Two spacetimes, one data value chain >India: Workers’ headcams... record garment sewing egocentric data flows to AI/robotics companies. >China: Operators teleoperate humanoid robots in warehouses, sorting packages …validating the system ,collecting real-world training data.show more

I am posting after a Long Time on Twitter,... but its to announce a big change. I have started and we are Collecting Egocentric Data at Scale from India, Covering 300 + Commercial Locations 1500 + Households This is the network and base we have built in just past 2 months, as the Robotics companies, VLMs and World Models increase their requirements on Real World Data collection, Human Loops will be keep scaling out capacity. We are on track to collect 1M Hours of Egocentric in the coming 6 months for our clients exclusively. We are maintaining 95% Quality standards across industrial data and running a End - End Operational Management complying all Indian Laws and compensating our partners/operators. (From Environment sourcing, to hardware, Legal contracts, deployment, training, collection, processing) Check our Samples: - Commercial Videos -- Household Videos --- Multimodel ---- Egocentric + Live Audio Narration Links : On the Journey to become #1 India Physical AI Data Partner. We are also building our capacity as annotation and labelling partner for data companies to become end-end partner for companies. A big change from the world of crypto and web3 but physical AI and data space is where i want to build my next venture #Egocentric #EgocentricIndia #PhysicalAI #Robotics #India #AIdata #data #Multimodeldata #worldmodels #VLMs #Humanloops #Egocentridata #Multimodeldatashow more

Eastworlds aims to build the largest dataset of high-quality... humanoid teleop data outside of China. While we believe human egocentric data will play a big role in pretraining embodied AI, robot teleop data remains the closest thing to expert demonstration.show more

Humanoid's humanoid robots are undergoing training at Schaeffler, Siemens,... and Ford factories. By 2026, the value of humanoid robots will no longer be judged by data or models, but by their real-world reliability and usefulness at the customer's site.show more

Robotics is a data problem. Today, we’re partnering with... ABB Robotics, Universal Robots, and NVIDIA Robotics to deploy the Skild Brain across real-world industries from manufacturing to factory lines. This will help us build the world’s biggest data flywheel for physical AI.show more

Sensei Robotics (YC S24) helps robotics companies generate high-quality... robotics training data at scale. Their platform collects human demonstration data at a tenth of the cost and twice the speed of current approaches.show more

AI was trained on the open internet, but the... data that matters most lives in the real world. Introducing early access to Numo, an app built to collect the next generation of AI training data. Starting with voice data collection in Bengali, Hindi, Tamil, and Telugu. Details ↴show more

Collecting some data on our robot playground Tau Robotics

Spatial AI ( is building large real-world datasets to... teach robots how to navigate the world and complete tasks. Their first open source dataset, SEA (Spatial Everyday Activities), is the largest curated egocentric dataset of people carrying out real tasks, with 10,000 hours of data.show more

“$/hour for highly diverse data” Collecting the most valuable... training data at the lowest cost, accelerating the shift from teleoperation to autonomy. Even better if the robots are useful during this transition - and customers cover the cost.show more

-> download the Silencio app -> record local noise... pollution -> get rewarded Silencio | Voice Data for AI’s first onchain quests are now live on Get Realshow more

🌟 olaxbt unveils AIO NEXUS powered by BNB Chain!... Gasless data via x402 protocol & EIP-2612—AI agents sign once for instant access to on-chain metrics, verified data, insight, sentiment, & endless value cycles. 🔥 Check out for more the details and join our data flywheel revolution! #OLAXBT #NEXUS #AIO #AI #DataLayershow more

>Farmers blocking AI data centers being built >Sora closing... down >Disney ending the OpenAI dealshow more

Something big is happening in robotics - and it’s... hiding in plain sight. This post is not about dancing robots but in the data that powers them. Open robotics datasets have exploded this year, turning the field into a more scalable and collaborative ecosystem. In just two years, Hugging Face datasets grew from 11k to over 600k - and robotics is by far the fastest-growing segment. We went from 1k robotics datasets in 2024 to 27k in 2025! For comparison, text generation, the second-largest category, has only around 5k datasets in 2025. That gap is massive. Open datasets are important because robotics lives and dies by real-world robot data - video, actions, sensors, failures. By making this data easy to upload, reuse, and benchmark, researchers, startups, and large players are now releasing real-robot datasets that would have stayed locked inside labs just a few years ago. Major contributors include NVIDIA, LeRobot initiative, and a rapidly growing maker community. This surge is also enabled by cheaper video storage, better tooling, and an open-source AI culture now spilling into the physical world. And it really matters: open robotics data dramatically lowers entry barriers, accelerates learning-by-doing, and speeds up progress toward generalist and humanoid robots. Robotics won’t scale through hardware alone - but to a large extent through shared data. Viz below from AI World - link to the story and more viz/filters in comment.show more

Temporal and spatial alignment between glove and camera data.... It is not an easy task, but it’s coming together. Human data for robots. #Roboticsshow more

We're reshaping how data flows with Teneo. By coordinating... agents to process real-time, user-powered data streams, we're powering the next generation of decentralized AI. Ready to be part of the change? Stay updated in our Telegram channel 👉show more

Building Bitcoin’s financial system requires world-class data infrastructure. That’s... why we’re proud to partner with Alpen, bringing their chain to SQD’s Data Lake & indexing tools for builders. Bitcoin’s financial system is coming online. 🏔show more

Had a great tour at X-Humanoid in Beijing’s E-Town... today. Along with some cool robots and live demos, we got a behind-the-scenes look at their data collection center, where over 150 robots are gathering data.show more

>rising “anti-tech extremism” as opposition to AI & data... centers intensifiesshow more

Cheap Labour Indian Bots Collecting Data for the Western... Corporations. No Value for Human Lives.show more