[HN Gopher] Using ChatGPT is not bad for the environment
       ___________________________________________________________________
        
       Using ChatGPT is not bad for the environment
        
       Author : returningfory2
       Score  : 212 points
       Date   : 2025-01-18 04:31 UTC (18 hours ago)
        
 (HTM) web link (andymasley.substack.com)
 (TXT) w3m dump (andymasley.substack.com)
        
       | changoplatanero wrote:
       | If you use chatgpt somehow saves you from making one trip to the
       | doctor in your car it can offset the entire year worth of chatgpt
       | usage in terms of co2 impact.
        
         | yapyap wrote:
         | if your use of chatgpt saves you from a trip to the doctor I
         | would be very concerned
        
           | ekianjo wrote:
           | Most doctor visits are for benign matters...
        
             | BobaFloutist wrote:
             | The point of the doctorate is for them to make that
             | determination.
        
               | gertlex wrote:
               | More constructively, the middle ground of asking a doctor
               | about some minor symptoms over async messaging or tele-
               | appointments (whatever the term for those is), is
               | probably always something to consider for the trivial
               | stuff.
        
               | elevaet wrote:
               | My partner works in emergency. Someone came in with a
               | blister on their finger yesterday. They had to see the
               | patient and send them home with a bandaid. Not a good use
               | of resources.
        
               | ekianjo wrote:
               | There is no need to nitpick obvious comments. If you have
               | a running nose and fever in winter, it's 99.99% a cold
               | and a doctor visit will do nothing to help you, yet
               | millions of people waste doctors time for that
        
               | realusername wrote:
               | Yes and no, you really don't need a deep expertise to
               | diagnose the very common illness.
               | 
               | And that's where chatgpt is doing great.
        
           | kaonwarb wrote:
           | Early days, but not as crazy as it sounds: https://jamanetwor
           | k.com/journals/jamanetworkopen/fullarticle...
           | 
           | "The LLM alone scored 16 percentage points (95% CI, 2-30
           | percentage points; P = .03) higher than the conventional
           | resources group."
        
             | asmor wrote:
             | Would be much more interesting if this ranked based on
             | severity of misdiagnosis. An LLM that is 50% better at
             | diagnosing a common cold but missed sepsis 10% more often
             | would not be an overall improvement.
        
           | dragonwriter wrote:
           | ChatGPT is probably adequate to provide a slightly more user-
           | friendly but also slight-less-reliable replacement for a
           | reliable consumer-oriented medical reference book or website
           | for the task of determining whether self-care without seeing
           | a doctor or seeing a doctor is appropriate for symptoms not
           | obviously posing an immediate emergency.
        
         | croes wrote:
         | If ChatGPT somehow makes you eat more burgers it could make it
         | makes water consumption worse.
        
       | zdragnar wrote:
       | The title does not match the content.
       | 
       | A more appropriate title is "Emissions caused by chatgpt use are
       | not significant in comparison to everything else."
       | 
       | But, given that title, it becomes somewhat obvious that the
       | article itself doesn't need to exist.
        
         | jonas21 wrote:
         | > _given that title, it becomes somewhat obvious that the
         | article itself doesn 't need to exist._
         | 
         | Why? I regularly hear people trying to argue that LLMs are an
         | environmental distaster.
        
           | _ache_ wrote:
           | Because LLMs are an environmental disaster.
           | 
           | It's not about any individual usage. It's the global
           | technology that is yet to prove to be useful and that already
           | have bad for the environment.
           | 
           | Any new usage should be free of impact on the environment.
           | 
           | (Note: The technology of LLM itself is not an environmental
           | disaster, but how it is put in use currently isn't the way).
        
             | satvikpendem wrote:
             | > _It 's the global technology that is yet to prove to be
             | useful_
             | 
             | Useful for whom, by what definition? I personally find it
             | very useful for my day to day work, whether it be helping
             | me write code, think through ideas, or otherwise.
        
               | _ache_ wrote:
               | I don't want to be rude but I don't think that your
               | personal experience is of any interest. The only question
               | is "are LLM relevant ?"
               | 
               | And the only way to assert that they are is to get
               | numbers (big or small) and to compare them to
               | alternatives.
        
               | satvikpendem wrote:
               | > I don't think that your personal experience is of any
               | interest
               | 
               | But you didn't specify what you meant by "useful," hence
               | why I asked the question I did. So under such ambiguity,
               | my assertion is absolutely a counterpoint to what you
               | just said. I will ask again, useful for whom, by what
               | definition?
        
               | _ache_ wrote:
               | Oh! Good point, we may not have the same definition of
               | usefulness.
               | 
               | By useful I mean, to the world. That it affect the world
               | in a good way. Maybe it's not the best technology to do
               | something but replace the best way in an CO2 effective
               | way. Maybe it is not a clean technology but increase
               | overall fairness.
               | 
               | I don't know, but it had to have a good income to the
               | world in a way.
        
             | c0redump wrote:
             | > yet to prove to be useful
             | 
             | I don't understand this perspective. It should be
             | abundantly clear at this point that these systems are quite
             | useful for a variety of applications.
             | 
             | Do they have problems? Sure. Do the AI boosters who
             | breathlessly claim that the models are super intelligent
             | make me cringe? Sure.
             | 
             | But saying that they're not useful is just downright crazy.
        
