[HN Gopher] Physical Intelligence is building a brain for robots
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       Physical Intelligence is building a brain for robots
        
       Author : Osiris30
       Score  : 52 points
       Date   : 2024-03-13 13:17 UTC (9 hours ago)
        
 (HTM) web link (www.bloomberg.com)
 (TXT) w3m dump (www.bloomberg.com)
        
       | Jensson wrote:
       | Why is OpenAI investing in startups? They invest 100 million in
       | another as well. I thought OpenAI was building their own things
       | as a non profit, why are they investing? Is it normal for non
       | profits to invest like this? Do they lack confidence in their own
       | stuff, do OpenAI have too much money they don't know what to do
       | with?
       | 
       | "Norwegian humanoid robot startup 1X Technologies recently raised
       | $100 million with backing from OpenAI"
       | 
       | https://www.cnbc.com/2024/02/29/robot-startup-figure-valued-...
        
         | notRobot wrote:
         | OpenAI no longer operates as a non-profit. The "OpenAI" name
         | has been a joke for years in tech circles for this reason.
        
           | hn_acker wrote:
           | I thought the joke was that OpenAI doesn't grant anything
           | even resembling an "open" license (whether free as in freedom
           | according to the FSF, open as in open source according to the
           | OSI, or open as in Open Knowledge's definition [1]) to use
           | OpenAI's models. (Tangential reminder: open is not merely
           | access to the code and data but also the legal freedom to use
           | and modify it for any purpose.)
           | 
           | [1] https://opendefinition.org/od/2.1/en/
        
         | Palmik wrote:
         | Yes, it's quite common, see for example:
         | 
         | https://mozilla.vc/
         | 
         | https://www.cff.org/about-us/our-venture-philanthropy-model
        
           | hamoodhabibi wrote:
           | this is not even a fair comparison. mozilla isn't using all
           | of our data to build a product that will be metered
        
         | Jensson wrote:
         | Apparently it is a separate entity and fund, they don't invest
         | money from OpenAI but money raised specifically for investing.
         | So this doesn't say much about OpenAI, they aren't investing
         | money they could use themselves.
         | 
         | https://www.businessinsider.com/openai-vc-fund-raised-10-mil...
        
         | leesec wrote:
         | 1. They're not a nonprofit 2. They had shut down their robotics
         | wing so now their using investment to get back into the game.
         | 3. What's with this negative tone?
        
         | hamoodhabibi wrote:
         | Asking this question on a platform pretty much aligned with Sam
         | Altman and expecting real nuanced answer is unrealistic.
         | 
         | Remember they shut down the thread regarding Sam Altman's
         | sister alleging she was molested by him.
         | 
         | Its just incredibly sad to see how society is quick to overlook
         | one's transgressions if it stands to benefit from that
         | individual. Artists, CEOs, politicians, celebrities.
         | 
         | Just one sick world and this blatant disregard for "non-profit"
         | because bunch of men feel they were chosen.
        
       | kandu wrote:
       | Non-paywalled version: https://archive.is/ZtfNh
        
       | apienx wrote:
       | A 4 year old child has 16k wake hours x 3600 s/hour x 1^6 optical
       | nerve fibers x 2 eyes x 10 bytes/s = 1^15 bytes (approximation by
       | Yann LeCun).
       | 
       | Processing visual input is the current bottleneck for robots that
       | want to make sense of the physical world. Glad somebody's looking
       | into it (no pun intended). I just hope their plan is more
       | sophisticated than throwing more computational power at the
       | problem.
        
         | gibsonf1 wrote:
         | I would say conceptual awareness is a far bigger bottleneck
         | than visual perception data.
        
           | smokel wrote:
           | There are only a few thousand concepts worthy of thought, but
           | there are way more potential pixels even in the current room
           | that I am in.
        
           | ben_w wrote:
           | I think the state of the art is still bottlenecked on visual
           | perception _performance_ , even if there is sufficient data,
           | and irregardless of any further questions about conceptual
           | awareness.
           | 
           | If we could model visual streams accurately, fast, and at low
           | compute cost, I think self-driving cars and autonomous mobile
           | robots would be much more widely available.
        
