gentleman scientist 🤖 @armnet_dev building the world's largest open arm farm 🇫🇮🇬🇧

London, UK
Joined May 2020
A month ago @pravsels and I set out to reproduce @physical_int’s RL Token paper. Today, I am sharing our research notes from the journey we’ve been on. xitter.cf/VilleKuosmanen/status/…
"RL Token" looks like a great and surprisingly simple post-training methodology for optimising robot models for dexterous tasks in the real world! Over the next few weeks, me and @pravsels will be attempting to reproduce the results (& open source the code) Stay tuned 👀
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personal and company AI agent startups - ship your agent with its own personal phone number and ability to make and receive phone calls and I will pay you most annoying thing in any business is having to call every vendor to enquire for details / price
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I don't want the agent to answer my phone, I want it to have its own phone number I can fill in the enquiry form so the vendor calls the agent instead of me, then the agent having context to understand what it should ask
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Another world-class robotics lab coming out of stealth, exciting results in in-context learning! Ed is one of the leading UK robotics researchers, I remember seeing him demo Instant Policy at a tiny room in his Imperial lab early last year, amazing to see the progress since!
Today we’re out of stealth, and we’ve raised a $40m seed round co-led by @creandum and @usv, to bring Instant Robot Learning to life. For the past few months, we‘ve been busy building a new company. Machenta. This follows results from a new kind of robot foundation model we’ve built, which I’m so excited to share with you today! Usually, it takes hours/days of data collection and training to teach a robot. We’ve built a model that learns tasks instantly: one demonstration, no further training. A model trained entirely in simulation, without a single pixel of real-world data. A model where teaching robots is so quick and easy, it feels like physical vibe coding. A model for robots that learn like humans do, from someone like you. Welcome to the era of Instant Robot Learning. Thank you @Kathi_Wilhelm, @rebeccakaden, @hkanji, @jonno_evans and all of our angels for your support! @Machenta_ Learn more: machenta.com/blog/instant-ro… See below for what you can do with Instant Robot Learning!
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PCBs made in America. Twice as fast as Shenzhen. Today @CircuitHub is unveiling The Grid, our factory-scale robot in Massachusetts that builds circuit boards on demand. No changeovers, no per-design setup. Prototypes and production batches, fully automated.
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why does every pre-seed robotics startup's website read "the X layer for physical AI" if we added them all together we'd have like 20 separate layers all trying to sell to each other instead of end customers 🫠
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US robotaxi deployments by state and provider the deployment of AVs has barely started, and it's interesting how each of the big 3 lead at one or more states (Tesla in TX, Zoox in NV) Physical AI will be far more geographically fragmented than digital AI or SaaS ever was
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a single popular robot like the Microduck will generate demand for ~1m actuators dear investors, why aren't you funding more startups in the robotics hardware layer?
Pollen Robotics reportedly received 15,000 additional Microduck orders following GTC Berlin. According to Korean reporting, it also signed an agreement with ROBOTIS covering demand for 750,000 actuators across 50,000 planned robots.
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started seeing YouTube ads for torque sensors 😅
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Wonderful to see the data from ArmnetBench v0.1 being used for interesting applications like this! Great work @josefchen !!
RoboJev: people are watching thousands of videos to label task success. Now, you can grade robot data faster than you make it. 48x cheaper and 28x faster than 6 Astra. 27B parameters, open weights.
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Ville🤖 retweeted
Reinforcement learning doesn't work ... until it does!
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If you like robots, you should listen in on @zaringleb 's Robot Learning Collective paper club, or come in person in London🇬🇧 if you're around! I will be presenting the FACTR and FACTR 2 papers along with a live demo 🤖 discord.gg/DKqU4ynJe
Replying to @Caro_Nahkriin
At least I managed to sneak some time to build a cool robot demo for a Paper Club run by the Robot Learning Collective this evening 👀 after making the slides of course! discord.gg/DKqU4ynJe
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not entirely sure when this happened but somehow my job has become making slide decks and proposals i think I worked on a different slide deck or proposal every day this week 🫠
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"just make Claude do it" in order to avoid the decks looking like, and the proposals reading like slop, I have to tightly script them to the point where the AI saves maybe 50% of the time. the complex part is figuring out how to present an idea, not doing the visuals
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Exciting new training recipe, if you train robots Paul is someone whose work you should follow :)
Last year I trained the advantage-conditioned VLA for π*0.6 during my internship @physical_int. Now, I have a much improved recipe. Introducing ✨Advantage Guidance✨, a performant RL method with stable advantage-conditioned supervised training and contrastive guidance sampling
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Ville🤖 retweeted
Another takeaway after three years of building a company is that the returns to just "being a good person", and not acting transactionally, are higher than I expected. There are so many transactional, boring, and at times immoral people in the tech industry that if you act with sustained warmth, authenticity, humor, and integrity, great gifts will be laid before you. White pill.
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awesome home robot from a world-class team!
Introducing Voxel, a droid butler made by Tuesday Labs.
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Always love being welcomed home by the beautiful English weather 🏴󠁧󠁢󠁥󠁮󠁧󠁿😍 California was too hot anyway
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SF is awesome but I will make a hot take claim I think we might have passed peak SF? Last summer it felt like the only place you could build a successful AI company was SF. Accelerators rushed to relocate their portcos here But is SF the right place for the age of deployment?
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Is this how @sundayrobotics transport the robots? Or is Memo driving the van? @chichengcc can you confirm 😄
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