               | _ache_ wrote:
               | > I don't understand this perspective. It should be
               | abundantly clear at this point that these systems are
               | quite useful for a variety of applications.
               | 
               | LLM are polyvalent. But in most of the tasks they are not
               | the most efficient way to do the task.
               | 
               | Want to play chess ? Use Stockfish or Leela. Want to do
               | image recognition ? SAM or TinyViT like models. Want to
               | know if your are sick ? Go to the doctor or at least do a
               | search on the web.
               | 
               | Yes, there is tasks where LLM are perfect for (speech
               | analysis/classification for example). But omnipotent
               | chatbot isn't one for example.
               | 
               | If there were a revolutionary use, we would have a
               | productivity boom. We don't. This article is from 2021:
               | https://www.technologyreview.com/2021/06/10/1026008/the-
               | comi...
        
               | satvikpendem wrote:
               | > _If there were a revolutionary use, we would have a
               | productivity boom. We don 't._
               | 
               | What evidence do you have for this assertion? It seems
               | like you are asserting something as fact when in reality
               | it's your own personal opinion, yet ironically you are
               | dismissing everyone else's personal experiences as mere
               | opinion too.
        
               | _ache_ wrote:
               | > What evidence do you have for this assertion?
               | 
               | No predicted productivity boom (check last US data), no
               | GDP boost yet (again last data). Even LLM enthusiast like
               | McKinsey or Goldmansachs expect nothing before 2027.
               | 
               | And it's not about LLM, it's about the whole AI progress.
               | That is, obviously, a revolution.
               | 
               | https://www.goldmansachs.com/insights/articles/ai-may-
               | start-...
               | 
               | But just to be clear. I'm denying something said to be
               | obvious. I should not be the one who give sources about
               | something that doesn't exist. If there is a productivity
               | boom, I may not have seen it. Show it to me.
        
         | simonw wrote:
         | The article needs to exist because the idea that ChatGPT usage
         | is environmentally disastrous really has started to make its
         | way into the human hive mind.
         | 
         | I'm glad someone is trying to push back against that - I see it
         | every day.
        
         | 9rx wrote:
         | _> "Emissions caused by chatgpt use are not significant in
         | comparison to everything else."_
         | 
         | Emissions _directly_ caused by Average Joe using ChatGPT is not
         | significant compared to everything else. 50,000 questions is a
         | lot for an individual using ChatGPT casually, but nothing for
         | the businesses using ChatGPT to crunch data. 50,000
         | "questions" will be lucky to get you through the hour.
         | 
         | Those businesses aren't crunching data just for the sake of it.
         | They are doing so ultimately because that very same
         | aforementioned Average Joe is going to buy something that was
         | produced out of that data crunching. It is the indirect use
         | that raises the "ChatGPT is bad for the environment" alarm. At
         | very least, we at least don't have a good handle on what the
         | actual scale is. How many indirect "questions" am I asking
         | ChatGPT daily?
        
         | deepsun wrote:
         | Learning a new model (like GPT-4) is way more costly than
         | running it.
        
       | hexage1814 wrote:
       | To me the "ChatGPT is destroying the environment "card always
       | felt somewhat like bad faith arguing from the anti-AI crowd
       | trying to find any excuse for being against AI. Like, the same
       | people who complained about "using AI is destroying environment"
       | seemed to have no issue with boarding a plane which would emit a
       | bunch of CO2 so that they can have a vacation in Europe or the
       | like. Selective environmentalism.
        
         | minimaxir wrote:
         | It's less bad faith, more a meme that has become so prevalent
         | that it's impossible to dispell as it's something too nuanced
         | for social media. I've seen more than a few social media posts
         | asking "do they really cut down a rainforest every time someone
         | generates an AI image?"
        
           | rainonmoon wrote:
           | I mean we can go back and forth all day with credulous clowns
           | on both sides. There are certainly plenty of misguided AI
           | advocates who think what they're using is magic.
        
         | noirbot wrote:
         | I mean, it's a literal net new expenditure of power and water.
         | I also deeply doubt they have "no issue" with plane travel.
         | You're just assuming the worst and most hypocritical position
         | to someone, which seems deeply bad faith as well.
         | 
         | It's literally true that most of the AI vendors and their data
         | center partners are writing off energy and water conservation
         | targets they'd had for the near future because of LLM money.
         | That is _actually bad_ in the short and likely long term,
         | especially as people use LLMs for increasingly frivolous
         | things. Is it really necessary to have an LLM essentially do a
         | "I'm Feeling Lucky" Google Search for you at some multiple of
         | that environmental cost? Because that's what most of my friends
         | and coworkers use ChatGPT for. Very rarely are they using it to
         | get anything more complex than just searching wikipedia or
         | documentation you could have had bookmarked.
         | 
         | A person has a choice of if they take a flight and if it's
         | worth it for them. They have no power except for raising a
         | complaint in public on if OpenAI or Google or whoever spends
         | vast amounts of money and power to train some new model. If
         | your bar is that no one is allowed to complain about a company
         | burning energy unless they live a totally blameless life
         | farming their own food without electricity then random
         | companies will get to do any destructive act they want.
        