           | TeMPOraL wrote:
           | LLMs arguably cracked conceptual awareness already, not to
           | mention demonstrated that you can bootstrap it unsupervised
           | by throwing enough data at it.
        
         | HeyLaughingBoy wrote:
         | Is it? What if that 4-year-old child were blind? Obviously
         | their concept of the physical world would be different, but is
         | it any less accurate? If we remove the need for visual
         | perception, thereby removing that bottleneck, how much faster
         | would we be able to make progress?
        
           | apinstein wrote:
           | I think it would be significantly less accurate. Their error
           | rates for performing physical tasks would be different b/w
           | they lack the sensors to accurately train decent world
           | models. For instance, I don't think they could catch a ball
           | at the same skill level as a sighted child no matter how hard
           | they tried.
           | 
           | So the lack of that sensor will cause the brain to develop
           | poor representations of motion in 3d space.
           | 
           | How lack of those representations would affect other
           | representations is less clear; because seeing the fusion
           | between the LLM (which similarly doesn't have an embodied
           | world model representation) and the robot AI (which
           | presumable does) obviously works really well.
           | 
           | Now, it's possible that the 2 models are just inter-
           | communicating between their own features (apple the concept
           | and apple the image/object) and then being able to connect
           | that together. The point of this meaning that there could be
           | benefits from separate training and then post-training
           | connection to bridge any gaps in learned representations.
           | 
           | However, I'd think that ultimately a model that can train
           | simultaneously on more sensory input vs less will have a
           | better/more efficient world model with more useful &
           | interesting cross-connections between that space and applied
           | uses in non-physical domains.
        
             | uoaei wrote:
             | Clearly you have never known a blind person.
        
           | phlipski wrote:
           | So maybe we should start with building a "pinball wizard". A
           | "deaf, dumb, blind" system that plays by sense of touch - or
           | in this case some accelerometers and pressure transducers?
           | radically reduced bandwidth inputs...
        
             | ben_w wrote:
             | If it's just bandwidth reduction you're after, Atari
             | pixels?
             | 
             | Even for real world use -- I found I could get a lot out of
             | an even smaller resolution for an unrelated (non-AI) real-
             | world task.
        
         | hn_acker wrote:
         | > A 4 year old child has 16k wake hours x 3600 s/hour x 1^6
         | optical nerve fibers x 2 eyes x 10 bytes/s = 1^15 bytes
         | (approximation by Yann LeCun).
         | 
         | Unfortunate typo. You meant 10^15 bytes at the end.
         | 
         | Thanks to your citation I was able to find a podcast transcript
         | [1] with Yann LeCun's explanation:
         | 
         | > If you talk to developmental psychologists and they tell you
         | a four-year-old has been awake for 16,000 hours in his or her
         | life, and the amount of information that has reached the visual
         | cortex of that child in four years is about 10 to 15 bytes.
         | 
         | The transcript is missing "the" (10 to the 15 bytes). The
         | corresponding timestamp in the podcast on YouTube is 4:48.
         | 
         | [1] https://lexfridman.com/yann-lecun-3-transcript
         | 
         | [2] https://www.youtube.com/watch?v=5t1vTLU7s40
        
         | iambateman wrote:
         | To keep the analogy going, we should be concerned about
         | unregulated companies creating robots with superhuman
         | capabilities and a four-year-old's sense of the world.
         | 
         | Regulators need to get ahead of this and establish a federal
         | framework for safe robotic entrepreneurship.
         | 
         | For example...does the second amendment give me the right to
         | have a drone which is capable of autonomously shooting a deer?
         | There will be tens of millions of people who disagree on that
         | point alone.
         | 
         | And then we need international agreements - much like nuclear -
         | governing what is "fair game" for the public to have access to.
         | 
         | We must pursue a robot-enhanced future, carefully.
        
