Tesla Executives Drop New Info About Tesla Bot!
ฝัง
- เผยแพร่เมื่อ 1 มิ.ย. 2024
- Latest insights on the highly anticipated Tesla Bot, as key members of the Tesla team unveil new information about its development. Learn about the significant advancements in Optimus' hand design, including the revelation that it will boast an impressive 22 degrees of freedom.
Scott Walter is an Aerospace Engineer with a Ph.D. in Mechanical Engineering and has co-founded two robotics companies
Follow Scott on Twitter: @GoingBallistic5
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/@goingballisticmotion5455
Timestamps
00:00 Introduction
01:24 Evolution to Gen 3 Optimus
05:16 Humanoid Bots Hands
11:49 Integration Philosophy in Robotics
21:57 Humanoid Bots in Industrial Settings
32:17 Progress in Optimus Development
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Edited by: Roshan Khatiwada
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Herbert
The human hand has 27 degrees of freedom (DOF):
Fingers: 21 DOF, with 4 DOF in each finger, 3 for extension and flexion, and 1 for abduction and adduction
Thumb: 5 DOF
Wrist: 6 DOF for rotation and translation
Palm: 3 DOF for translation and 3 DOF for rotation
It's ALWAYS a good video with Scott. I'm an engineer and I appreciate how smoothly he "puts the cookies on the lower shelf" to make concepts accessible to even non-tech people. The smarter, better engineers can explain things for the non-tech people and he's way more capable as an engineer as I am/was. My skills are more narrow.
I Uber with my Tesla and I drive in FSD all the time. About mid way through my trips I always ask, “would you feel comfortable in a fully autonomous car”. They would say no, but then I’d explain that the car was doing all the driving so far and not me. It blows their mind.
Cool 😎
Thanks for educating your customers. You do Tesla and it's share holders a service. If we had FSD here in Australia I would do Uber in my spare time to make some extra cash and also educate.
Do the terms of service explicitly allow or prevent using FSD for Uber?
Yeah I wonder if that’s ok 🤔 hope so
@@RickLindstromgood question I’d say it’s not passed yet definitely both Uber would not pay out if driver was injured in a crash (work place injury or death) even though we know FSD is safer plus I’d say he’d lose his job if they found out he’d be liable for death or injury to the passengers too, unfortunately the legislation would need to be approved by state regulators I’d guess
Herbert, thank you so much. Your service to the Tesla community is invaluable.
went on to say the same!
One little problem that no one seems to understand: if you ramp up the production of goods with the bots and you put production on an exponential scale, then Earth will run out of resources in a few decades.
Let's say by 2050 we'll have 10 billion bots.
Today we have around 300 million manufacturing jobs. If only 60% of the bots will be working in manufacturing, then we will still be able to produce 20 times as much stuff as we can now.
In an infinite world this would be amazing.
On our finite Earth this will be a disaster. By 2070 we will hit a hard wall and society/ economy will collapse. Extreme poverty will set in, population will fall to 1 billion. Pollution will also skyrocket.
Is exponential growth sustainable? No.
Imagine the point when robots can receive raw material through automated vehicles, and build factories ground up to produce more robots.
When i ever look into these bots and discover something along the lines of Order 66 ima straight build a underground bunker.
@@ollibruno7283 If you think a bunker would ever be robot-proof, you're missing a core use case of robots.:D
I think the other DOF are in the palm of the hand, not the wrist. If we couldn't curl our palm around something it would be hard to hold a hammer effectively. Move your thumb in toward your pinky and look at what your palm does. Pull all of your fingers and your thumb together to one single point and see what your palm does... There are seperate bones in our plam that allow it to bend/curl around things.
Agree - Tesla's goal should not be making a low-cost bot. A bot with a wider use case will pay for itself quicker than one a limited use case. These are general purpose bots - meaning you haven't anticipated all the situations where you will put them to work. The owner of a limited lower cost "general purpose" bot will quickly regret not spending more for increased capability.
Guys, don’t forget neuralink’s advancements, eventually there might be a future for optimus, appendages to be used as prosthetic replacements as well.
So true! The muskonomy in action
great observation... convergence between robotics & prosthetics w/ the remaining blocker being I/O
Oh yeah, let's combine 2 epic fails
Your trolling everywhere. Think through what your saying. Its always ott -ve. Whatever happened it really 🤕@@mervstash3692
@@mervstash3692explain how these are failures and be specific. Use ALL your technology knowledge and expertise please. Or just pull something out of your ass which is more likely. After all, it’s where your head is.