         | drawfloat wrote:
         | Who is this person you're constructing? Being concerned about
         | plane emissions and travel is an incredibly common thing and
         | people are adjusting their lifestyles accordingly - lots of
         | overnight sleeper train lines are reopening due to demand.
        
         | croes wrote:
         | You are talking about hypocrites.
         | 
         | What about the people who take the protection of the
         | environment seriously?
         | 
         | They got now a setback because not only didn't we reach our
         | previous goals on lowering energy consumption but know we put
         | new consumption on top of that. Just because the existing one
         | ate worse doesn't make it good.
         | 
         | There is a reason why MS missed its CO2 targets and why
         | everyone is kn search for more energy sources.
         | 
         | They all create more CO2.
        
       | DeepYogurt wrote:
       | I mean.... doing most things are bad for the environment. Do less
       | of everything that you don't need to.
        
       | maeil wrote:
       | The section on training feels weak, and that's what the
       | discussion is mainly about.
       | 
       | Many companies are now trying to train models as big as GPT-4.
       | OpenAI is training models that may well be even much larger than
       | GPT-4 (o1 and o3). Framing it as a one-time cost doesn't seem
       | accurate - it doesn't look like the big companies will stop
       | training new ones any time soon, they'll keep doing it. So one
       | model might only be used half a year. And many models may not end
       | up used at all. This might stop at some point, but that's
       | hypothetical.
        
         | devmor wrote:
         | I am sure that's intentional, because this article is the same
         | thing we see from e/acc personalities any time the
         | environmental impact is brought up.
         | 
         | Deflection away from what actually uses power and pretending
         | the entire system is just an API like anything else.
        
         | blharr wrote:
         | It briefly touches on training, but uses a seemingly misleading
         | statistic that comes from (in reference to GPT-4) extremely
         | smaller models.
         | 
         | This article [1] says that _300_ [round-trip] flights are
         | similar to training one AI model. Its reference of an AI model
         | is a study done on 5-year-old models like BERT (110M
         | parameters), Transformer (213M parameters), and GPT-2.
         | Considering that models today may be more than a thousand times
         | larger, this is an incredulous comparison.
         | 
         | Similar to the logic of "1 mile versus 60 miles in a massive
         | cruise ship"... the article seems to be ironically making a
         | very similar mistake.
         | 
         | [1] https://icecat.com/blog/is-ai-truly-a-sustainable-
         | choice/#:~....
        
           | mmoskal wrote:
           | 737-800 burns about 3t of fuel per hour. NYC-SFO is about 6h,
           | so 18t of fuel. Jet fuel energy density is 43MJ/kg, so 774000
           | MJ per flight, which is 215 MWh. Assuming the 60 GWh figure
           | is true (seems widely cited on the internets), it comes down
           | to 279 one-way flights.
        
             | blharr wrote:
             | Thanks, I missed that 60 GWh figure. I got confused because
             | the quotes around the statement, so I looked it up and
             | couldn't find a quote. I realize now that he's quoting
             | himself making that statement (and it's quite accurate)
             | 
             | I am surprised that, somehow, the statistic didn't change
             | from GPT-2-era to GPT-4. Did GPUs really get that much more
             | efficient? Or that study must have some problems
        
       | getwiththeprog wrote:
       | This is a great article for discussion. However articles like
       | this must link to references. It is one thing to assert, another
       | to prove. I do agree that heating/cooling, car and transport use,
       | and diet play massive roles in climate change that should not be
       | subsumed by other debates.
       | 
       | The flip side to the authors argument is that LLMs are not only
       | used by home users doing 20 searches a day. Governments and Mega-
       | Corporations are chewing through GPU hours on god-knows-what. New
       | nuclear and other power facilities are being proposed to power
       | their use, this is not insignificant. Schneider Electric predicts
       | 93 GW of energy spent on AI by 2028.
       | https://www.powerelectronicsnews.com/schneider-electric-pred...
        
         | BeetleB wrote:
         | > Governments and Mega-Corporations are chewing through GPU
         | hours on god-knows-what.
         | 
         | The "I don't know so it must be huge" argument?
        
           | dwattttt wrote:
           | Not knowing what it's being spent on is separate to knowing
           | whether it's being spent
        
             | chefandy wrote:
             | I'm not an expert, but I've seen multiple reports that
             | predict very large increases in electricity demand.
             | 
             | https://www.goldmansachs.com/insights/articles/AI-poised-
             | to-...
        
         | simonw wrote:
         | The question this is addressing concerns personal use. Is it
         | ethical to use ChatGPT on a personal basis? A surprising number
         | of people will say that it isn't because of the energy and
         | water usage of those prompts.
        
           | strogonoff wrote:
           | I would be surprised if many people said it is unethical to
           | use LLMs like ChatGPT for environmental reasons, as opposed
           | to ethical principles such as encouraging unfair use of IP
           | and copyright violation.
           | 
           | Still, LLM queries are not made equal. The environmental
           | justification does not take into account for models querying
           | other services, like the famous case where a single ChatGPT
           | query resulted in thousands of HTTP requests.
        
