Marc Raibert: Boston Dynamics and the Future of Robotics | Lex Fridman Podcast
HTML-код
- Опубликовано: 30 май 2024
- Marc Raibert is founder and former long-time CEO of Boston Dynamics, and recently Executive Director of the newly-created Boston Dynamics AI Institute. Please support this podcast by checking out our sponsors:
- HiddenLayer: hiddenlayer.com/lex
- Babbel: babbel.com/lexpod and use code Lexpod to get 55% off
- MasterClass: masterclass.com/lexpod to get 15% off
- NetSuite: netsuite.com/lex to get free product tour
- ExpressVPN: expressvpn.com/lexpod to get 3 months free
TRANSCRIPT:
lexfridman.com/marc-raibert-t...
EPISODE LINKS:
Boston Dynamics AI Institute: theaiinstitute.com/
Boston Dynamics RUclips: / @bostondynamics
Boston Dynamics X: x.com/BostonDynamics
Boston Dynamics Instagram: / bostondynamicsofficial
Boston Dynamics Website: bostondynamics.com/
PODCAST INFO:
Podcast website: lexfridman.com/podcast
Apple Podcasts: apple.co/2lwqZIr
Spotify: spoti.fi/2nEwCF8
RSS: lexfridman.com/feed/podcast/
Full episodes playlist: • Lex Fridman Podcast
Clips playlist: • Lex Fridman Podcast Clips
OUTLINE:
0:00 - Introduction
1:43 - Early robots
6:47 - Legged robots
25:27 - Boston Dynamics
28:45 - BigDog
36:52 - Hydraulic actuation
38:44 - Natural movement
44:31 - Leg Lab
51:23 - AI Institute
54:41 - Athletic intelligence
1:02:35 - Building a team
1:05:37 - Videos
1:13:25 - Engineering
1:16:53 - Dancing robots
1:21:40 - Hiring
1:25:32 - Optimus robot
1:34:02 - Future of robotics
1:38:56 - Advice for young people
SOCIAL:
- Twitter: / lexfridman
- LinkedIn: / lexfridman
- Facebook: / lexfridman
- Instagram: / lexfridman
- Medium: / lexfridman
- Reddit: / lexfridman
- Support on Patreon: / lexfridman 
Наука
THIS is the kind of interview I subscribed for.
...and not the so-called "debate"? lol
yea, not the garbage recently. glad we're backing into the roots of why this was the academic alternative to jre
@@ruutjormun2262 What's jre?
@@ruutjormun2262So true!
I have evolved with Lex, but still crave more MIT-type stuff!
Marc Raibert, whom I can claim as an acquaintance, is the poster child for follow your interests (and not necessarily within immediate reason). A very inspirational interview. Thanks both.
He comes across as a very down to earth dude, compared to many other CEOs. And yet he managed to keep Boston Dynamics funded for many decades -- no mean feat, considering that they did not really have any products, until very recently.
Reminds me of Jeff Bezos a bit - love of engineering and big dreams.
“Not necessarily within immediate reason”, yes, as a Google shareholder he burned a lot of my capital in a pit.
Having this guy at the forefront of AI development and research would make me feel a lot more comfortable with where it might go rather than Sam Altman. No PR training, no corporate speak, wisdom gained from real life experience. Seems like a great guy who just wants to build robots.
You know what would be cool if the robots were filled with "water" (like animals) and you could get rid of the water to carry them into a remote region, and then fill them back up. What if you could get a motor powered by eating grass and you could use the robots to like in remote regions or live a nomadic lifestyle hmm...
@@aoeu256 none of that is necessary when you could just use sunlight.
Unless you're asking a different question. Your wording is a bit wonky 😄
@@aoeu256I want cows to fix bicycles?
Here are the timestamps. Please check out our sponsors to support this podcast.
0:00 - Introduction & sponsor mentions:
- HiddenLayer: hiddenlayer.com/ and use code LEX
- Babbel: babbel.com/lexpod and use code Lexpod to get 55% off
- MasterClass: masterclass.com/lexpod to get 15% off
- NetSuite: netsuite.com/lex to get free product tour
- ExpressVPN: expressvpn.com/lexpod to get 3 months free
1:43 - Early robots
6:47 - Legged robots
25:27 - Boston Dynamics
28:45 - BigDog
36:52 - Hydraulic actuation
38:44 - Natural movement
44:31 - Leg Lab
51:23 - AI Institute
54:41 - Athletic intelligence
1:02:35 - Building a team
1:05:37 - Videos
1:13:25 - Engineering
1:16:53 - Dancing robots
1:21:40 - Hiring
1:25:32 - Optimus robot
1:34:02 - Future of robotics
1:38:56 - Advice for young people
Dude
❤
❤
❤
I love you Lex plus you look damn sexy with them beard muaahhh
derya
Lex, you’re my favorite interviewer of all time and I follow many. Fantastic guest. Please carry on sir.