Mimicking the human hand doesn't just make it be able to do more general work, I think it also has big positive impact on training the models.
Edit: Sorry, kept watching and saw that Scott ended up saying this already.
Stretching a pizza dough ball correctly, would be awesome to see a robot do
Thanks Dr. Scott and Dr. Herbert
it’s not without reason that in millions of years we ended up with hands the way they are
They should make a robotics X prize: first to crochet items with increasing grades of complexity. This is currently considered impossible to automate.
Great stuff guys. Wondering if I can just be a fly on the wall at your new Web site.
could you imagine if Tesla makes a bot hand 1 to 1 human and then sells it as a prosthetic with Neuralink?
@bearbones9611
They could do that with the legs also. Maybe other prosthetics too. It makes good sense.
Bot is a safer choice than human babysitter
1> I can make circular motions with my thumb and 4 fingers. 2> I have a vague recollection of someone suggesting a second thumb on the outside the hand.
Maybe the thumb will have same DoF as fingers?
Thanks Herbert and Scott. In modern prosthetics degrees of freedom correspond to motion control units (1 motor = 1 degree of freedom). Passive extension using a spring-type mechanism is not considered to be a degree of freedom since it has no voluntary control. Complex life on this planet typically employs 2 or more degrees of freedom at each joint with flexion and extension being the primary antagonist motions. Other common pairings include abduction-adduction and internal-external rotation.
Optimus uses only flexion motors in the fingers and thumbs and passive spring-like extension plus an abduction motor and passive adduction in the thumb. To achieve fine manipulation active extension and thumb adduction is manditory. Adding these highly desirable motions will add 10 degrees of freedom to the hand (2 extension motors × (4 fingers + 1 thumb)). Add 1 motor for active adduction of the thumb and you have 11 degrees of freedom added to the hand! Rotational antagonistic motor-tendon pairs are very compact and efficient mechanical units for achieving both strength and fine motor control at a distance from the motion. Thanks be to Mother Nature.
PS: This is over a decade old computer controlled prosthetics technology. As is the known requirement for active antagonism to efficiently achieve fine motor control.
I would tend to think that the attention paid to the hand has much to do with Neuralink control as well for those who require robotic prosthetics. Love the show!
2 different companies mate
I see Neural link prosthetics collaboration in the future based on this human modeled bot parts
I can't wait to see Optimus doing a Judo style break fall, or an Aikido style rolling fall.... Or maybe it just turtles up and plops on the floor...
Herbert and Scott,
I think you might be forgetting one DOf : being able to sense heat/ temperature in the hand. As a nurse, the use of touch is not only motion and pressure, but temperature as well.
DOF is movement(degrees of freedom).
@@WhyteHorse2023
Thanks for clarifying. Well I guess that’s where we have the advantage over AI.
@@carynk.8863 These guys missed that humans can move their fingers in a circle, even the thumb. It adds up to about 22.
@@carynk.8863 I suppose it might be more difficult to implement high resolution real-time temperature sensors but it's only a matter of time. You have to remember that the AI driving the development of robotics is also affecting other fields (generating ideas, running simulations, software development, etc) so we are only going to better at making pretty much everything from here on out.
I wonder if they need to match the dexterity of the human hand to make the imitation training easier.
Great video and thanks for the Humanoid Bots community link.
Apparently a great right handed golfer needs to reduce flex in the left elbow to ensure perfect contact with the ball and increase accuracy.
The wrists, fingers and every other joint/muscle movement in the body also contribute.
Ultimately the stuff going on between the ears is critical to accuracy and success 😊⛳️
Left handed golfers have to navigate the prejudices of the course designers 😂😂
I found the X community and joined. Thanks!
Nice link
Teleoperators will become obsolete I believe when robots will be able to just observe what the human is doing with its own cameras. Maybe Unitree G1's three finger hand is good enough in many cases! Although there is also a G1 EDU version with more degrees of freedom which may mean five finger hands.
The mention of "robot doctors" to fix broken bots conjures up a scenario where an owner calls the nearest "Bot Hospital" which immediately sends out a replacement via Cyber-Taxi and brings back the sick bot for surgery (or maybe fix on-site like Tesla rangers). Maybe we'll have companies that own hundreds of bots and rent them out as needed - by the day, week, month. Kind of like "temps" to back fill factories that have peak demands.