             | simonw wrote:
             | I see people complaining that ChatGPT usage is unethical
             | for environmental reasons all the time. Here's just the
             | first example I found from a Bluesky search (this one
             | focuses on water usage): https://bsky.app/profile/theferoci
             | ty.bsky.social/post/3lfckq...
             | 
             | "the famous case where a single ChatGPT query resulted in
             | thousands of HTTP requests"
             | 
             | Can you provide more information about that? I don't
             | remember gearing about that one - was it a case of someone
             | using ChatGPT to write code and not reviewing the result?
        
               | strogonoff wrote:
               | > Can you provide more information about that?
               | 
               | Sure, I looked it up and it was a security advisory:
               | https://github.com/bf/security-
               | advisories/blob/main/2025-01-...
               | 
               | I don't have the time to re-read it now so if I am
               | misremembering and it is a training-time effect rather
               | than query-time effect then my bad, though the point
               | largely stands.
        
               | jazzyjackson wrote:
               | Bluesky is a special place, I am not surprised you will
               | bump into the sort of activists who will critique every
               | bucket of water that go into making a hamburger there.
               | For those of us who avoid contact with the axe grinding
               | hoards of short form media, meeting somebody who spends
               | any portion of their day fretting about the water usage
               | of language models is indeed a rarity.
        
               | JimDabell wrote:
               | It's not specific to Bluesky. I've seen it on Threads, X,
               | Facebook, and Reddit. It's a talking point for people who
               | hate AI and they tell anybody who will listen.
        
             | minimaxir wrote:
             | > I would be surprised if many people said it is unethical
             | to use LLMs like ChatGPT for environmental reasons, as
             | opposed to ethical principles such as encouraging unfair
             | use of IP and copyright violation.
             | 
             | Usually they complain about _both_.
        
           | fulafel wrote:
           | I feel it's great that people have gotten invested in energy
           | use this way, even if it's a bit lopsisded. We should use it
           | in a positive way to get public opinion and political overton
           | window behind rapid decarbonization and closure of oil
           | fields.
        
         | jonas21 wrote:
         | > However articles like this must link to references.
         | 
         | There are links to sources for every piece of data in the
         | article.
        
           | blharr wrote:
           | Where?
           | 
           | One of the most crucial points "Training an AI model emits as
           | much as 200 plane flights from New York to San Francisco"
           | 
           | This seems to come from this blog https://icecat.com/blog/is-
           | ai-truly-a-sustainable-choice/#:~....
           | 
           | which refers to this article https://www.technologyreview.com
           | /2019/06/06/239031/training-...
           | 
           | which is talking about models like *GPT-2, BERT, and ELMo* --
           | _5+ year old models_ at this point.
           | 
           | The keystone statement is incredibly vague, and likely
           | misleading. What is "an AI model"? From what I found, this is
           | referring to GPT-2,
        
             | KTibow wrote:
             | If I understand TFA correctly that's a claim it's covering
             | and arguing against, not arguing for.
        
               | blharr wrote:
               | By TFA do you mean the author of the article? It seems to
               | be using an outdated [and incorrect] claim (as far as I
               | know, GPT-4 has no note of taking 200 flights of energy
               | to train), arguing against it saying that those numbers
               | are especially small, when they are potentially
               | significantly larger.
        
             | mmoskal wrote:
             | I assume this comes from the 60GWh figure, which does
             | translate to about 200 flights (assuming energy density of
             | gasoline; in actual CO2 emissions it was probably less
             | since likely cleaner energy was used than for running
             | planes).
        
             | moozilla wrote:
             | The link the article uses to source the 60 GWh claim (1)
             | appears to be broken, but all of the other sources I found
             | give similar numbers, for example (2) which gives 50 GWh.
             | This is specifically to train GPT-4, GPT-3 was estimated to
             | have taken 1,287 MWh in (3), so the 50 GWh number seems
             | reasonable.
             | 
             | I couldn't find any great sources for the 200 plane flights
             | number (and as you point out the article doesn't source
             | this either), but I asked o1 to crunch the numbers (4) and
             | it came up with a similar figure (50-300 flights depending
             | on the size of the plane). I was curious if the numbers
             | would be different if you considered emissions instead of
             | directly converting jet fuel energy to watt hours, but the
             | end result was basically the same.
             | 
             | [1] https://www.numenta.com/blog/2023/08/10/ai-is-harming-
             | our-pl...
             | 
             | [2] https://www.ri.se/en/news/blog/generative-ai-does-not-
             | run-on...
             | 
             | [3] https://knowledge.wharton.upenn.edu/article/the-hidden-
             | cost-...
             | 
             | [4] https://chatgpt.com/share/678b6178-d0e4-800d-a12b-c319e
             | 324d2...
        
             | gloflo wrote:
             | Just 200 flights? I would expected a number at least 100
             | times that. 200 flights of that range are what, 0.1% of a
             | single day of global air traffic?
             | 
             | All of that is crazy in terms of environmental destruction
             | but this makes AI training seem nothing to focus on to me.
        
             | andymasley wrote:
             | I'm the author, the 200 flights number is taken from posts
             | made by environmentalists and seem to match public numbers
             | given (about 50 GWh)
             | https://www.forbes.com/sites/arielcohen/2024/05/23/ai-is-
             | pus....
             | 
             | If you think the numbers I used are wildly off I'd really
             | appreciate any source saying so and I'll update the post
             | with the correct amounts.
        