Ditto
everytime lex talks about deep topics you see how shallow his thoughts are! lex has the intellect of a stoned 15 year old me.. on the level.. bro you know what would be cool! sharks with lasers.. meanwhile his guest talking about healing cancer! its just cringe too watch.. for example.. his guest says multiple times spot and friends cant hear, feel and barely see.. it follows hard coded routines! but lex mumbling his philosophical bullshit about robot human interaction.. and robots feeling.. he sounds like my grandma.. he has no clue wtf hes talking about on almost all topics!
Lex is great, I love his interview style, intelligent questions and discussions, and the space for the listener to think for themselves and come to their own conclusions. Lex keeps me company when I’m doing lengthy, menial chores, keeps my brain chugging along.
Thanks, Lex, for feeding my brain.
Marc: "pixel values aren't like words".
Sora: "Hold my beer"
Two different models bro
25 years ago i was buying my first mp3 player, the biggest card i could get for it was 16 mb, it had 16 mb built in cost £250 and i loved it, 2005 im paying £400 for a 512mb sd card that jump in 6 years was crazy, 1998 if you had a 5gb hard drive it was over kill, the game half-life was 70mb in size and what a game it was, nowadays the top titles can be easily 100 gb in size. Can you imagine the jump in 25 years from now, hopefully at 75 i will be around and witness the crazy development tech goes in, to be around from almost the beginning when having a digital clock radio was high tech or having a solar power calculator in school that fitted into your ruler, to where we are now is mind blowing, its still disappointing cars cant fly but who knows.
I think about this all the time.
Cars can fly and so can people with jet packs and wings. It’s just rare air lol can’t have every idiot doing it.
@@HWM636 that was the price of it 2004/2005 not todays price
@@ianmcdonald3053 SAMSUNG EVO Select Micro SD-Memory-Card + Adapter, 512GB $24.99 on Amazon
I stand corrected, they're $25 these days.
Very well might be able to partially or completely reverse the ill-health of aging by then. If interested I suggest youtubing Dr. David Sinclair (Harvard), Dr. Aubrey de Grey (formerly of Oxford and head of the LEV Foundation) and Dr. George Church (Harvad).
Fantastic podcast. I am a Robotics and cybernetics student and I am a huge fan of Boston Dynamics and MIT.
Clear my schedule, new Lex just dropped.
That's the spirit. 😂😂😂😂😂😂😂😂😂😂😂😂😂😂
Its not an 8hr episode, lucky for you. 😁
Saw first video back in 2008 and I was amazed back then. This is scary next level.
What's amazing about Marc is how crazy humble he is. Just an amazing human. One day before I die I hope I ever get to meet this man.
I like how lex does his image and video clip overlays, they dont interrupt the flow of the podcast, so noice
I love that Lex is a technical guy first and foremost. Interviews like this are a rare thing that we are fortunate to have access to. Marc is such a humble and inspiring character. For all the tech talking heads who love to drone about how they're revolutionizing things, it's so refreshing to see this man who will surely go down in engineering history just eagerly talk about his work and ideas from a place of genuine curiosity and enthusiasm. Thanks Lex and Marc!
Great discussion. Nice to see Lex going back to his roots. Wish this discussion was longer, so many more aspects to talk about. Thanks for sharing 👍🏼
I missed you Lex 🥲
Thanks for another great instalment. Always looking forward to the next interview...🙏❤️🙏❤️
Great questions Lex! What a fascinating conversation.
awesome. always love hearing from Marc.
I can't wait to listen to this episode! Great guest Lex
I like the idea of developing perfect fumbling
That's a bad idea. 💡
Inspiring discussion.❤
Lex is always bringing the most interesting discussions.
Long live LEX - the charmer with razor sharp comments/questions.
Much love and respect from Singapore.
m
The movement of Boston Dynamics robots is just amazing. I've not seen any others that compare...