Remember Elon exclaiming that he hoped that Optimus would be able to thread a needle by the e d of the year?
There has been virtually no comment on this in the Robosphere.
When all else fails review what Elon said in the first place. His standard is the ability to thread a needle!!!!!
You're on a pumper channel. They don't deal with reality
Playing Violin, Piano? That should be a DARPA price - if we can get that type of hand into a robot, then we are on the mechanical side nature-level-complexity. Interesting statement - I will add it to my "not needed" list (because it is not needed to make them usable but is an AMAZING goal)
Cheers guys
Scott was right avout the net gen robot😀😃😄😁
Will 3d Printer build plans be available later when the final version is ready? (someone will come up with those plans for sure).
In conventional. industrial robotics we have "End Effectors" These are custom complex tools specifically designed to do a single job. They can be exchanged with a macro command if the task has another sub-task that requires different tools.
IMHO Optimus will have a similar connector allowing for pass-through of signal, power, and possibly air this connection will be at elbow allowing for rapid upgrades to existing robots.
Can't wait
I a trying to think of a use case where this degree of copying human mobility is needed. I find that even though I use tools and work with many types of materials, I almost never need movements like spreading my fingers apart. I think it would be far more useful to have a second thumb or double jointed fingers that bend backwards. The idea that we should let human limits define robot's abilities is wrong headed. It would be like saying that cars should have legs instead of wheels and they should only go as fast as we can run.
You are wrong. Just typing on a computer keyboard alone requires you to often spread your fingers apart to reach keys. Not to mention countless other tasks or machinery it will be required to use. They must master the "human limits" first before even thinking about further optimization. You saying it should run before it can walk. which is absurd.
Even something as simple as pulling a trigger on a drill or gun requires finger spreading. Turning a screw/bolt has thumb spreading.
@@silverwolf6866 Funnily enough. In robotics, running is actually easier than walking due to forward momentum (like riding a bike). The problem is assuming that these limits (to DOF) are arbitrary, it is simply the best solution for now.
Insert five knuckle shuffle joke here.
Wow this didn’t give me a Terminator vibe at all🤯
Elon loves SciFi. So he needs to someday make (Cops, Firefighters, etc) which will need to be made differently than NORMAL bots. ((Someday))
@@nate5eplayer574💯 no doubt
This is exciting to know that Tesla will make a hand that is so human like. I spend a life time with my Martial Arts Teacher and position of body wins the day. A slight wrong angle and the opponent can hurt you. Every movement has to be correct. It's hard to learn Martial Arts so this will be interesting to see if Tesla Bot can fight. I want a Tesla Bot. I would love to train it.
You Scott stubbornly repeat that the thumb has only one degree of freedom. That's wrong!
In addition to just bending, it also rotates.
Even the figure over the human hand missed that. But in the case of that all the fingers has some of that movement.
Very can put the finger in a circle, at least slightly. The thumb more than the other fingers. That's the rotation of it.
Awe crap somebody said same thing down below. But that's a good thing.
Every 10 minutes you shorten your video saves 1600 hours for each 10k viewers.
I think bots will come in all shapes and sizes once the kinematics and intellect are solved.
We could easily have a giant tracked bot with a humanoid upper body just lifting shipping containers around with its hand like a giant person.
Not to mention bots in the shapes of mechs, insects, animals etc.
Yes put a LCD screen on the skin of the Tesla Bot so one can watch movies are use as a way to learn off your LCD screen
$1,000 trillion is $1 quadrillion 🤯
Why not 3 arms and hands. When soldering, I always need an extra hand.
Unlike FSD which trains by human input by proxy (steering wheel, pedals), the bot's training method would seem to me appropriate for a genetic algorithm linked to a neural net so that it can take human input as the first generation and then adapt it for the differences between it's own body and the human source.
Perhaps eventually the bot will have a more "plush" outer covering, possibly pneumatic, to deal with issues involved in falling down or being bumped.
Good morning, Herbert another great video as always
Thank you, Joseph!
