[HN Gopher] Why National Labs are investing (heavily) in AI
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       Why National Labs are investing (heavily) in AI
        
       Author : LAsteNERD
       Score  : 81 points
       Date   : 2025-05-12 19:52 UTC (3 hours ago)
        
 (HTM) web link (www.lanl.gov)
 (TXT) w3m dump (www.lanl.gov)
        
       | LAsteNERD wrote:
       | PR in here for sure, but some smart context on the scientific and
       | nat security potentional the DOE and National Labs see in AI.
        
       | lp251 wrote:
       | wonder if they still train all of their models using Mathematica
       | because it was impossible to get pytorch on the classified
       | systems
        
         | pphysch wrote:
         | AFAIK that was mostly due to a silly detail about MD5 hashing
         | being restricted on FIPS compliant systems? Or something like
         | that. I'm pretty sure there's an easy workaround(s).
        
           | lp251 wrote:
           | there were a bunch of reasons. couldn't bring compiled
           | binaries onto the red, so you had to bring the source + all
           | deps onto a machine with no external internet.
           | 
           | it was unpleasant.
        
         | candiddevmike wrote:
         | Just have Hegseth run PyTorch for them
        
       | andy99 wrote:
       | The real title is "Q&A with Jason Pruet"
        
       | hbartab wrote:
       | > We certainly need to partner with industry. Because they are so
       | far ahead and are making such giant investments, that is the only
       | possible path.
       | 
       | And therein lies the risk: research labs may become wholly
       | dependent on companies whose agendas are fundamentally
       | commercial. In exchange for access to compute and frontier
       | models, labs may cede control over data, methods, and IP--letting
       | private firms quietly extract value from publicly funded
       | research. What begins as partnership can end in capture.
        
         | quantified wrote:
         | WILL end in capture. Profit demands it.
        
           | hbartab wrote:
           | Indeed.
        
         | mdhb wrote:
         | This is literally THE scam Elon, Thiel, Sacks and others are
         | running as they gut the government.
         | 
         | Sell assets like government real estate to themselves at super
         | cheap rates and then set up as many dependencies as they can
         | where the government has to buy services from them because they
         | have nowhere else to turn.
         | 
         | To give an example this missile dome bullshit they are talking
         | about building which is a terrible idea for a bunch of
         | reasons.. but there is talks at the moment of having this run
         | by a private company who will sell it as a subscription
         | service. So in this scenario the US military can't actually
         | fire the missiles without the explicit permission of a private
         | company.
         | 
         | This AI thing is the same scam.
        
         | hdivider wrote:
         | I fail to understand the sentiment here.
         | 
         | This is the _intention_ of tech transfer. To have private-
         | sector entities commercialize the R &D.
         | 
         | What is the alternative? National labs and universities can't
         | commercialize in the same way, including due to legal
         | restrictions at the state and sometimes federal level.
         | 
         | As long as the process and tech transfer agreements are fair
         | and transparent -- and not concentrated in say OpenAI or with
         | underhanded kickbacks to government -- commercialization will
         | benefit productive applications of AI. All the software we're
         | using right now to communicate sits on top of previous,
         | successful, federally-funded tech transfer efforts which were
         | then commercialized. This is how the system works, how we got
         | to this level.
        
           | delusional wrote:
           | > As long as the process and tech transfer agreements are
           | fair and transparent
           | 
           | I think that's the crux of the guy you're responding to's
           | point. He does not believe it will be done fairly and
           | transparently, because these AI corporations will have broad
           | control over the technology.
        
             | hdivider wrote:
             | If so, yes indeed, fair point by him/her. It's up to
             | ordinary folks like us to push against unfair tech transfer
             | because yes, federal labs and research institutions would
             | otherwise provide the incumbents an extreme advantage.
             | 
             | Having been in this world though, I didn't see a reluctance
             | in federal labs to work with capable entrepreneurs with
             | companies at any level of scale. From startup to OpenAI to
             | defense primes, they're open to all. So part of the
             | challenge here is simply engaging capable entrepreneurs to
             | go license tech from federal labs, and go create
             | competitors for the greedy VC-funded or defense prime
             | incumbents.
        
               | cogman10 wrote:
               | > I didn't see a reluctance in federal labs to work with
               | capable entrepreneurs
               | 
               | My reluctance is when we talk about fraud, waste, and
               | corruptions in government, this is where it happens.
               | 
               | The DoD's budget isn't $1T because they are spending
               | $900B on the troops. It's $1T because $900B of that ends
               | up in the hands of the likes of Lockhead martin and
               | Raytheon to build equipment we don't need.
               | 
               | I frankly do not trust "entrepreneurs" to not be greedy
               | pigs willing to 100x the cost of anything and everything.
               | There are nearly no checks in place to stop that from
               | happening.
        