       | feverzsj wrote:
       | Yeah, there are lots of things worse than LLMs. But, at least,
       | they are useful and profitable.
        
       | blkhawk wrote:
       | what does "water used by data center" even mean? Does it consume
       | the water somehow? What does it turn into? Steam? So uploading a
       | 1GB file boils away nearly 1 liter of water? Or is it turned into
       | bits somehow in some kind of mass to energy conversion? I sorta
       | doubt that. Also this means data centers would have cooling
       | towers like some power stations. Are we talking about the cooling
       | towers of power stations?
       | 
       | I think at least that graph is complete non-sense. I will try and
       | have chatGPT explain it to me.
        
         | stonogo wrote:
         | Yes, datacenters have cooling towers. There are lots of good
         | articles about this topic. A good starting point is "water
         | usage effectiveness" (WUE) which is one way this is tracked.
        
           | blkhawk wrote:
           | The one near here just has heat exchanges. But even if all
           | the others use evaporators then potential water usage is
           | extremely misleading because its not like the water is
           | consumed - its just temporarily unavailable.
           | 
           | Also why doesn't uploading a 1GB file to my NAS boil a liter
           | of water? are maybe all the switches and routers used between
           | me and the datacenter water-cooled? I mean I can see such
           | switches existing but I don't see them be the norm. Why
           | doesn't the DSLAM on the Street outside emit steam. Is there
           | maybe one bad switch somewhere that just spews steam?
           | 
           | What I am saying is that at least that graph is without
           | further explanation... bad.
        
             | dragonwriter wrote:
             | > The one near here just has heat exchanges. But even if
             | all the others use evaporators then potential water usage
             | is extremely misleading because its not like the water is
             | consumed
             | 
             | Water consumption in all contexts is mostly fresh water
             | returned from immediately usable form to either evaporation
             | or the ocean. It is not "extremely misleading", because
             | when it returns to immediately usable form by, e.g.,
             | precipitation, that's when new water is considered to be
             | made available. The normal definitions are internally
             | consistent and useful.
        
               | blkhawk wrote:
               | I did a bit of research and even water just "involved" in
               | the process is counted as used in this context. For
               | instance river water that is used for cooling and
               | returned is counted.
               | 
               | I think these sort of graphs are simply misleading and
               | should not be used.
        
               | Forbo wrote:
               | Is that actually a common configuration? I could find
               | very little on data centers being cooler by river water,
               | and the few I found sounded like they were doing
               | something novel.
        
         | dragonwriter wrote:
         | > what does "water used by data center" even mean?
         | 
         | This doesn't clarify what exactly it includes, but there are
         | two main things that generally are included:
         | 
         | (1) _Direct_ water use for cooling, (which, yes, ends up as
         | steam rom cooling towers), and
         | 
         | (2) Water used in generating electricity consumed by data
         | centers, which, yeah, is again evaporated in cooling towers.
        
         | quickthrowman wrote:
         | > what does "water used by data center" even mean?
         | 
         | It's referring to water lost to evaporation in evaporative
         | cooling towers, both at the data center and at the power
         | generating plant.
        
       | yapyap wrote:
       | Such a stupid post, I know people on HN don't like absolute
       | descriptors like that and sorry for that.
       | 
       | Obviously the LLMs and ChatGPT don't use the most energy when
       | answering your question, they churn through insane amounts of
       | water and energy when training them, so much so that big tech
       | companies do not disclose and try to obscure those amounts as
       | much as possible.
       | 
       | You aren't destroying the environment by using it RIGHT NOW, but
       | you are telling the corresponding company that owns the LLM you
       | use "there is interest in this product", en masse. With these
       | interest indicators they will plan for the future and plan for
       | even more environmental destruction.
        
         | jna_sh wrote:
         | Similar feelings about the repeated references to the
         | apparently agreed consensus that individual action is pointless
         | vs systematic change like switching to a renewable energy
         | system. Jevons Paradox would like a word.
        
         | simonw wrote:
         | Plenty of companies have revealed exactly how much energy and
         | CO2 they have used training a model. Just off the top of my
         | head, I've seen those numbers are available for Meta's Llama
         | models, Microsoft's Phi series and DeepSeek's models -
         | including their impressive DeepSeek v3 which trained for less
         | than $6m in cost - a huge reduction compared to other similar
         | models, and a useful illustration of how much more effect this
         | stuff can get on the training side of things.
        
         | monero-xmr wrote:
         | I don't care about energy usage. How exhausting it must be to
         | be a climate hysterical person and try to factor the climate
         | cost of every single action you take in life.
         | 
         | Charge the consumer of energy the requisite price. If you want
         | to make them pay for some externality, great. But I refuse to
         | worry and be burdened by anxiety over every single unit of
         | electricity consumed. Such a tiring, bullshit part of life the
         | progressives have foisted on elites. And it is elites only as
         | poors don't give a shit
        
           | ben_w wrote:
           | > Charge the consumer of energy the requisite price. If you
           | want to make them pay for some externality, great.
           | 
           | > And it is elites only as poors don't give a shit
           | 
           | The poor people are also consumers; raising prices of energy
           | for that group is a fantastic way to get kicked out of office
           | even if you're an actual literal dictator.
           | 
           | People are complex.
           | 
           | The screeds you're objecting to are part of the political
           | process to tell governments to do something, even if that
           | something ends up being a mix of what you suggest plus
           | subsidies for the poor, or something completely different, in
           | any case to avoid being defenestrated
        
         | nick__m wrote:
         | It's not like they are mixing that water with oil and pumping
         | into the aquifer. Water evaporate, turn into clouds, that
         | precipitate into rain that fall on the ground and water bodies,
         | where it can be used again. So what's the problem, with
         | datacenter water usage? Has the water cycle has stopped and I
         | was not informed?
        
