Physical AI is making a classic Moneyball error by mis-pricing data.
Optimizing for "cumulative operational hours" or relying on low-variance production telemetry is the robotics equivalent of chasing batting averages, when we should be isolating on-base percentage.
Unlike text, every useful hour of robot data is paid for. If you aren't calculating marginal utility per dollar based on data novelty and intrinsic dimensionality, you're allocating capital based on vibes.
In physical AI, useful data is strictly resource-constrained, shifting the goal from maximizing compute efficiency to maximizing marginal loss reduction per dollar. A framework breaking down:
- Interventional vs. Observational channels
- Why deployment telemetry behaves like a decaying oil well
- The "Convergence Trap" of narrow commercial niches
- Metrics to replace raw operational hours
check out the full post here:
https://t.co/feWURyv7tl
Robotics is still data starved. Collecting high-quality robot demonstrations remains brutally slow and expensive.
Introducing COBALT: A cloud-native teleoperation platform designed for large-scale robot learning.
We are democratizing data collection by leveraging the hardware everyone already owns: the smartphone
All you need is to download an app (today)!
Read on for more!
"Excited to learn about work being done by @Zetwerk India’s only manufacturing Unicorn and their ambitious future plans", C&MD #HPCL during his visit to India Pavilion Stalls at #ADIPEC2022 in AbuDhabi, UAE
#StartUpIndia story is spreading its wings across the Globe
@HardeepSPuri
In 2020, manufacturing players globally were grappling with ambiguity.
Amid these challenges, Zetwerk made rapid progress while achieving sustainable profitability.
@forbesindia captures the story, from navigating uncertainty to being a profitable unicorn.
https://t.co/8ji67DHv4B
Fabrication plays a pivotal role in infrastructure projects.
For one such project in Maharashtra, the client was on a tight timeline of just 10 days!
That’s where Zetwerk came in.
We got straight to work, delivering 60 MT of fabricated beams before time.
https://t.co/Yfqfl7a0Dm
[SPONSORED]
Introducing our esteemed speakers at the upcoming Zetwerk Smart Manufacturing Summit: Dialogue 1 "Resilience in Supply Chain" on May 20, 2022.
For more information, click here: https://t.co/htnK87xnMC
@zetwerk
In episode no. 3 of #ZetwerkDialogues, we chat with @NandanNilekani, non-executive chairman, Infosys, as he shares his views on enabling technology in infrastructure and manufacturing.
Watch this space for the full episode!
https://t.co/35NCSwDxsl
We’re proud to announce that our Co-founder & CEO, @acharyaamrit has been featured in @FortuneIndia Magazine’s 40 Under 40.
Read the full article here to explore the role Zetwerk has played in modernizing the manufacturing landscape of the country -- https://t.co/7Vqyju9s6S
“One big change we are seeing is, earlier we used to create solutions for India, now we are going to see a lot of solutions from India to the world. A lot of #SaaS startups today are building for the world," says Rahul Sharma, Co-Founder, @zetwerk.
#TechSparks2021
Delighted to have interacted with the young Indians behind @Zetwerk – a hardcore manufacturing startup . They have driven the manufacturing requirements of more than 70 companies from other markets to India. A real testimony to Make in India & our vibrant startup ecosystem!
Introducing Zetwerk Dialogues – a first of its kind platform to have a freewheeling chat with leading personalities from politics, bureaucracy, corporate world, and the media.
In the pilot episode, we sit down with @sureshpprabhu, Rajya Sabha MP and India’s Sherpa to G20.
APPEAL: SIGN THIS PETITION, SAVE 10 Mn MSME LIVELIHOODS
https://t.co/TrwOoSocol
We are urging the Govt to issue directive to honor payments to MSMEs. Thousands of MSMEs supporting over 10 million livelihoods are at risk due to delayed or non-payment.