┏┓ ┃┃╱╲ in ┃╱╱╲╲ this ╱╱╭╮╲╲ house ▔▏┗┛▕▔ we ╱▔▔▔▔▔▔▔▔▔▔╲ 🔸Turn every node, robot, and simulation into a coordinated hive that actually thinks together.🔸 ╱╱┏┳┓╭╮┏┳┓ ╲╲ ▔▏┗┻┛┃┃┗┻┛▕▔ 👉 t.me/Swrm_Protocol You are welcome to our community.

Today we're announcing Figure has signed a commercial agreement with Catalyst Brands to deploy humanoid robots at scale Catalyst operates iconic brands including JCPenney, Aéropostale and Brooks Brothers. Figure will start initial deployment in Reno, NV

🔥 TODAY: Nvidia unveils its first open humanoid robot reference design for robotics research, combining a full-stack platform from data capture to model deployment.

Are you headed to #GoogleCloudNext? 👀 Don't miss our recommended physical AI sessions and labs: 👉 NVIDIA Omniverse for Physical AI: From Simulation to Reality: nvda.ws/3OKAH7y 👉 Physical AI for Retail Operations and Workforce Enablement: [nvda.ws/4tqPrYw 👉 Assembling Digital Twins for Physical AI: nvda.ws/3QjUafI

Robots building robots is no longer just an idea, it’s already happening. Unitree Robotics is using its G1 humanoid inside its factory to assemble robot components on its own. Powered by embodied AI, it works independently and could help scale production by contributing to the creation of future robots.

From words to motion 🤖 @nvidiaomniverse developer Umang Chudasama integrated NVIDIA NemoClaw with Isaac Sim, enabling robots in simulation to follow natural language commands — no coding required. Learn more 📖 nvda.ws/3Oyk8vt #NationalRoboticsWeek

Happy Easter, SwarmProtocol community 🟣 A season of renewal, growth, and stronger unity, let's keep building, evolving, and moving as one intelligent swarm.

From centralized systems to autonomous coordination—this is the shift that changes everything. Swarm Protocol is unlocking decentralized intelligence where machines, data, and networks collaborate in real time—no single point of control, just pure efficiency. The future isn’t controlled. It’s coordinated. #SwarmProtocol #DePIN #AI #Web3 #Decentralization #FutureTech #Blockchain #SmartNetworks

Train robots on Base to scale physical AI in the real world

The future isn’t centralized. It’s autonomous. It’s coordinated. It’s a swarm. Thousands of agents. One intelligence. Infinite possibilities. From simulation to real-world execution—this is how next-gen systems are built. Welcome to the evolution of coordination. #SwarmProtocol #AI #DePIN #Web3 #Robotics #Blockchain #FutureTech

Autonomous systems aren’t the future. They’re already forming swarms. Imagine thousands of intelligent agents coordinating in real time — sharing data, adapting instantly, and operating without centralized control. That’s the vision behind Swarm Protocol. A decentralized infrastructure layer for AI agents, machines, and autonomous networks to communicate, coordinate, and evolve together. The next era of intelligence won’t be singular. It will be collective. Welcome to the swarm. 🛰️🐝 #SwarmProtocol #AI #Web3 #DePIN #AutonomousSystems

The beautiful thing about AI is that it let's anyone become a builder. And more builders in the world is a beautiful thing.

We having fun with our new robot boi. He got gas in moves. Who's ready to see him fight?

The future isn’t controlled by one system. It’s coordinated by many. Autonomous agents. Real-time coordination. Decentralized intelligence. Welcome to the era of Swarm Protocol. 🛰️🐝 Where networks think, adapt, and move as one. #SwarmProtocol #AI #DePIN #Decentralization

Swarm Protocol is building the backbone of decentralized liquidity. Permissionless. Transparent. Community-driven. The future of on-chain coordination isn’t coming — it’s being deployed. Stay tuned. 🐝⚡ #SwarmProtocol #DeFi #Web3

Zero-shot dexterous tool manipulation across 24 tasks! 🔧 Stanford University researchers just released SimToolReal, a single RL policy that performs general dexterous tool manipulation at test-time without any object or task-specific training. Tool manipulation requires grasping thin objects from flat surfaces, in-hand object rotations to functional configurations, and maintaining stable grasps during interactions. Collecting teleoperation data for these behaviors is hard. Instead of training on specific objects and tasks, they procedurally generate a large variety of tool-like primitives in simulation and train a single RL policy with the universal goal of manipulating each object to random goal poses. SimToolReal outperforms prior retargeting and fixed-grasp methods by 37% while matching specialist RL policies trained on specific target objects and tasks. Strong zero-shot performance over 120 real-world rollouts spanning 24 tasks, 12 object instances, and 6 tool categories. At test-time, the policy generalizes to unseen real-world tools without object or task-specific training, tracking goal trajectories zero-shot provided by human video demonstrations. The training objective is any goal-pose reaching. Generate diverse tool-like primitives, train policy to manipulate each to random goal poses. This creates a general manipulation prior that transfers to real tools. This is the foundation model approach for dexterous manipulation. Train on massive diversity in simulation (procedurally generated tool primitives + random goal poses), learn a general manipulation policy, then deploy zero-shot on real tools. Here's the project page: simtoolreal.github.io/ ~~ ♻️ Join the weekly robotics newsletter, and never miss any news → ziegler.substack.com

What will most improve autonomous driving safety?

Keep BUIDLing 💪

Anyone can be a builder now.

In crypto, we’re constantly told one thing: DYOR. But let’s be honest, most people’s “research” is turning on notifications for Bitcoin, watching price alerts, and reacting to whatever is trending that week. Real DYOR isn’t noise chasing, It’s pattern recognition, It’s watching who keeps building when nobody is looking. While timelines debate market cycles and liquidity shifts, I’ve been quietly watching a project that isn’t farming hype… it’s building infrastructure. @Swarm_Protocol_ Not another AI buzzword, not another “we’re integrating blockchain” headline. This is actual infrastructure for the Internet of Robots. SwarmProtocol is creating a cloud-native swarm robotics lab where autonomous agents can be simulated at scale. Thousands of robots coordinating, tested in the cloud, funded by the community, Governed on-chain and powered by decentralized compute. Think about that. • Researchers run swarm simulations without expensive hardware • GPU providers plug in and earn through DePIN • Simulation outcomes become tokenized IP • Companies can license swarm algorithms through the DAO • Token holders participate in governance and revenue This is AI + Blockchain + Robotics but structured around coordination, not speculation. While others focus on short-term volatility, SwarmProtocol is engineering systems for large-scale, safety-critical fleet operations, sharded simulations, dynamic load balancing, edge aggregation and cost-optimized compute. This is deep infrastructure. And here’s the part people overlook: A wave that will be about autonomous coordination, drones, logistics fleets, delivery systems, industrial robotics, all needing swarm intelligence. Who’s building that layer? @Swarm_Protocol_ is. If you care about where AI, robotics, and decentralized systems intersect, this is one to watch closely. The future won’t be owned by a single machine, it will be coordinated by a swarm, and the smartest move isn’t just observing it. It’s becoming part of it. X - @Swarm_Protocol_ Telegram - t.me/Swrm_Protocol