Wave your hand. Dim the lights. David Katus’s Project Gaius will bring gesture-based smart home control to life; all powered by edge AI and running fully offline. A hands-free, intuitive future starts here. https://
eu1.hubs.ly/H0qP2w40
#EdgeAI #GestureControl #SmartHome #HMI
AI HARDWARE
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Edge AI gesture control brings smart home automation to life
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AI and Energy Constraints: Efficient Inference at CES 2026
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One thing that stayed with me from #CES2026 is how closely AI and energy are now linked. Many of the discussions focus on constraints and how to overcome them: efficient inference hardware, more processing done locally instead of in the cloud, and a more realistic view of what
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Roborock Rover Robot Vacuum Now Climbs Stairs While Vacuuming
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Your robot vacuum just learned a new life skill: stairs. The Roborock Rover doesn’t politely stop at the edge anymore.
It climbs. While vacuuming. Like it suddenly decided gravity is a suggestion. It’s funny, but also telling.
For years, home robots were optimized for perfectly -
Write High-Performance Hardware Kernels in Python with Pallas
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You no longer need to leave Python to write high-performance hardware kernels. Learn how to use Pallas in Keras to author custom ops that lower to Mosaic for TPUs or Triton for GPUs:
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NVIDIA’s Alpamayo-R1: Open Weights 4D Understanding Autopilot Model
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As NVIDIA pushed its first ever open weights autopilot model alpamayo-R1 A key frontier is native 4D understanding: not just “describe the video” but reason about depth + motion + 3D interactions over time, even for a specific region. This paper introduces 4D-RGPT (also from
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AI Glasses Provide Real-Time On-the-Job Training
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AI Glasses teach in real time. While doing the job.
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Trinity AI-Native 3-Wheel Car Prototype Unveiled at CES
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cool to see the first prototype of Trinity from @iamwill and team, an AI-native 3-wheel car, at CES this week:
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Honor Unveils Robot Phone at CES 2026
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Chinese phone company Honor announced its new “Robot Phone” #CES2026 https://
youtu.be/pqPcGYQutIs?si
=BZlMzjm0pBLHIFfW
… via @YouTube #CES2026 #CES26 #humanoidtech #humanoid #robot #Robotics #AI #TechRevolution #TechInnovation #mobile @AlbertoEMachado @Eli_Krumova @postoff25 @Khulood_Almani -
NVIDIA Tools Integrated Into Siemens AI Workflows at CES
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NVIDIA tools become part of @siemens workflows for physical and agentic AI applications. #CES2026 #sie_ces #DigitalTwins #FactoryAutomation
— Lucian Fogoros (@fogoros) 7 janvier 2026
Clip from CES 2026 – NVIDIA Live with CEO Jensen Huang : https://t.co/mFmQnSUK6D pic.twitter.com/xU1r5oR2CONVIDIA tools become part of @siemens workflows for physical and agentic AI applications. #CES2026 #sie_ces #DigitalTwins #FactoryAutomation Clip from CES 2026 – NVIDIA Live with CEO Jensen Huang : https://
buff.ly/lWWUjz5 -

ScaledML Returns After 6 Years with ML Industry Foresight
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ScaledML is back! After a 6 year hiatus. Consistently 2-3 years ahead of where ML will be. Examples of foresight at SML:
– OpenAI in 2016,2017,2019 announced GPT-2 & RL efforts
– Turing award for Deep Learning announced by Turing award winner on morning of award
– Groq chip