ✨ Music Videos have No Style Restrictions — realistic or AI, both welcome 🎬 Pudgy Penguins IP is still encouraged and will be jointly promoted 🐧 More time. More freedom. More rewards. Start creating now → #OpenBeats# #MIURO# #AIMusic#
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📢Meet Qwen3.8-Max — our most capable model to date. Next week, the open weights of Qwen3.8-Max will be released, and Qwen3.8-27B is also going open-weights to meet you all!🎉 Qwen3.8-Max, a new bar for coding and cowork at 2.4T parameters: - Autonomous coding: 10+ days of self-evolving development, from empty folder to production without hand-holding, complete project trace in the GitHub: - Real work, real results: Production-quality deliverables across hundreds of professions. - Long-horizon mastery: System-level autonomous planning with closed-loop adaptive learning, driving 500+ turns of chip design optimization and 365 days of e-commerce strategy. - Native multimodal intelligence: Vision isn't just input — it's a continuous feedback loop for planning, execution, and self-correction. 💰Pricing: Input: $2.0 / M tokens Output: $6.0 / M tokens Implicit Caching: $0.25 / M tokens Start building with Qwen3.8-Max! 🚀 📖 Blog: ✅ Qwen Studio: ⚡ API:
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DeepMind's Andrew Trask on why the scaling laws are pushing AI from one big model toward a protocol: "The zoomed-out picture is that in the end, AI is gonna be a protocol instead of a program. We're seeing that evolution start to really gather steam as the scaling laws constrain how much data, compute, and talent one company can bring together." "When you combine models from multiple different providers, you're implicitly combining the data, compute, and talent that they trained on. So you can get better, faster models for a lower price, which is pretty crazy when you think about it." "If you want the absolute most accurate model, ensembling the top models is always going to win, you'll get higher scores than any single model. And if you want the best accuracy relative to any unit of price, ensembling some open and closed models is likely gonna own that Pareto frontier quietly for a while." "It won't be until there's a leaderboard that widely recognizes ensembles as comparable to individual models that we start to really see it. Then in 12 to 18 months, that saturates a bunch of benchmarks across the space, and the harnesses pick it up, routing you to the best combinations of models on the fly. That's when the market really starts to change in terms of how people buy intelligence." @iamtrask @openminedorg
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Le tensioni internazionali stanno facendo salire di nuovo il prezzo dei carburanti e, con esso, il costo di tutto quello che viaggia su strada. Di fronte a questo rincaro, che non abbiamo determinato ma dobbiamo gestire, abbiamo deciso di intervenire subito: oggi il CdM ha approvato, con decreto, un taglio immediato sul gasolio, il carburante che pesa di più su trasporti, agricoltura e sui prezzi che ogni famiglia paga. Sappiamo che non risolve il problema. Ma è una risposta tempestiva e responsabile, tenendo in considerazione le poche risorse che abbiamo e un quadro internazionale in continua evoluzione. Seguiamo giorno per giorno l’evolversi della situazione, anche sul fronte del conflitto, e torneremo a riunirci prima della scadenza per decidere i passi successivi. Faremo tutto quello che possiamo per non lasciare soli i cittadini e chi manda avanti la Nazione.
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The biggest mistake in humanoid robotics isn't engineering. It's thinking the robot is the entire business. History says otherwise. The companies that become indispensable don't always build the machine—they build the ecosystem everyone else eventually depends on. For the past six years, PITN has been preparing for a world where humanoid robotics becomes a multilingual global economy, not just a collection of impressive machines. While headlines chased the next robot demo, we quietly assembled a strategic portfolio of 500+ robotics and AI digital assets across 30 of the world's most influential languages. Not because domains are the future. Because digital identity is. Every emerging industry reaches a tipping point where attention shifts from Can we build it? to How will the world find, trust, and connect with it? That's when gateways matter. Maybe the robotics industry hasn't reached that realization yet. Just because evolution is slow doesn’t mean you need to be! Maybe it's closer than anyone thinks. Either way, we chose to build for tomorrow instead of competing for today's headlines. The future won't speak one language. Neither will humanoid robotics. Embrace the future. #HumanoidRobotics# #ArtificialIntelligence# #Robotics# #FutureTech# #DigitalAssets# #Innovation#
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While many of the world's brightest engineers were focused on building the best humanoid robots possible, PITN focused on building something different—a multilingual digital asset gateway designed for the emerging humanoid robotics ecosystem. Every transformational technology has had a moment when the market underestimated its importance. The internet.
Smartphones.
Artificial intelligence. Humanoid robotics may be approaching that same moment. PITN has assembled a portfolio of 500+ robotics and AI digital assets spanning the world's top 30 languages, including exact-match digital assets. Here's the question: When will a major robotics company have its "aha" moment and realize that a gateway they can leverage already exists? In any specialized industry, connections tend to tighten as the ecosystem matures. When humanoid robotics evolves into the global industry many expect, the paths between innovators, brands, and digital identity may become increasingly interconnected. The future is multilingual. The future is voice activated. 
The future is .HUMANOIDS WEB3. The future is POWER IN THE NUMBERS! For investor relations inquiries, DM #engineer# #TechCulture# #HumanoidRobotics# #AI# #Robotics# #DigitalAssets# #FutureTech# #Innovation#
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The future of humanoids isn't just mechanical—it's neural. A humanoid robot is an embodied AI system. Motors, sensors, and actuators provide the body, but neural intelligence provides the mind. Neural models power vision, speech, language, navigation, manipulation, planning, memory, decision-making, and continuous learning. As robotics evolves, nearly every cognitive subsystem is becoming neural-first. That's why represents more than a niche—it's a foundational concept for the next generation of intelligent robotics. #HumanoidRobots# #EmbodiedAI# #PhysicalAI# #NeuralNetworks# #ArtificialIntelligence# #Robotics# #MachineLearning# #DeepLearning# #RobotLearning# #ReinforcementLearning# #ComputerVision# #GenerativeAI# #AIResearch# #Automation# #FutureOfAI#
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