           | ternnoburn wrote:
           | Fresh water is finite. Infinite in reuse, but we can only
           | take so much from a river before that river ceases to be. If
           | you have a megabit connection, it doesn't matter that your
           | cloud backups have infinite storage, you are limited by
           | bandwidth.
           | 
           | Water vapor stays aloft for wild, so there's no guarantee it
           | enters the same watershed it was drawn from.
           | 
           | It's also a powerful greenhouse gas, so even though it's
           | removed quickly, raising the rate we produce it results in
           | more insulation.
           | 
           | It's not a finite resource, we need to be judicious and wise
           | in how we allocate it.
        
         | fulafel wrote:
         | Anyone care to have a go at back of the envelope number for
         | training energy use amortized per query for ChatGPT's models?
         | Is the training or the inference going to dominate?
        
       | pixelesque wrote:
       | Sort of off-topic, but it does make one think about usage of
       | compute (and the backing energy / resources required for that)...
       | 
       | i.e. it doesn't seem too much of an exaggeration to say that we
       | might be getting closer and closer to a situation where LLMs (or
       | any other ML inference) is being run so much for so many
       | different reasons / requests, that the usage does become
       | significant in the future.
       | 
       | Similarly, going into detail on what the compute is being used
       | for: i.e. no doubt there are situations currently going on where
       | Person A uses a LLM to expand something like "make a long
       | detailed report about our sales figures", which produces a 20
       | page report and delivers it to Person B. Person B then says "I
       | haven't time to read all this, LLM please summarise it for me".
       | 
       | So you'd basically have LLM inference compute being used as a
       | very inefficient method of data/request transfer, with the sender
       | expanding a short amount of information to deliver to the
       | recipient, and then the said recipient using an LLM on the other
       | side to reduce it back again to something more manage-able.
        
         | lioeters wrote:
         | That sounds like the opposite of data compression (inflation?)
         | where the data size is increased before sending, then on
         | receiving it is compressed back to a smaller form.
        
           | WD-42 wrote:
           | Lossy data inflation.
        
       | iTokio wrote:
       | > It is extremely bad to distract the climate movement with
       | debates about inconsequential levels of emission
       | 
       | This. So we should focus on optimizing transport, heating, energy
       | and food.
        
       | mossTechnician wrote:
       | It's discomforting to me when people compare resource usage of
       | ChatGPT, a computer, to the resource usage of a human being.
       | 
       | I've seen charts like this before that compare resource usage of
       | people to corporations, implying corporations are the bigger
       | problem. The implication here seems to be the opposite, and that
       | tone feels just a little eugenicist.
        
       | Liquix wrote:
       | ~90% of the plastic debris in the ocean comes from ten rivers
       | [0]. eight are in china/SEA. millions and billions of single-use
       | items are sitting in warehouses and on store shelves wrapped in
       | plastic. even before the plastic is discarded, the factories
       | these items are produced in dump metric tons of waste into the
       | oceans/soil with little repercussion.
       | 
       | point is, none of our "personal lifestyle decisions" - not eating
       | meat, not mining bitcoin, not using chatgpt, not driving cars -
       | are a drop in the bucket compared to standard practice overseas
       | manufacturing.
       | 
       | us privileged folks could "just boycott", "buy renewable", "vote
       | with your wallet", etc, but sales will move to a less developed
       | area and the pollution will continue. this is not to say that the
       | environment isn't important - it's critically important. it's
       | just to say that until corporations are forced to do things the
       | right way, it's ludicrous to point fingers at each other and
       | worry that what we do day-to-day is destroying the planet.
       | 
       | [0] https://pubs.acs.org/doi/10.1021/acs.est.7b02368
        
         | saagarjha wrote:
         | That's definitely not true. Let's take Americans, for example,
         | driving their cars to work. Americans are about 15% of the
         | world's emissions, of which 25% or so is transportation, of
         | which well over half is cars. So you not driving to work is
         | making direct impact on 2-3% of the world's overall emissions.
         | Likewise, your decisions on all the other things, if taken in
         | aggregate, will have a significant impact on overall emissions.
        
           | irishloop wrote:
           | Meat and dairy specifically accounts for around 14.5% of
           | global greenhouse gas emissions, according to the UN's Food
           | and Agricultural Organization (FAO).
           | 
           | If people collectively just ate a bit less meat and dairy, it
           | would go a long way. Don't even have to be perfect. Just show
           | a little bit of restraint.
        
             | throwaway314155 wrote:
             | Right just a little bit of restraint. On an unprecedented
             | scale of coordination by hundreds of millions to billions
             | of people - a scale of cooperation that has probably never
             | occurred in human history (and there's no reason to believe
             | it will any time soon).
             | 
             | But sure, if people "just" did a "little", it would go a
             | long way. Just a _little_ restraint from the entire
             | population all at once in perpetuity. No big deal.
        