               | lovich wrote:
               | Not that it fully takes away from your argument but a lot
               | of that high price tag is also due to requiring much
               | better controls on material to prevent supply chain
               | attacks ala getting beepers with explosives in the hands
               | of all your leadership
        
               | cogman10 wrote:
               | All the more reason to bring such initiatives inhouse and
               | not outsource them.
               | 
               | You can hope that a defense company is doing the right
               | things in terms of supply chain attacks, but that's a
               | pretty lucrative corner to cut. They'd not even need to
               | cut it all the time to reap benefits.
               | 
               | The only other alternative is frequent audits of the
               | defense company which is expensive and wouldn't
               | necessarily solve the problem.
        
           | BurningFrog wrote:
           | R&D results should be buried under a crystal obelisk at the
           | bottom of the ocean, to warn to future generations.
        
           | worldsayshi wrote:
           | > What is the alternative?
           | 
           | Reasonably there should be a two way exchange? It might be
           | okay for companies to piggyback on research funds if that
           | also means that more research insight enters public
           | knowledge.
        
             | rapind wrote:
             | I'd be happy if they just paid their fair share of tax and
             | stopped acting like they were self-made when they really
             | just piggybacked on public funds and research.
             | 
             | There's zero acknowledgment or appreciation of public infra
             | and research.
        
         | monkeyelite wrote:
         | > research labs may become wholly dependent on companies
         | 
         | They already are. Who provides their computers and operating
         | systems? Who provides their HR software? Who provides their
         | expensive lab equipment?
         | 
         | Companies are not in some separate realm. They are how our
         | society produces goods and services, including the most
         | essential ones.
        
         | shagie wrote:
         | The point of https://www.nrel.gov/index is to research how to
         | do renewable energy. Likewise, the research done by
         | https://www.nrel.gov/hpc/about-hpc and its data center
         | https://www.nrel.gov/computational-science/hpc-data-center is
         | to pioneer ways to reuse its waste heat (and better cool
         | existing data centers).
         | 
         | I'm kind of disappointed that their dashboard has been moved or
         | offline or something for the past few years.
         | https://b2510207.smushcdn.com/2510207/wp-content/uploads/202...
         | is what it used to look like.
        
       | tantalor wrote:
       | I was a bit puzzled what "1663" is. Here's what I found:
       | 
       | > The Lab's science and technology digital magazine presents the
       | most significant research initiatives and accomplishments from
       | national-security-related programs as well as projects that
       | advance the frontiers of basic science. Our name is an homage to
       | the Lab's historic role in the nation's service: During World War
       | II, all that the outside world knew of the top-secret laboratory
       | was the mailing address - P.O. Box 1663, Santa Fe, New Mexico.
       | 
       | https://researchlibrary.lanl.gov/about-the-library/publicati...
        
       | zkmon wrote:
       | I like how he says that AI is a general-purpose technology like
       | electricity.
        
       | newfocogi wrote:
       | Another recent AI article out of LANL:
       | https://www.lanl.gov/media/publications/1663/1269-earl-lawre...
       | 
       | And discussed on HN:
       | https://news.ycombinator.com/item?id=43765207
       | 
       | This does feel like a step change in the rate at which modern AI
       | technologies and programs are being pushed out in their PR.
        
       | stonogo wrote:
       | The actual reason is "because they're being told to." Before
       | that, there was a massive public-cloud push DOE-wide. Nobody
       | outside of ASCR is interested in computing, and there's a lot of
       | money to be made if you can snag an eternal rent check for
       | hosting federal infrastructure.
        
       | senderista wrote:
       | Clearly AI is worthy of public investment, but given the capture
       | of this administration by tech interests, how can we be sure that
       | public AI funding isn't just handouts to the president's cronies?
        
         | conradev wrote:
         | The DOE has been building supercomputers for a while now:
         | https://en.m.wikipedia.org/wiki/Oak_Ridge_Leadership_Computi...
        
           | godelski wrote:
           | Even more importantly, they are GPU based. The US has 3
           | exascale computers (out of 3 in the world). I should stress
           | that these measurements are based on LINPACK, and are at fp64
           | precision. This is quite a different measurement than others
           | might be thinking of with recent announcements in AI (which
           | are fp8)
           | 
           | https://www.top500.org/lists/top500/2024/11/
        
         | candiddevmike wrote:
         | How about we fix global warming and switch 100% to clean
         | energy, and then invest in AI?
        
           | ben_w wrote:
           | To the extent that further improvements to AI remain
           | economically useful, "let's do these other things first"
           | means your economy trails behind those of whoever did work on
           | the AI.
           | 
           | To the extent that further improvements to AI are either
           | snake oil or just hard to monopolise on, doing everything
           | else first is of course the best idea.
           | 
           | Even though I'm more on the side of finding these things
           | impressive, it's not at all clear to me that the people
           | funding their development will be able to monopolise the
           | return on the investment -
           | https://en.wikipedia.org/wiki/Egg_of_Columbus etc.
           | 
           | Also: the way the biggest enthusiasts are talking about the
           | sectoral growth and corresponding electrical power
           | requirements... well, I agree with the maths for the power if
           | I assume the growth, but they're economically unrealistic on
           | the timescales they talk about, and that's despite that
           | renewables are the fastest %-per-year-growth power sector and
           | could plausibly double global electrical production by the
           | early 2030s.
        