@@BrighterwithHerbertDo you think that in 2035 with the advent of AGI (Artificial General Intelligence) and ASI (Super Artificial Intelligence) they will introduce universal basic income!? a subsidy!? will there be free will!? an era of abundance will begin!? the robot's intellectual and motor capabilities have already surpassed the average human and before 2035 there is talk of them surpassing those of any human and then again those of any human combined! regarding both body and mind! answer me please...
@@BrighterwithHerbertDo you think that in 2035 with the advent of AGI (Artificial General Intelligence) and ASI (Super Artificial Intelligence) they will introduce universal basic income!? a subsidy!? there will be free will!? an era of abundance will begin!? the intellectual and motor capabilities of robots have already surpassed the average human and before 2035 there is talk of them surpassing those of any human and then again those of any human combined! regarding both body and mind! answer me please...
@@BrighterwithHerbertDo you think that in 2035 with the advent of AGI (Artificial General Intelligence) and ASI (Super Artificial Intelligence) they will introduce universal basic income!? a subsidy!? there will be free will!? an era of abundance will begin!? the intellectual and motor capabilities of robots have already surpassed the average human and before 2035 there is talk of them surpassing those of any human and then again those of any human combined! regarding both body and mind! answer me please...
@@BrighterwithHerbertDo you think that in 2035 with the advent of AGI (Artificial General Intelligence) and ASI (Super Artificial Intelligence) they will introduce universal basic income!? a subsidy!? there will be free will!? an era of abundance will begin!? the intellectual and motor capabilities of robots have already surpassed the average human and before 2035 there is talk of them surpassing those of any human and then again those of any human combined! regarding both body and mind! answer me please...
“Will be”… so not yet. We are all waiting for delivery on a deliverable. Cause I am building a mission to Mars and it “will be” more advanced than anything ever imagined… will be
Before there is a robot babysitter, there will be a robot dogsitter / dog tutor / doggie play partner. Much less regulation, but lots of overlap with babysitting.
flexibility of the palm
This is like filler episodes in Dragon Ball Z until 8/8
Geez yeah I remember, it took forever for that stupid planet to explode
Yes, they claim new Optimusk info is available every day. That is 100% false. Tezz will release a little drip about once a month.
Human's brain could not have develop that much without hands
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Wow I am 5 ft 5 in. so I am considered friendly to others as a non threat
May be the fingers will also bend backward, 11 degree each side
If hands are so important, then 4 is better than 2. It seems to me to be an obvious improvement over the human form, and fairly easy to implement
two or more robots collaborating…
I propose a series of tests to compare various human like robot designs. One test would be for the robot to dress itself, maybe in a tuxedo. Next...... hmmm, play an accordion?
Sem palavras
With regards DOF of the human hand here is what seems like a good account from ChatGPT. Even if you exclude the wrist it still accounts for 21:
A human hand typically has 27 degrees of freedom. Here's a breakdown of these degrees of freedom:
Fingers (4 fingers, excluding the thumb): Each finger has 4 degrees of freedom.
Metacarpophalangeal (MCP) joint: 2 degrees of freedom (flexion/extension and abduction/adduction)
Proximal interphalangeal (PIP) joint: 1 degree of freedom (flexion/extension)
Distal interphalangeal (DIP) joint: 1 degree of freedom (flexion/extension)
Total for 4 fingers: 4 fingers * 4 degrees of freedom = 16 degrees of freedom
Thumb: The thumb has 5 degrees of freedom.
Carpometacarpal (CMC) joint: 2 degrees of freedom (flexion/extension and abduction/adduction)
Metacarpophalangeal (MCP) joint: 1 degree of freedom (flexion/extension)
Interphalangeal (IP) joint: 1 degree of freedom (flexion/extension)
Opposition/reposition: 1 degree of freedom
Total for thumb: 5 degrees of freedom
Wrist: The wrist has 6 degrees of freedom.
Flexion/extension: 1 degree of freedom
Radial/ulnar deviation (abduction/adduction): 1 degree of freedom
Pronation/supination (rotation): 1 degree of freedom
Total for wrist: 3 degrees of freedom for each hand
When we sum these up:
Fingers: 16 degrees of freedom
Thumb: 5 degrees of freedom
Wrist: 6 degrees of freedom (3 for each wrist)
So, the total number of degrees of freedom in one human hand is:
16+5+6=27
I won't believe it till I see it ... SHOW IT TO ME
An early "killer app" household use would be care for the elderly/disabled. The bot needs to be capable of lifting a human for this (bathroom assistance, etc). A 24/7 caregiver currently costs north of $150k/year, so such a bot could cost a lot and still be a bargain. With the current level of AI models (GPT-4o, etc), it could also easily function as a companion.