               | bitwize wrote:
               | You do this through the government. Implement meat
               | rations. Everybody is only allowed so much meat per week.
               | So you have to make it count.
        
               | jchw wrote:
               | I think this might be the first idea I've ever heard that
               | I truly feel will backfire far worse than alcohol
               | prohibition. I almost want to see it happen.
        
               | VSerge wrote:
               | All families can't afford meat daily, let alone any type
               | of meat they want. So, some families might favor chicken
               | and certain processed meats here and there, but most cuts
               | of beef and lamb for example might be out of the
               | question, and so will daily meat consumption. The same
               | applies for dairy, they might afford big blocks of
               | tasteless cheese, but won't touch often cheese with
               | taste, French or otherwise. There is no enforced
               | rationing, but choice is reduced if not removed for a
               | good fraction of the population, purely for economic
               | reasons.
        
               | smcin wrote:
               | The USDA budget totals ~$200bn, of which 70% goes to SNAP
               | (Supplemental Nutrition Assistance Program).
               | 
               | Table FNS-1, p58 https://www.usda.gov/sites/default/files
               | /documents/2023-usda...
        
               | numpad0 wrote:
               | What's missing from this type of discussions is
               | performance quantification and scientific attitude. It
               | assumes solid food is indulgence and ultraprocessed vegan
               | shakes paired with appropriate willpower is all it takes
               | to do anything.
               | 
               | Things just don't work that way. Been there, done that.
               | Willpower does nothing. Extra calories around your berry
               | is extra calories around your berry. It's much more
               | worthwhile to think about reducing GHG emission from
               | farming than deceiving yourself into self-harming and
               | projecting your own doing onto greater society.
        
               | echelon wrote:
               | > Implement meat rations.
               | 
               | I don't think we can ever be friends.
        
               | ido wrote:
               | There's less extreme government action possible: tax meat
               | & dairy higher.
               | 
               | There are already precedents for that, for example here
               | in Germany cigarettes are taxed to about 70% and hard-
               | liquor (altho it's more complicated to calculate as it
               | depends on exact alcohol content) to about 40%.
               | 
               | Meat is only taxed at 7% via VAT (similar to sales tax in
               | the US).
        
               | saagarjha wrote:
               | Vegetarian here. People who eat meat tend to reduce their
               | consumption if you 1. charge them appropriately for it
               | and 2. give them good alternatives. Telling them to not
               | do something usually makes them angry unfortunately.
        
               | maeil wrote:
               | > Telling them to not do something usually makes them
               | angry unfortunately
               | 
               | Then it's up to you to get even angrier.
        
               | saagarjha wrote:
               | Angry people are spiteful. I generally find it a lot more
               | productive to get them to understand why their choices
               | have consequences, how the can (progressively!) fix the
               | problems, and watch things improve from there.
        
               | maeil wrote:
               | Environmentalists and those championing similar causes
               | politically have taken this approach for decades. The
               | result has been a perpetual shift to the right-wing who
               | has no qualms about playing dirty, using fear, anger and
               | other tribal emotions to gain support. Everywhere in the
               | West, authoritarians are seizing power.
               | 
               | Good luck with continuing the virtuous approach while the
               | world goes up in flames. It hasn't worked and has gotten
               | us to where we are right now.
        
               | saagarjha wrote:
               | I think people should be angry about _that_ , yes. I'm
               | not particularly interested in tying eating meat to
               | racism or whatever it takes to make people fearful enough
               | to support you.
        
               | maeil wrote:
               | And this is why everything will keep going up in flames -
               | you're not interested in doing what it has been shown to
               | take to get people to support your cause.
               | 
               | Unfortunately it doesn't matter what we _think_ people
               | should be angry about. FWIW I obviously completely agree
               | with you! People should be angry about those things!
               | Turns out they aren 't. What matters is the reality we
               | live in.
        
               | johnthewise wrote:
               | I'd say accusing people of random stuff(racism,sexism and
               | other isms) have been so overplayed in recent years, not
               | only it doesn't work anymore, it works against you.
        
               | smcin wrote:
               | How effective IYO was Morgan Spurlock (RIP) the activist
               | filmmaker ("Supersize Me", [0]) at trying to educate the
               | general (meat-eating) US public on US meat production,
               | the restaurant industry, nutrition, marketing?
               | 
               | (PS:it's not a dichotomy between strict vegetarianism vs
               | meat 4+ days/wk. Can encourage people to eat healthier
               | and more sustainable.)
               | 
               | [0]: https://www.imdb.com/name/nm1041597/
        
               | saagarjha wrote:
               | I mean I'm not an expert but I think the general
               | sentiment among Americans about meat is "yeah I hear meat
               | production is gross/polluting/inhumane but I like meat
               | and don't want to think about that". Charitably I think
               | we have a lot of things we can care about and most people
               | want to ignore this, plus there's a lot of cultural
               | baggage tied to diet people don't want to leave. I think
               | actual solutions will mostly involve the idea that
               | reduction is good instead of throwing up your hands
               | because you're unable to commit to being vegan, and
               | adding options to people's diet that they actually enjoy.
               | I think we have a very hard time solving "I can't
               | completely solve this and also it requires changes I
               | don't like so doing nothing at all is fine".
        
