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Chelsea Finn: This is the State of the Art in Robotics Chelsea Finn: This is the State of the Art in Robotics 59 мин Why New Smartphone Cameras Feel Worse Why New Smartphone Cameras Feel Worse 8 мин Meet the Pets - Yvonne's Three Chickens Meet the Pets - Yvonne's Three Chickens 16 мин We Got The Trump Phone! We Got The Trump Phone! 1 мин Why Your Weather App Is So Bad Why Your Weather App Is So Bad 1 мин The Shoe That Broke Running The Shoe That Broke Running 16 мин The Problems with China's Space Program The Problems with China's Space Program 17 мин Drift Trike vs Wall of Death!! Drift Trike vs Wall of Death!! 29 мин The Insane Engineering of Europa Clipper The Insane Engineering of Europa Clipper 21 мин How A Zero G Plane Works How A Zero G Plane Works 1 мин I Tested Smartphones from Every Country I Tested Smartphones from Every Country 25 мин Those Ancient Giant Fungi Weren’t Fungi After All Those Ancient Giant Fungi Weren’t Fungi After All 15 мин How has technology influenced literature?: Crash Course Latin American Literature #11 How has technology influenced literature?: Crash Course Latin American Literature #11 11 мин Dream come true 🥹 Dream come true 🥹 1 мин 13 most EXPENSIVE Tech Fails of all time 13 most EXPENSIVE Tech Fails of all time 24 мин How I wasted $52,000 in my Dream Smart Home How I wasted $52,000 in my Dream Smart Home 20 мин World's LARGEST headphones! World's LARGEST headphones! 1 мин Does this new data represent you? 🤡 #stats #happiness #science Does this new data represent you? 🤡 #stats #happiness #science 2 мин How Will the Golden Dome Work? How Will the Golden Dome Work? 23 мин The V-22 Osprey and why it keeps crashing The V-22 Osprey and why it keeps crashing 25 мин Not all steps are created equal! Some cool new science looking at how effective step count is. Not all steps are created equal! Some cool new science looking at how effective step count is. 2 мин Peppa Pig Finds a SECRET Shop Passageway 🤫🔒 #PeppaPig #Shorts Peppa Pig Finds a SECRET Shop Passageway 🤫🔒 #PeppaPig #Shorts 1 мин You’ll never look at it the same after this video You’ll never look at it the same after this video 6 мин George’s Balloon 🎈 #shorts #peppapig George’s Balloon 🎈 #shorts #peppapig 1 мин Why You Don’t Trust Tap Water Why You Don’t Trust Tap Water 27 мин Meet the slow loris, the only venomous primate in existence - Stephanie A. Poindexter Meet the slow loris, the only venomous primate in existence - Stephanie A. Poindexter 6 мин Peppa Pig Tales 2026 🤔 Can Peppa Find Out if BABY EVIE Has a TWIN?! 🍼 BRAND NEW Peppa Pig Episodes Peppa Pig Tales 2026 🤔 Can Peppa Find Out if BABY EVIE Has a TWIN?! 🍼 BRAND NEW Peppa Pig Episodes 121 мин Plato’s infamous Ship of State thought experiment - Michael Vazquez Plato’s infamous Ship of State thought experiment - Michael Vazquez 6 мин How 3 enemies became one country How 3 enemies became one country 35 мин TURBANATOR 2: CANADA DAY 🇨🇦(Dark Humor) TURBANATOR 2: CANADA DAY 🇨🇦(Dark Humor) 5 мин SOME OF THE STRANGEST BORDER ANOMALIES ON EARTH! SOME OF THE STRANGEST BORDER ANOMALIES ON EARTH! 18 мин Can you build a blue zone? Can you build a blue zone? 10 мин Why the Ikea Business Model Wins Why the Ikea Business Model Wins 19 мин The Truth About Egg Freezing The Truth About Egg Freezing 22 мин Digging A Secret Tunnel( Phase 2 HAS BEGUN) Digging A Secret Tunnel( Phase 2 HAS BEGUN) 6 мин hardest video I've ever had to make hardest video I've ever had to make 23 мин Election deniers on the ballot Election deniers on the ballot 2 мин The Most Controversial Math Problem Today The Most Controversial Math Problem Today 2 мин Why This Robot Kills Weeds With Lasers Why This Robot Kills Weeds With Lasers 15 мин How did these lights work?? How did these lights work?? 2 мин Lifting the covers of the #secretgarage Lifting the covers of the #secretgarage 2 мин A MAGA influencer tests the GOP midterm message. Is it working? | America, Actually A MAGA influencer tests the GOP midterm message. Is it working? | America, Actually 26 мин Is this SECRET TUNNEL still a Secret?? Is this SECRET TUNNEL still a Secret?? 1 мин Small details take Time Small details take Time 2 мин The Cartels Running Up Transatlantic Airfares The Cartels Running Up Transatlantic Airfares 22 мин The Cruise Industry's Arms Race The Cruise Industry's Arms Race 18 мин RECAP: First Punic War RECAP: First Punic War 3 мин How to remove AI from your life How to remove AI from your life 3 мин What does a parent owe their child? | The Gray Area What does a parent owe their child? | The Gray Area 27 мин How Big Other Planets Really Are How Big Other Planets Really Are 1 мин 2025 BACK TO THE FUTURE 4 Pickup? 2025 BACK TO THE FUTURE 4 Pickup? 32 мин

Chelsea Finn: This is the State of the Art in Robotics

2026 59 мин

Robots can already fold laundry, make espresso, clean kitchens, and assemble things. The harder problem is getting them to do those tasks reliably, for long periods of time, without a human babysitting them. At Startup School 2026, Physical Intelligence cofounder Chelsea Finn explains what it takes to build general-purpose robots that work in the real world. She shares how reinforcement learning pushed robot throughput up 2x, how their systems can run autonomously for hours, and why she believes robotics is entering its GPT era: moving from specialized models toward general-purpose systems that can work across tasks, robots, and environments. Transcript: https://www.ycrootaccess.com/p/chelsea-finn-on-the-next-decade-in Apply to Y Combinator: https://www.ycombinator.com/apply Work at a startup: https://www.ycombinator.com/jobs Chapters: 00:00 — The State of Physical Intelligence 01:23 — What It Takes to Make Robots Useful 05:11 — The Reliability Problem 07:43 — Reinforcement Learning for Robotics 09:35 — Learning From Failures 12:43 — Training Robots to Improve Themselves 14:21 — Can a Robot Work for 13 Hours Straight? 17:36 — Why Robots Need Memory 21:22 — Building a General-Purpose Robot 25:02 — From Fine-Tuning to Out-of-the-Box Models 27:35 — Training on All the Data 30:20 — One Model That Beats the Specialists 31:21 — Compositional Generalization 37:49 — The GPT Era of Robotics 39:49 — Q&A

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