Great episode Lex 💪 I thoroughly enjoyed it
Damn I’m blown away by how articulate Lex has become. He’s come a long way
This guy is creating a weapon even better than the atomic bomb and he is smilling with his flower shirt....
Nice to see Lex beaming so much in his introduction.
Key observation: 1:29:10 ”we got good at getting DARPA funding”. I’ve seen that problem with many teams/companies; they get good at getting grants or subsidies and optimize their organization to that end, rather than optimizing products for customers.
I agree with you in principal, but this is groundbreaking tech, at its infancy, and with enormous long term potential. It is perfectly fine to invest in this potential without immediately pressing for revenue generating applications, which would kill the opportunity.
@@yarivdrori4992but they are immediately pressing for revenue at the expense of the product quality both long and short term.
The grants would be the “revenue” in this situation and the priority towards these grants instead of quality and design is what’s going to harm its quality long term… honestly I’m basically saying the same thing he said.. not even sure your logic in disagreeing
I have extra respect for people who support, and talk highly about their peers and competitors, like Marc.
I was just thinking about you today lex hope you’re doing well thank you for another wonderful podcast ❤
Thanks Lex. You keep my mind uncomfortable, but my curiosity satisfied.
Oooooh, well said. 😊😊😊 Are you a poet? If not, consider yourself one.
Lex, you have been leaving me hanging. I keep refreshing, waiting for more pods. Miss ya bub.
I used to program industrial robots for heavy industries. I'm retired now but it was such a fun job! I think I hit it at a good time though cuz AI will easily be able to develop programs in hours that took me weeks to get working. It's kind of a shame that will people will miss the joy of programming.
I think the logic I learned from programming is applicable to so much else that it should always be taught to everyone. And taught even earlier in school. I mean it's an application of all the other subjects taught, where children can directly apply their knowledge and see results on the screen, or even in toy robots.
Thinking programming will die out is like human creativity will die out. But looking at children getting addicted to devices and performing incredibly worse in school makes it seem not so unrealistic either.
@@2DReanimationspot on on all counts. Love programming.
AI will not replace developers. Current over hyped LLM models like GPT-4 are not able to reason and it is not going to improve any soon.
@@plumbingphase «@adel86360 lmao, famous last words»
--
He is right. There's no whatever cognitive representation in LLM. There's only stochastic parroting. Curious to note is that the admirers of LLM, that fail to realize there's no, and cannot be, whatever form of inference-able intelligence, have the very same syndrome of stochastic parroting [while gnawing at llm-infidels.
@@2DReanimation You spotted it all, except for "knowledge" . Learning to program should come even before learning math. It teaches / helps to reason, and that's why I said "except for 'knowledge'" (another thing).
The future oscillates drastically between tech-topia and complete and utter devastation.
How so?
@@normalnoose5795 Brilliant people innovating every day for a better future vs idiotic sociopaths making decisions in the world's governments + capitalism
What a wannabee woke comment lmao
Wow. Deeeeep.
Like literally anything in life lmao. Life is always walking the line of dystopia and utopia, always has been always will be, until one day it ends, if it ever truly does.
Привет из России. Было очень интересно. Роботы всегда вдохновляли меня. Когда всю работу начнут делать роботы, то люди наконец-то смогут понять, кто они такие на самом деле.
Boston Dynamics is amazing...
The future is exciting.. NOW IS EXCITING
Outstanding interview, Lex. Extraordinary insight and value .. One of your best!
Finally Boston dynamic is in the house 😊
Lex, you are a legend! Just loved this conversation. 🎉❤😊
The Robot Backflip was cute..Very interesting..Keep it up..Great Interview, great content..DARPA..tell, me more...lol
This was a really enjoyable interview. Thanks!
I've wanted an interview like this ever since I first saw a Boston Dynamics video
I’m amazed by this interview!
¡Muchas gracias, Lex! I receive every new podcast as a beautiful surprise. Please, keep going 🌹
If you just listen, it's amazing how much the guest sounds like Michael Malice. His voice, accent, pace...
The duality of man and robotics:
Man must walk before it can run, robotics must run before it can walk.
We all can’t be engineers. So I especially appreciate all of the people that work overtime without sleep and eating, that work w/o recognition only to see the the few take all of the credit
00:00 🤖 Marc Raibert shares insights on the progression from Big Dog to LS3, emphasizing its impressive load-carrying capabilities.
