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🤖 EAI, solving real-world problems, 🧠shaping a civilization of human-machine symbiotic productivity. EAI Robot & Vehicle +” FF Embodied AI Robotics Product Final Launch and FF Par Recruitment Conference Feb 4 | 3:30 PM Pacific Time See you live. Faraday Future

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The hardest problems in AI aren't research problems anymore. They're deployment problems. It’s how we actually deliver real value, today, to build the future people want. That’s why, after 20 years in AI, my next step was inevitable: make robots do useful work for and alongside people, right now. Today, I am delighted to announce the launch of Walden Robotics to tackle just that. We started this year and are coming out of stealth today with a $300M seed round backed by some of the most serious companies and investors in the world. They have seen firsthand our general-purpose robots being useful in production on day one, and getting better every day after. You can see a glimpse of what we've been building in the video below. Physical AI has gone through a rapid phase transition, in part thanks to pioneering research from my friends and co-founders Russ Tedrake , Ben Burchfiel , Siyuan Feng, Rareș Ambruș , and many others at Walden. But from our long experience working together with co-founders Kerri Fetzer-Borelli and Dave Johnson, we learned how hard it is to deploy cutting-edge AI in a real, live, incredibly sophisticated production environment with an intricate ballet of automation and human ingenuity. That’s why we deliberately created Walden Robotics as a full-stack, human-centric, customer-focused robotics company from the start: we seeded the company with a world-class team across hardware, software, AI, deployment, operations, product, and business talent, so we could continuously optimize our whole system end-to-end, deeply and purposefully, from real-world experience with real customers. The efficacy of this strategy speaks for itself: since February, our general-purpose robots have been doing useful work in production at a Toyota plant in North America, moving from first pilot to real work in under two months. Not a lab. Not a demo. Not a future promise. Real work on a real line, today, at one of the best large-scale manufacturers in the world, with general-purpose robots that get better every day. And this is just the beginning. Two ways to find us: If you run a manufacturing or logistics business and want robots that are widely useful now, not someday, let's talk. We own “ for a reason! And if you want to build them: we're hiring across the company, from software, to hardware, AI, ops, product, business, and more. In particular, as the Chief Strategy Officer at Walden, I am recruiting for three incredibly impactful founding roles to fuel our agent-native go-to-market engine. Check out Let’s build together!

Adrien Gaidon

63,571 views • 15 days ago

Announcing DreamDojo: our open-source, interactive world model that takes robot motor controls and generates the future in pixels. No engine, no meshes, no hand-authored dynamics. It's Simulation 2.0. Time for robotics to take the bitter lesson pill. Real-world robot learning is bottlenecked by time, wear, safety, and resets. If we want Physical AI to move at pretraining speed, we need a simulator that adapts to pretraining scale with as little human engineering as possible. Our key insights: (1) human egocentric videos are a scalable source of first-person physics; (2) latent actions make them "robot-readable" across different hardware; (3) real-time inference unlocks live teleop, policy eval, and test-time planning *inside* a dream. We pre-train on 44K hours of human videos: cheap, abundant, and collected with zero robot-in-the-loop. Humans have already explored the combinatorics: we grasp, pour, fold, assemble, fail, retry—across cluttered scenes, shifting viewpoints, changing light, and hour-long task chains—at a scale no robot fleet could match. The missing piece: these videos have no action labels. So we introduce latent actions: a unified representation inferred directly from videos that captures "what changed between world states" without knowing the underlying hardware. This lets us train on any first-person video as if it came with motor commands attached. As a result, DreamDojo generalizes zero-shot to objects and environments never seen in any robot training set, because humans saw them first. Next, we post-train onto each robot to fit its specific hardware. Think of it as separating "how the world looks and behaves" from "how this particular robot actuates." The base model follows the general physical rules, then "snaps onto" the robot's unique mechanics. It's kind of like loading a new character and scene assets into Unreal Engine, but done through gradient descent and generalizes far beyond the post-training dataset. A world simulator is only useful if it runs fast enough to close the loop. We train a real-time version of DreamDojo that runs at 10 FPS, stable for over a minute of continuous rollout. This unlocks exciting possibilities: - Live teleoperation *inside* a dream. Connect a VR controller, stream actions into DreamDojo, and teleop a virtual robot in real time. We demo this on Unitree G1 with a PICO headset and one RTX 5090. - Policy evaluation. You can benchmark a policy checkpoint in DreamDojo instead of the real world. The simulated success rates strongly correlate with real-world results - accurate enough to rank checkpoints without burning a single motor. - Model-based planning. Sample multiple action proposals → simulate them all in parallel → pick the best future. Gains +17% real-world success out of the box on a fruit packing task. We open-source everything!! Weights, code, post-training dataset, eval set, and whitepaper with tons of details to reproduce. DreamDojo is based on NVIDIA Cosmos, which is open-weight too. 2026 is the year of World Models for physical AI. We want you to build with us. Happy scaling! Links in thread:

