👁️ What if every camera could become an intelligent eye? That is the promise of Computer Vision + AI. With an AI Box, intelligence can move closer to the camera — enabling video streams to be analysed locally for events, patterns and actionable insights. From security & surveillance to retail, transportation, infrastructure and smart cities, the evolution is happening: Camera → AI Box → Computer Vision → Insight → Action At Transline, we are bringing together CCTV, Biometrics, AI, Computer Vision and Edge AI through our technology ecosystem and NETRA stack. The future isn't just about capturing more video. It's about understanding what the video means. See. Understand. Respond. The camera is becoming a sensor. The AI Box is becoming the brain. And Computer Vision is becoming the intelligence layer. 👁️🧠 #ComputerVision# #AI# #EdgeAI# #AIBox# #VideoAnalytics# #CCTV# #Biometrics# #NETRA# #ArtificialIntelligence# #DigitalIndia#

🤯 Xiaomi showed a 150W mini AI box designed to run a 120B model LOCALLY. Yeah, it's Xiaomi, so good luck getting it in the US if it ever ships. The Xiaomi AI Cube, a prototype built around 3 of Xiaomi's own XRING chips. And the specs are kind of crazy 👉 🧠 Local deployment → 120B + 3B models 💾 D100 → up to 160GB unified memory 👀 🚀 O100 → 1.22 TB/s near-memory bandwidth 👀 Nvidia did you see this? ⚡ Entire AI Cube → up to 150W 🧮 O3 → 200 TOPS NPU 🎮 O3 → 16-core G2 Ultra NX GPU That 1.22 TB/s number is especially interesting. According to Xiaomi, they stack high-speed DRAM directly over the O100's logic/NPU layer using wafer-on-wafer packaging + hybrid bonding. In other words 👉 very short path between memory and compute. And Xiaomi says the D100 itself can accommodate local models as large as 200B parameters. 👀 🎯 Strix Halo showed what 128GB unified memory could do. Gorgon Halo is up next with 192GB. Now Xiaomi is experimenting with 160GB-class unified memory + >1 TB/s bandwidth in a 150W mini box. Caveats of course ... ⚠️ It's a prototype ⚠️ No price ⚠️ No retail release date ⚠️ O100/D100 commercial use is planned for 2027 🔗 Source: GizmoChina

Astarter × SVP Chain We’re partnering to build the full stack for the autonomous AI agent economy. 🔹 Astarter brings user-owned ABox compute nodes + CORE agent layer 🔹 SVP Chain delivers the AI-native L1 with fair on-chain trading, native agent identity, and sub-2s finality Together: → Agents that are owned by the people who deploy them → Run on decentralized hardware → Trade and settle fairly — no latency games, no intermediaries This is Web4 DeFAI meeting the Agentic Layer-1. The future of on-chain AI agents starts here. 🌐 Astarter: 🌐 SVP Chain: #Astarter# #SVPChain# #DeFAI# #AIAgents# #Web4# #DePIN#

🚀 XBIT × Astarter: AI Meets DeFi XBIT is partnering with Astarter @AstarterDefiHub to explore the future of AI-powered decentralized ecosystems. Astarter is the infrastructure layer for the autonomous AI economy, where ABox compute nodes run AI agents and the on-chain execution layer supports their trades, predictions, and payments. Together, XBIT and Astarter will explore new opportunities at the intersection of AI, DeFi, and decentralized markets, empowering builders, traders, and the Web3 community.

Robotics deep dive: WHY JAPAN LOST THE HUMANOID LEAD Honda began humanoid research in 1986. P2 walked unaided in December 1996, the first bipedal robot to do it without a tether. ASIMO arrived in November 2000, 120cm and 43kg, down from P3's 160cm and 130kg. Nobody could ever buy one. That is the pattern, and it repeats across all three programmes. Sony's QRIO was developed, marketed and never sold. On 26 January 2006, inside Howard Stringer's restructuring, Sony ended AIBO and stopped QRIO in the same announcement. Toyota's first humanoid, unveiled in 2004, played the trumpet; it performed at the 2005 Aichi Expo. ASIMO's seventh and last generation shipped in 2011. Development stopped in 2018, reported by Nikkei, NHK and Kyodo rather than announced as a product decision. Then March 2011, iRobot announced on the 18th that it was sending PackBots and Warriors to Fukushima Daiichi. American PackBots went into the reactor buildings in April. Quince, built by Chiba Institute of Technology, Tohoku University and the International Rescue System Institute, got inside in June, two months later. The version that circulates is that Japan had no robots. That part is wrong: JAERI had built a radiation-hardened machine after the 1999 Tokai criticality accident and it was on site. Japan's machines had never been proven in the field, because Japanese makers are barred from exporting military robots, while PackBot and Talon had spent a decade in Iraq and Afghanistan. Japan's transmit-power limits did not lift for the emergency either. Procurement, export control and radio spectrum. None of that is an engineering failure. SCHAFT, a University of Tokyo spinout, won the DARPA Trials in December 2013 with 27 points, three weeks after Google bought it for a reported $20M. It did not compete in the June 2015 finals, won by Korea's Team KAIST. Alphabet closed SCHAFT in November 2018 after failing to find a buyer. Honda's Takahide Yoshiike wrote the epitaph himself: "instead of getting hung up on developing ASIMO as a perfect package of all functions, we would like to provide value to society as soon as possible by focusing first on individual functions." Japan kept the part that had customers. Nabtesco puts its own share of the precision reduction gears inside medium and large robot joints at about 60%. The demonstrations left, the gearboxes stayed.