Loading video...

Video Failed to Load

Go Home

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.

CyberRobooo's profile picture

CyberRobo

38,437 subscribers

107,230 views • 2 months ago •via X (Twitter)

EducationScience & Technology
LIVE

Anya Rossi• Live Now

Private livecam show

0 Comments

No comments available

Comments from the original post will appear here

Related Videos

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 #Multimodeldata
0:16

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 #Multimodeldata

Shloak

27,407 views • 23 days ago

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.
0:11

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.

Eastworlds

62,755 views • 29 days ago

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.
0:16

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.

CyberRobo

16,225 views • 5 months ago

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.
0:15

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.

Skild AI

253,435 views • 3 months ago

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.
0:13

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.

Y Combinator

313,262 views • 1 year ago

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 ↴
0:19

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 ↴

Poseidon

1,240,151 views • 2 months ago

Collecting some data on our robot playground Tau Robotics
0:15

Collecting some data on our robot playground Tau Robotics

Alexander Koch

35,086 views • 2 years ago

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.
0:11

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.

Y Combinator

20,944 views • 7 months ago

“$/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.
0:14

“$/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.

The Humanoid Hub

34,327 views • 1 year ago

-> download the Silencio app -> record local noise pollution -> get rewarded Silencio | Voice Data for AI’s first onchain quests are now live on Get Real
0:10

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

peaq

36,754 views • 1 year ago

🌟 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 #DataLayer
0:17

🌟 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 #DataLayer

OlaXBT Terminal

123,476 views • 7 months ago

>Farmers blocking AI data centers being built >Sora closing down >Disney ending the OpenAI deal
0:15

>Farmers blocking AI data centers being built >Sora closing down >Disney ending the OpenAI deal

Doc Strangelove

2,990,448 views • 3 months ago

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.
0:11

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.

Pierre-Alexandre Balland

185,895 views • 6 months ago

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 👉
0:16

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 👉

Teneo Protocol

80,811 views • 1 year ago

Your Key to Data Mining: AI Cubes Mint your AI Cube NFT on DePIN Chain to start mining network data from your browsing. Own, sell, or keep your data - the choice is yours. Coming soon.
0:11

Your Key to Data Mining: AI Cubes Mint your AI Cube NFT on DePIN Chain to start mining network data from your browsing. Own, sell, or keep your data - the choice is yours. Coming soon.

DePIN Chain

171,804 views • 1 year ago

Temporal and spatial alignment between glove and camera data. It is not an easy task, but it’s coming together. Human data for robots. #Robotics
0:15

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

Yu Xiang

50,151 views • 5 months ago

>rising “anti-tech extremism” as opposition to AI & data centers intensifies
0:15

>rising “anti-tech extremism” as opposition to AI & data centers intensifies

Literally Me 🎄

97,644 views • 29 days ago

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. 🏔
0:11

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. 🏔

sqd.ai

12,671 views • 2 months ago

Cheap Labour Indian Bots Collecting Data for the Western Corporations. No Value for Human Lives.
0:13

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

Dr Ranjan

365,262 views • 2 months ago

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.
0:19

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.

The Humanoid Hub

31,234 views • 2 days ago