How is there so much progress with Tesla compared to Boston dynamics?
Tesla has been working on fully self driving neural networks for a long time as well as electric batteries and actuators
Much much more
Come on people we can look at history every company that rushes something out to be the first to beat Tesla. Everybody praises them when they come out Tesla takes their time to make sure the product is perfect and then they kick ass. We see this over and over again, the Tesla robot will not be the first to market but when it comes, you know the rest
After playing with the multi modal gpt4o for a few days shit is starting to get real.
One move in Wing Chun is called the Tan Sao so easy to pronounce yet so hard to learn. In Wing Chun Martial Arts position is everything. The elbow is close to the body one fist wide the long way always.The finger tips is same elevation as the chin. The wrist not the finger tip should be center to your body. That's the Tan Sao in proper form. What makes it tough in a fight is to keeping your elbow in and once you break position your opponent will easily defeat your weak positioning. Yes the Tan Sao is the most important techniques used to protect the outside line inside and under the opponent's arm. This is what Bruce Lee would say. So before you fight learn the Tan Sao. As an extra, the Tan Sao can become a Bong Sau very quickly another useful method when a punch come from an opponent.
If you don't understand go to TH-cam and get a lesson on the Tan Sao and the Bong Sao. I use lots when I fight my classmates
When you are in the business of selling solar panels and batteries….
A babysitting bot is perfect. It will never get the distracted or bored like a human potentially can. It could play the same silly game with the child for hours and make up stories on the spot if it has a LLM.
Herbert, here's an interesting thought experiment. Imagine 5 - 10 years from now you a robot freind and are watching a movie,
. During the movie yoi point out that this is fiction, thst the man cannot fly(it's an super hero movie) and you go on to explain the difference between reality , fiction and fantasy. What is the response/consequence in the robot's AI perception of the world?
Follow on: In the same 5 - 10 future, what do weconclude when personal robots begin to self adorn with jewelry, tattoos, clothig? Will that be an indication of self agency? Would it be the beginning of the robot citizen debate? THAT will be a wild discussion!
So far, all the robot talk is about touch, sight, and mobility. When will smell and taste be integrated in general purpose humanoid robots? Smell especially has many uses in industrial settings.
More importantly, what about audio ? It seems to be mysteriously missing from all the Tesla demos ? I’m guessing at some point they will integrate Grok and audio will be done then to support speech but by doing that I think Optimus is missing out on important source of information about its world- when you hit the tray with the battery you hear a noise…
The 1x is wrong. Seriously. Once Tesla pushes out - they will ran up production fast. Production is based on 2 axis. Throughput per production line (which is likely a constant until the line is reworked) and number of lines. Number of lines itself has 2 elements - the number of lines per factory and the number of factories.
Tesla has a lot of floor space - once they rework the cars to use lower space, which is actually another story they had how they plan to save 50% space from car production. I cannot see them having few lines.
Remember, 1000 per year is 3 per day - that is not a line. 10.000 per year is 30 per day, a little less than an hour for every moment. I would expect 20 times that within a SHORT timeframe - just take one production line, multiply by 20, possibly more, some lines per factory. They have the space and capital. It makes no sense to go only x10 at the start.
Gen5 will be robots that don’t walk like they are going to the toilet
When will AI with voice, hearing, vision be installed in these bots?
After trillions of years of R&D, God has determined five fingers are best. 😄
what god ? we don't have one on this planet or universe
A trillion is 10 to the 12th power. A trillion years is dozens of times longer than the age of the universe. I was not able to make any sense out of your statement.
So religious people have ditched young earth creationist theories for now a multi trillion year theory!? What’s your issue with science? Did you get an unfair mark in school?
Lol, you think this is God's first universe? Small minds.
@@jebediahkerman3946 I’m still looking for evidence of a god. 😆
😍
But can it pick up a carrot with it’s toes?
Do you even need 22 DoF?