02:19 🧠 Raibert discusses his journey into robotics, inspired by childhood experiences and pivotal moments during graduate school.
04:05 🤔 The conversation delves into the intersection of brain and cognitive sciences with robotics, highlighting historical and recent efforts to bridge these fields.
06:49 ⚙ Raibert emphasizes the importance of combining aesthetics with functionality in robot design, highlighting the significance of lifelike movements.
09:23 ⚡ Raibert advocates for a more aggressive approach in robot manipulation, challenging traditional notions of safety and static grasping.
10:50 🔄 The discussion explores the concept that perfection may not be the ideal goal in robotics, suggesting that embracing imperfections could enhance human-robot interactions.
12:38 🚀 Raibert reflects on the early days of his career, sharing anecdotes about funding challenges and pivotal moments in developing the first hopping robot.
16:17 🛠 Raibert outlines technical challenges and breakthroughs in creating the first hopping robot, highlighting the transition to 3D movement and balancing mechanisms.
18:05 🦿 Raibert explains the three key elements involved in balancing a hopping robot: managing energy, foot placement, and maintaining an upright attitude.
19:59 🏃 Marc Raibert discusses the iterative process of improving robotic performance, including speed and obstacle navigation.
20:53 🤔 Early skepticism surrounded legged locomotion in robotics, but it has proven to be a valuable and impactful pursuit.
22:16 🤖 Raibert initially had doubts about humanoid robots but later recognized their significance in human interaction and connection.
23:26 🐕 Despite initial fears, people are often fascinated by robots like Spot, enjoying interaction and engagement.
24:20 🐶 Raibert recalls the transition from working on the IBO runner to developing Big Dog, marking a shift towards robotics.
28:43 🤖 The decision to focus solely on building robots marked a pivotal moment in Boston Dynamics' journey.
30:44 🐾 Big Dog's success was a significant milestone for Boston Dynamics, propelling the company forward and scaling up operations.
33:00 🏞 Testing robots in real-world environments, like hiking trails, presented both technical and logistical challenges.
35:42 ⚙ Transitioning from hydraulic to electric power systems required significant innovation in hardware design and control algorithms.
39:07 🤖 Achieving natural and fluid movement in robots involves dynamic approaches and forward-looking motion predictions.
39:47 🤸 Limited Horizon approach is used for tasks like balancing and navigating obstacles in robots, focusing on short-term predictions.
40:53 🤖 Sticking a landing for a robot doing a somersault requires coordinating momentum and rotation, which involves complex calculations but is achievable.
42:45 🧠 Building robots can help understand human movement better, even though humans themselves may not fully comprehend the physics behind their actions.
44:21 🦘 Initial robot designs were more complex, resembling animals like kangaroos or ostriches, but simplicity was prioritized for practicality and ease of development.
48:17 🏃♂ Cheetahs and gymnasts exhibit impressive athletic intelligence, highlighting the efficiency and grace of natural movement.
50:34 💡 Mechanical systems can exhibit motion without explicit computer control, utilizing passive dynamics for efficient movement.
53:20 🤝 Boston Dynamics AI Institute aims to combine physicality and cognitive abilities in robots to enable them to perform tasks autonomously through on-the-job training.
56:06 🔄 Stepping Stones to moonshots approach is adopted, focusing on tangible progress and feedback in robotics research.
57:55 🎯 Milestones include breaking down complex tasks like bicycle repair into observable components and developing skills for robots to perform them autonomously.
59:46 🤖 Marc Raibert discusses the potential for robots to navigate environments without explicit instructions, highlighting the importance of building navigation skills under uncertainty.
01:00:01 🧠 Raibert emphasizes the role of machine learning in robotics, acknowledging its growing significance and optimism while noting differences from language-based tasks.
01:02:43 🛠 Raibert outlines four essential components of a great team: technical fearlessness, diligence, intrepidness, and fun, explaining each aspect in detail.
01:04:32 📡 Raibert discusses the potential for robots to diagnose and fix physical problems, citing examples like repairing appliances, with the integration of AI and physical skills.
01:09:59 💪 Raibert emphasizes the importance of intrepidness in robotics, highlighting the necessity of perseverance and learning from failures, illustrated through Boston Dynamics' development process.
01:13:28 🎉 Raibert shares his perspective on the fun of engineering, highlighting the satisfaction, impact, collaboration, and financial reward associated with the field.