Jim Fan

226,089 views • 5 months ago

Get ready for the week of Web3 Celebration with XDC Network in Dubai, packed with enlightening events tailored for enthusiasts, developers, and professionals in the blockchain and web3 space. Habibi Welcome to Dubai! XDC Network is a silver sponsor at the Token 2049 in Dubai! XDC Network, as a silver sponsor at TOKEN2049 , invites you to explore the forefront of blockchain innovation. Join XDC Network at this premier event to explore cutting-edge blockchain innovations and connect with industry leaders. 📅 Event Dates: April 18-19, 2024 📍 Location: Madinat Jumeirah, Dubai, UAE 📌 Visit Us: Booth No. M41 🔗Website: XDC Network is a Premier sponsor at the ETH Dubai! As a Premier sponsor at ETHDubai , XDC Network invite devs to build on XDC Network and join tech forum for any query, also use our dev-friendly AI, Join XDC Network at ETHDubai Dev Conf & hackathon 📅 Event Dates: April 20-21, 2024 📍 Location: Le Meridien Dubai Hotel & Conference Centre, Dubai, UAE 📌 Visit Us: Booth No. 1 🔗Website: The list of Events held at XDC Dev Center Dubai: 📍 Location: S2308, Emirates Financial Towers, DIFC, Dubai, UAE Blockdaemon & XDC Network Masterclass in Dubai Join Blockdaemon 😈 , #XDCNetwork, Crypto Oasis , and Prime Numbers Labs at the exclusive masterclass to learn about blockchain technology and connect with a vibrant community. 📅 Event Dates: April 15, 2024 ⌚️ Time: 2:00 PM - 5:00 PM GMT+4 🎫 Register: Future Money: Fintech, AI, and Web3 Book Launch Book launch event for "Future Money: Fintech, AI, and Web3" by the esteemed Ronit Ghose . This event is not just a celebration of groundbreaking ideas but a convergence of visionaries shaping financial technology's future. 📅 Event Dates: April 16, 2024 ⌚️ Time: 5:00 PM - 7:00 PM GMT+4 🎫 Register: LegalTech Mirage: Unraveling Web3 and AI Potential in UAE Join us for an insightful panel discussion delving into the intriguing realm of "LegalTech Mirage: Unraveling Web3 and AI Potential in UAE." In this dynamic conversation, esteemed experts will explore the transformative influence of AI and Web3 technologies on legal frameworks with Law Blocks AI ( $LBT ) . 📅 Event Dates: April 17, 2024 ⌚️ Time: 11:00 AM - 1:00 PM GMT+4 🎫 Register: RWA Opportunities in the XDC Ecosystem ​The XDC Network is positioning itself as a hub for innovation in Real-World Asset (RWA) tokenization. XDC Ecosystems Fathom , XDC Trade Network , @TradeFinex , Zoth , ComTech , Crypto Oasis , WeFi , TradeTogether , and Plugin (PLI) are coming together. 📅 Event Dates: April 17, 2024 ⌚️ Time: 3:00 PM - 6:00 PM GMT+4 🎫 Register: The Next Frontier of Crypto Adoption: Joining Forces with Centralized Exchanges ​Frame your meetup as a call to action for web3 builders to embrace centralized exchanges as strategic partners in driving mainstream adoption and accessibility for their projects with Bitrue and #XDCNetwork. 📅 Event Dates: April 18, 2024 ⌚️ Time: 3:00 PM - 6:00 PM GMT+4 🎫 Register: Women in Crypto: Empowering the Future of Blockchain ​In collaboration with XDC Network and CryptoFemale☂️ , we are thrilled to invite you to an inspiring side event dedicated to empowering women in the cryptocurrency and blockchain industry. 📅 Event Dates: April 19, 2024 ⌚️ Time: 3:00 PM - 6:00 PM GMT+4 🎫 Register: Bridging the Gap: Web3 Adoption for Businesses Brunch and Network - 'Bridging the Gap: Web3 Adoption for Businesses' with Web5 Nexus (Business Layer Of Web3) in association with Law Blocks AI ( $LBT ) , #XDC and QuillAudits 📅 Event Dates: April 15, 2024 ⌚️ Time: 9:00 AM - 12:00 PM GMT+4 🎫 Register: Tokenization of Real World Assets: Recent policy developments and product innovations in digital assets. ​Discover how blockchain technology is revolutionizing the way real-world assets are tokenized and traded, unlocking new opportunities for investors, businesses, and the global economy. This gathering brings together industry leaders and experts from regulators, institutions, XDC ecosystem partners, and prominent liquidity providers. André Casterman 🇦🇪 Saloi Naturopathic #WeAreXDC Billy Adams 📅 Event Dates: April 22, 2024 ⌚️ Time: 1:00 PM - 6:00 PM GMT+4 🎫 Register: Each event offers unique opportunities for learning, networking, and innovation, making the week an essential destination for anyone keen on the future of technology and finance. Whether you're a developer, investor, or enthusiast, there's something here for you. #ETHDubai #TOKEN2049 #Dubai #EventsinDubai #XDCNetwork