On robot babysitters: I have long thought that a robot teacher/babysitter/caregiver/friend will at some point be the norm. Imagine giving a toddler a teddy bear that can give it all its attention, teach the toddler, play with it, talk to it, essentially be its best friend from the time the child is old enough to have a friend. Picture that teddy being updated to stay with the child's growth, and to be a constant tutor, coach, confidant, etc. In some ways this can be a disturbing idea, but in other ways having a tutor that knows your child, learns their abilities, interests, and talents, and can give them their complete and undivided attention would completely transform education and childhood. Again, this idea may be disturbing to some, and as a parent, I get that. But I also suspect that once the technology is available, it will be almost inevitable. The convenience to parents and the advantages for the child will be a difficult proposition to ignore or turn down.
why are we using human operators for the training instead of reinforcement learning??
It's a baby step along the way. Nvidia is leading in reinforcement learning but haven't put out much yet.
@@WhyteHorse2023 Thanks! :)
A robot as my boss? Mmmm.....
Is Elon doing the basic design of a robot production factory currently?
When driving, I am still more willing to use my limbs
Rosy the robot
I do not see how they would go up and do the whole arm as one assembly. There is a good reason to do lower arm - moving actuators FOR THE HAND down into the lower arm because the hand has very limited space. The whole upper arm is - way less in complexity as it does not have to contain actuators for more than the shoulder.
That said, show me more complex operations. Show me the robot interacting to language. So far others are ahead in demos - catch up.
Lucky for me there are many YT tech experts who don't use the ludicrous 'dropped'. It's like your dad saying something that the teenagers would use to come across as hip, and failing miserably.
Can it mount an iPhone?
Then the hand is good enough!
Unitree
Madonna used to bring up the kids ,then iPhone , iPad
Next Optimus?
It’s good how responsible parenting is progressing !……
A dream for 2030+? Drama is King.
TSLAQ
21 dof of the hand seems to be getting close as possible to human hand and arm and upper arm. Good for bots yes but i believe Elon is developing these for disability patients (ie no arm) with Nuerallink getting these to patients that need these to get there new Arm on and working. Legs will follow after the arm is perfected as much as the engineers can do it.
Love how they have two people helping the robot do a simple task. Just think how amazing it would be if they can someday cut it down to one. If I buy a Tesla bot do they include a free human? It can open up a beer bottle.... damn that's exciting! Obviously, the auto business isn't much fun anymore. Telsa is like the imagination ride at Disney World. Musk is figment.
We should have let AI evolve(through genetic algorithms) the form and function of a robot(instead of deciding upfront on a humanoid), by providing the use cases and their requirements instead. Hope its not going to mimic polar express animation🤞. What we need is an efficient and complementary sidekick, not a master. Just some 💭🤔❤️👍
Just wait until Hollywood gets its hands on Optimus! I expect sexy wraps of leading stars! Not to mention the adult industry! Soon one will be able to buy a robotic version of their favorite star to perform house work!
The human hand has 27 degrees of freedom (DOF):
Fingers: 21 DOF, with 4 DOF in each finger, 3 for extension and flexion, and 1 for abduction and adduction
Thumb: 5 DOF
Wrist: 6 DOF for rotation and translation
Palm: 3 DOF for translation and 3 DOF for rotation
"Parenting" is indeed a multifaceted "job". I think that the point emphasized by Rethink X that, at least in the short run, we should think and talk about "tasks" a robot can do, rather than "jobs" they might can assume. A task can be performed more or less correctly/competently/reliably. But a job involves responsibility, awareness of problems or dangers, and abilities to adequately cope with those. For now, at least, I would be comfortable with adults working or living around robots under those adults' "respectful supervision," so to speak. But not so much so, with robots around very young children, very old adults, .. maybe even lots of teenagers.
This sentiment probably also applies to a Tesla. Teenagers should learn to drive well (like for several years) before driving and "supervising" a Tesla. Or, on other other hand, maybe the Tesla should/could "supervise" inexperienced drivers in "shadow mode."
And the first company to recreate and sell C-3PO with same color, form factor, and wise cracking voice will be the first company to join the trillion dollar club at startup.
Hi, just to say that the big surprise will come from China. I work in China and understand the Chinese business mentality which is not to show anything in less is absolutely necessary. China will show up when they are ready for the production line.
Evening guys and things were made for people to use and that is why the Tesla Bot will be able to do the homo-sapien jobs simple
When I told my wife about this, she asked if they could apply direct training to a human's neural net. If so, she would like some oriental person to plug into her brain and train it to use chopsticks. 🙂