01:19:54 🤖 Human-robot interaction can benefit from combining language and movement for more efficient and intuitive teaching methods.
01:20:47 🤔 Creating performances with robots alongside famous dancers poses a daunting challenge due to differences in degrees of freedom, but there's potential for unique expressions.
01:22:51 💼 Building a team of great engineers requires fostering an environment where interesting engineering work is happening, attracting passionate individuals, even those without professional degrees.
01:24:41 🔍 Videos played a crucial role in putting Boston Dynamics on the map, demonstrating the possibilities of robotics and inspiring both imagination and fear.
01:25:51 🤝 Marc Raibert admires Elon Musk's achievements in technology, especially with Tesla and SpaceX, and believes Elon's efforts in humanoid robots, like Optimus, could be impactful.
01:28:39 🤖 Competition in robotics, especially in the humanoid and legged robot space, is viewed as healthy and beneficial, driving innovation and offering users more choices.
01:34:20 🧠 Marc Raibert shares a nuanced perspective on the potential risks of superhuman intelligence, emphasizing the need to balance opportunities and risks in technological advancement.
01:37:54 🌺 The Hawaiian shirt Marc Raibert often wears symbolizes his contrarian nature and willingness to challenge conventional opinions, serving as a reminder to stay true to oneself.
01:39:19 🚀 When considering career paths, imagine what you would do without constraints and pursue that vision diligently, as opportunities are often wider than perceived.
01:40:29 💡 Marc Raibert emphasizes the importance of exploring new challenges, even after years of experience, as seen with the creation of the AI Institute, showcasing growth beyond one's initial focus.
01:40:54 🎥 Demonstrating cognitive functions in robots presents a unique challenge compared to showcasing athletic skills, but embracing flaws and incremental improvements can be compelling and inspiring.
I am truly b.l.o.w.n. away! 🫣😱🫣
@@SUSANPACITTO Thank you Susan
Fantastic talk!
Marc, I'm a huge fan of your work, and especially liked your inspiration story about seeing the robot parts in the lab. As a kid, I had a book with pictures of the GE Walking Truck that always gave me hope for the future of robotics. Thank you for all of your work, and especially for this wonderful interview.
Great episode Lex! I love how you guys make this so easy to understand for people who aren't engineers and just want to understand whats going on in the robotics world and the advancement thats been made.
Such an interesting conversation once again 🙏🙏🙏
Love this podcast can't wait till I'm home so I can get back into. Look forward to catching up when I get out hopefully won't be long in here
Thanks for putting this together and sharing! I'm still crushed they didn't include more of you in 2049, but love watching these glimpses into your life. I appreciate your honesty and fearlessness.
This is the first of your interviews I've fully watched! Please have James Dyson next.
Actuators? Very cool. Had no idea there was an inverted pendulum that had the 3 point energy system. Stimulating topic for anyone into building and piecing together mechanical concepts. Gotta love that motto too. Thanks Marc and Lex!
"I hurt my toe, it made it hard to run" seems kind of important 😂 love you
1:01:00 - "pixel values aren't words"
OpeanAI: "hold my beer"
Absolutely loved this!!!
We have a SPOT robot from BD at our Michelin tire plant, in Lexington SC. It has a dedicated operator, and they use it for a variety of things. It goes to the local schools to show off for the kids occasionally as well, so it's not top secret information or anything. On a different note: being a good mechanical troubleshooter is a unique skill set, which seems to be at odds with other types of skill sets that people can have. Not everyone enjoys being covered in hot hydraulic oil, sweat filling your safety glasses, while extracting a broken fastener from a hole, with people waiting for you. We high-five and fist-bump after hard tasks, just like athletes do after a good play. I love that feeling. To any Engineers reading: Threaded fasteners are for fools. Remember that.
it was a really inspiring interview. especially when they talked about what engineering was all about.
Hey, Lex finally interviewed his Creator.
As someone into rc heavily this is the interview I've been waiting for! Thanks lex for another awesome guest
This is GREAT, GREAT, GREAT! Two extraordinarily talented individuals who dare to dream and pursue their dreams diligently. I couldn't of something more motivational than this: congrats and THANKS for giving us this powerful source of inspiration.