XDC Network

77,307 views • 2 years ago

OPTIMUS: TESLA’S HUMANOID ROBOT IS ABOUT TO TRANSFORM LABOR & ABUNDANCE Optimus isn’t just a cool prototype—it’s Tesla’s bet on solving the biggest economic constraint of the future: physical labor shortages. Designed from the ground up as a general-purpose humanoid, Optimus will handle unsafe, repetitive, or boring tasks at scale, freeing humans for higher-value work and accelerating abundance across industries. Key impacts already in motion: •Factory deployment — Early units are performing real tasks at Tesla Gigafactories, proving reliability in chaotic, real-world environments. •Dangerous & dull jobs — Welding, heavy lifting, sorting, cleaning hazardous sites—Optimus takes the risk so people don’t have to. •24/7 productivity — No fatigue, no breaks, no unions—constant output that scales with demand. •Home & care applications — Helping the elderly, assisting with disabilities, or handling household chores—turning science fiction into everyday reality. •Economic multiplier — When humanoid robots become cheaper than human labor, costs collapse in manufacturing, logistics, agriculture, and services—unlocking massive productivity gains and lower prices for everyone. From first walking demos to factory trials, Optimus is progressing faster than most realize. It’s the physical embodiment of Tesla’s AI + robotics vision: a world where physical work is abundant, safe, and optional. Which Optimus application excites you most—factory scaling, elder care, or seeing it cook breakfast? The age of humanoid helpers is closer than you think. 🤖⚡🚀

Tesla Owners Silicon Valley

45,847 views • 5 months ago