           | anon291 wrote:
           | > For example...does the second amendment give me the right
           | to have a drone which is capable of autonomously shooting a
           | deer? There will be tens of millions of people who disagree
           | on that point alone.
           | 
           | IANAL but it seems this would fall under running a human
           | controlled robot with a gun, which I believe is illegal
        
             | iambateman wrote:
             | Sure, I'm squarely in the "private killer robots are bad"
             | camp, but my point is that a _lot_ of people will disagree
             | there.
             | 
             | My state passed a law last week saying 18-year-old children
             | can open carry a gun without a license. It's very possible
             | that the 2A people get energized and the Supreme Court is
             | sufficiently out of touch to get this right.
        
               | snuxoll wrote:
               | In my state (Idaho), and many others, simply using a
               | camera drone to _spot_ game is illegal (even using it to
               | locate wounded /downed game, because it provides an easy
               | excuse). Drone with a gun is an entirely different level
               | and to my knowledge is broadly banned across the country.
        
               | eindiran wrote:
               | The 3 things mentioned so far are governed by very
               | different regulatory regimes:
               | 
               | - Using a camera drone to spot game will fall under the
               | purview of both Federal and state level Fish and
               | Game/Wildlife departments, eg https://en.wikipedia.org/wi
               | ki/California_Department_of_Fish_... AFAIK this is not
               | federally illegal, so there should be plenty of places
               | where you can do this in the US.
               | 
               | - Drone (I assume you mean some quadcopter UAV) with a
               | gun falls under FAA guidelines. You can't intentionally
               | destroy them in flight or attach weapons to them for the
               | same reason that you can't do that with planes: they are
               | aircraft and the FAA doesn't want to deal with you
               | shooting down aircraft. Since the FAA is federal, you
               | can't do this anywhere in the US.
               | 
               | - Robot with a gun falls under ATF guidelines,
               | specifically ATF letters that indicate certain classes of
               | electronic trigger are effectively a machine gun and fall
               | under the purview of the NFA. Same as point 2, the ATF
               | rules will apply federally. If you have the relevant
               | licensing, which I think would fall under a Class 2 SOT
               | FFL, you can hook a firearm up to a robot since you are
               | legally allowed by the ATF to manufacture machine guns.
               | Most (?) of the Youtubers who have given guns to those
               | offbrand Spots are doing it legally under the supervision
               | of a Class 2 SOT.
               | 
               | - The autonomous robot with a gun would fall under the
               | third point, as I am unaware of any rulings about
               | specifically autonomous stuff, though someone could
               | potentially make the argument that past rulings on booby
               | traps could apply.
               | 
               | None of this directly answers the OP question about
               | whether the 2nd amendment applies, but broadly federal
               | regulation has moved past "shall not be infringed", so
               | what the relevant federal agencies actually de facto
               | allow is more to the point.
        
               | OkayPhysicist wrote:
               | There are no 18 year old children. Those are adults, with
               | all the rights and responsibilities that come with that
               | title.
        
               | thfuran wrote:
               | Not all of them. They can't drink, be a senator, or (in
               | some states) rent a car.
        
               | anon291 wrote:
               | Well you seemed prone to sensationalism to begin with,
               | but this:
               | 
               | > 18-year-old children
               | 
               | just confirmed it. An 18-year-old is an adult with a
               | right to own and bear a firearm by the 2nd amendment. A
               | person is not a drone, and an 18-year-old is not a child.
        
         | Invictus0 wrote:
         | 1^15 bytes huh?
        
         | Jensson wrote:
         | You need much less if you are fine with horse level
         | understanding of 3d environments. Those get to a working level
         | much faster (hours) and are still good enough to navigate
         | complex environments safely and not step on children.
         | 
         | Then you realize the limitation isn't the training data but the
         | base model that was trained from hundreds of millions of years
         | of evolution, and you start to see the real potential hurdle we
         | have to clear.
        
           | thfuran wrote:
           | Something like half a billion years of pretraining if you
           | start counting from the first brain.
        
             | chenxi9649 wrote:
             | And 10 or so billion years of preparing the training
             | environment
        
               | thfuran wrote:
               | Well, we get to use most of that for free.
        
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