Awesome interview! Thanks lex
These robots today are unbelievable and incredibly amazing. I can't even begin to imagine where robotics will be in the future. This is the kind of interview and topics is why I love this podcast!!
is boston dynamics working on exoskeletons and if not why not
(asking as quadriplegic )
The theoretical model to explain and control biped locomotion was developed by Miomir Vukobratović in 1970s, in Yugoslavia. The motivation for his work was first a medical one, precisely the therapeutic exoskeletons. Only afterwards this theory was used by Boston Dynamics for walking robots.
I guess it is already very challenging to make a good walking robot, but to make a device that would safely work with a person involves a great deal of additional concerns. There is an exponentially increasing number of the scientific publications in robotic exoskeletons, so there is certainly research being done in this area, and hopefully there will be some good results that people could use.
This is a very educational interview for me, thank you.
Very interesting, I love Marc's attitude and flair, and his shirt is perfect. :D
My favorite podcast & host. Rock On Lex 😎✌🏼🇺🇸🍸
I learn a lot from listening to the prof. Robotic is one of the field I'll like to venture into. Well done lex, keep it up.
Great Episode.👍
God Bless you lex, your doing God's work with this Podcast. Love Marc, his definatly one of the greats
I love this episode 😍
I love Big Dog, they would be so helpful on Ranches and Farms.
He reminds me of the mad scientist from the first seasons of South Park.
Great, fun interview.
This podcast is very informative. From a different journalistic perspective, it gives me the mental tools to decipher between Atomic Intelligence and Central Intelligence. No matter the difference, the imminent output must be world trade. Rock on, planet.
Good to hear a positive outlook for AI for a change.
great work bud
I can't believe this guy said you shouldn't be scared of computers because they are smarter than you.
this is amazing
Lex is my favorite podcaster and most importantly interviewer. I would put your ability to interview up against any other human on this earth. I also admire how humble you are, maybe one day you could do a solo podcast and talk about your though process on things, and how you manage to stay humble. I understand who you are on the podcast may not be the way you are 100% of the time off the podcast, but I want to be more like you. From your accomplishments, work ethic, humbleness, and ability to have empathy for people from all point of views. Would really appreciate that lex
"how you stay humble"
Easy: he's interviewing the smartest and most accomplished human beings on the daily. That's got to humble any sane person ^^
But I agree Lex is great!
Спасибо Вам.
Thank you
Алексей, на этот раз не смогла удержаться от комментария. вы выглядите очень забавно с подбитым глазом. в этот раз один в один как главный персонаж бойцовского клуба. спасибо вам за вашу работу!❤️ сегодняшний выпуск помог немного отвлечься от того, что происходит вокруг. From Russia With Love! ❤️
These robots will maim humans on their own sooner than you think because of brilliant/genius men like this.
When an ordinary human watches those videos, there is almost instantaneous primal emotional connection and empathy towards the robots, similar to how we feel when we watch a child struggle to accomplish a task for the first time. I wonder how people who work with those machines on a daily basis deal with those feelings. Obviously they have a different perspective and they are somewhat jaded, but they are still humans with instinctive parental feelings.
This is amazing and scary as heck at the same time.
After dancing, we need anime-style martial combat moves. lol
You both inspire me immensely!
Please keep being creative, innovative, have fun, and keep making our species proud. Salute!!
May 2024 bring ALL of us growth, patience, and useful fruit. 🙏
-JRoot
Atlas and Optimus dance off, let's do it!
@38:00 here I was thinking hydraulics are very cool for heavy industry, and then this man tells me there is a whole other world for hydraulics being applied for legged robots. Amazing!!
Except electric actuators are much cheaper and simpler.
BD have never designed their robots from the ground up to be mass produced as cheaply as possible.
BD are the result of cost-plus military contracts and its taken them over 30 years to get this far.
@@fredbloggs5902 Did I say that hydraulic actuators are better than electric?
And did I say that hydraulic actuators are cheap?
And also that BD did everything overnight?
Like, who are you replying to? Because I never said any of the stuff your replying to me.
House cleaning is such a big use case for the household market. I want a robot that can clean the bathroom toilet, sink, bath etc. or a series of small specialized ones... Roomba was step 1.
Missed you this time, Lex! Hope it was for good!
Cool, and look at you light up! Omg I love the smile on your face. That's awesome!
Marc talking about "pop n' lockin'" dance moves was unexpected lol. 1:21:00
It would be great to hear what the best horticulture people are learning about growing more nutritious food as well,and how robotics could combine...plants animals and robotics...working together in the gardens! 💪 🧠 🐝 🐬