             | ngangaga wrote:
             | Well yes, nationalism will be the dagger in the heart of
             | humanity. But AI won't do anything to address this; in
             | fact, leaning into the concept of competing rather than
             | cooperating economies will accelerate pushing the dagger
             | in.
        
             | haswell wrote:
             | > _To the extent that further improvements to AI remain
             | economically useful, "let's do these other things first"
             | means your economy trails behind those of whoever did work
             | on the AI._
             | 
             | The major question is: at what point will unaddressed
             | climate change nullify these economic gains and make the
             | fact that anyone worried about them feel silly in
             | retrospect?
             | 
             | Or put another way, will we even have the chance
             | collectively enjoy the benefits of that work?
        
           | 85392_school wrote:
           | You'd probably meet the talking point that if we don't
           | accelerate AI development China will win.
        
           | bcoates wrote:
           | 1. Build atomic power plants sufficient to supply electricity
           | needs for projected future AI megaprojects
           | 
           | 2. Inevitable AI winter
           | 
           | 3. Keep running the plants, clean energy achieved, stop
           | burning coal, global warming solved
        
           | godelski wrote:
           | This isn't an "either or" situation. You can do both.
           | 
           | The absolute dollar value might seem high, because we're
           | working with the budget of not just a country but the
           | wealthiest country, but as a percentage it is quite low. You
           | can certainly pull funds from other areas too, like the
           | military, which also greatly benefit from such research
           | endeavors.
           | 
           | Even if these were exclusively non-weapons and non-military
           | based technologies being developed it'd be naive to not
           | recognize that the best military defense is to stop a war
           | before it happens. That comes through many avenues, but
           | notably the development of new technologies, especially those
           | that benefit people as a whole (e.g. medicine or see the
           | Taiwan strategy). But even then, it would also be naive to
           | think that the same technology couldn't be adapted to
           | military uses. Anything can be a weapon if you use it wrong
           | enough.
           | 
           | But note that we're also seeing a reduction in federal
           | research funding. We're also seeing less fundamental research
           | and these types of problems need a strong pipeline through
           | the classic TRL scale[0]. I think you'll find some of that
           | discussion over in yesterday's thread about Bell Labs. The
           | pipeline doesn't work if you don't take risks and are
           | rushing. You need a fire under your ass but too hot and you
           | get burned. It's easy to be myopic in today's settings, and
           | that's not a great idea for an organization who needs to have
           | an outlook in terms of decades and centuries (i.e.
           | government) as opposed to the next election cycle or next
           | quarterly earnings report.
           | 
           | Mind you, we've done these things before. Both the Space Race
           | and Manhattan Project. At the height of the Space Race NASA's
           | budget was over 4.41% of the federal budget[2]. I'm not sure
           | what percent the Manhattan Project's budget was, but it is
           | very clear that this is _A LOT_ cheaper than what actual war
           | costs[3]. We 're talking about less than a month of war
           | costs. Remember, we spent over a $750bn over in Iraq[4]. The
           | question is not if we have the money, but what we want to
           | spend it on. Personally I'd rather stuff like this than
           | bombing people. Frankly, you can eat the cake too, as it
           | makes it cheaper to bomb people as well...
           | 
           | [0] https://en.wikipedia.org/wiki/Technology_readiness_level
           | 
           | [1] https://news.ycombinator.com/item?id=43957010
           | 
           | [2] https://en.wikipedia.org/wiki/Budget_of_NASA
           | 
           | [3] https://en.wikipedia.org/wiki/Manhattan_Project#Cost
           | 
           | [4]
           | https://en.wikipedia.org/wiki/Financial_cost_of_the_Iraq_War
        
             | neves wrote:
             | What's the Taiwan strategy?
        
               | godelski wrote:
               | https://www.tsmc.com/
        
           | babyent wrote:
           | I think climate change is legit. But I also think that a lot
           | of it is just a mechanism to knee cap other countries from
           | progressing. I don't mind, because it keeps us at the top.
        
           | dale_glass wrote:
           | Who "we"?
           | 
           | The people qualified to fix global warming aren't the same
           | people qualified to work on ML.
        
             | XorNot wrote:
             | Don't you know? Humanity can only solve one problem at a
             | time in order of importance.
             | 
             | And it's corollary: something being in the news or social
             | media means everyone else has stopped working on other
             | problems and is now solely working on whatever that
             | headline's words say.
        
           | whatever1 wrote:
           | This is the plan. Build all the clean infrastructure with the
           | fake promise of AI and once the bubble bursts, boom. We have
           | spare clean capacity for everyone.
        
         | giardini wrote:
         | LLMs seem to be plateauing. I'd rather let the markets chase
         | AI.
        
       | quakeguy wrote:
       | They should invest in natural intelligence first.
        
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