               | ibejoeb wrote:
               | He didn't try to educate. He sensationalized for profit.
               | Supersize Me was a grift. He drank himself fat and
               | fabricated his numbers.
        
               | smcin wrote:
               | Not by rationing, if you meant the US government: US per-
               | capita consumption of meat is 328 lbs/year [UN FAO].
               | You'd try to reduce the subsidies and incentives for
               | meat/ corn/ soybean production which are baked into the
               | USDA budget ($200bn in 2024), since the 1930s (Great
               | Depression), and more since the 1950s (and related stuff
               | like the marketing tool of the "Food Pyramid"). These
               | will be as politically hard to cancel as defense
               | production or military bases or prisons.
               | 
               | Here's even a 2023 editorial from the Kansas City Star
               | pointing the blame at Big Ag "Corn drives US food policy.
               | But big business, not Midwestern farmers, reaps the
               | reward" [0]:
               | 
               | > _No, corn is not an evil crop, nor are farmers in the
               | Corn Belt shady criminals. However, the devastating
               | effect of corn owes to the industrialization of the plant
               | by a small group of global agribusiness and food
               | conglomerates, which acts as a kind of de facto corn
               | cabal. These massive corporations -- seed companies, crop
               | and meat processors, commodity traders and household food
               | and beverage brands -- all survive on cheap commodity
               | corn, which currently costs about 10 cents a pound.
               | Corn's versatility makes it the perfect crop to "scale"
               | (commoditize, industrialize and financialize)._
               | 
               | A libertarian take is the Cato Institute "Farm Bill Sows
               | Dysfunction for American Agriculture" [1]:
               | 
               | > _The Sprawling Farm Bill:... has its roots in the
               | century-old New Deal and is revised by Congress every
               | five years... "Supplemental Nutrition Assistance Program
               | (SNAP), was added to the Farm Bill in 1973 to ensure
               | support from rural and urban lawmakers, accounts for
               | about three-quarters of the omnibus package. Some
               | lawmakers and pundits have proposed splitting SNAP from
               | the Farm Bill to stop the logrolling and facilitate a
               | clearer debate on farm subsidy programs, which make up
               | the rest of the bill." ...aslo criticizes crop insurance
               | subsidies (which mainly go on the four big crops),
               | Agriculture Risk Coverage (ARC) and Price Loss Coverage
               | (PLC) ("Welfare for Wealthier Farmers"), Crop insurance
               | subsidies (" originally envisioned as a more stable and
               | cost-efficient alternative to ad hoc disaster payments,
               | but they have acted more as a supplement than a
               | replacement--and may have actually increased risks along
               | the way.")_
               | 
               | [0]: https://www.kansascity.com/opinion/readers-
               | opinion/guest-com...
               | 
               | [1]: https://www.cato.org/policy-investigation/farm-bill-
               | sows-dys...
        
               | hgomersall wrote:
               | That's an incredible amount of meat. That's 400g a day
               | per person. I can't even eat that much meat in one go
               | without feeling the meal is seriously unbalanced. Half
               | that is a meat heavy meal for me. So that must mean a
               | significant number people are eating huge amounts of meat
               | for every meal. That or the waste is huge.
        
               | smcin wrote:
               | Yes that stat does make me wonder. Even if 21% of meat is
               | wasted [0]. (Possibly they count "reaches a supermarket
               | shelf" as = "not wasted", even if it isn't ultimately
               | cooked or eaten?). But even then.
               | 
               | ([1], the 2023 study by Tulane University supposedly
               | finding "12% Of Americans 1/2 Of The Nation's Beef: How a
               | mere 12% of Americans eat half the nation's beef,
               | creating significant health and environmental impacts" is
               | a red herring, all it says is that _on any given day_ ,
               | some fraction of meat-eaters exceed portion sizes ("Those
               | 12%--most likely to be men or people between the ages of
               | 50 and 65--eat what researchers called a disproportionate
               | amount of beef on a given day").
               | 
               | [0]: https://ballardbrief.byu.edu/issue-briefs/food-
               | waste-in-the-...
               | 
               | > " _Wasted food ranks as the number one material in US
               | landfills, accounting for 24.1% of all municipal solid
               | waste. Americans waste 21% of meat, 46% of fruit and veg,
               | 35% of seafood, and 17% of dairy products. Altogether,
               | Americans waste between 30% and 40% of the total US food
               | supply. "... "Poor packaging techniques causes 10% of
               | grain products, 5% of seafood, and 4% of meat to be
               | lost."_
               | 
               | [1]: https://www.reddit.com/r/RedditForGrownups/comments/
               | 16cpmni/...
        
               | anonzzzies wrote:
               | People, especially men, get irrationally angry by even
               | the slightest thought of their precious meat being
               | touched (including here on HN; there are more than a few
               | crackpots over here who promote a meat only or even red
               | meat only diet). If there would be a reason to violently
               | overthrow the gov, this would probably be it; not for the
               | things that actually matter to better or save humanity,
               | but to save their daily meat platter.
        
               | jhanschoo wrote:
               | There are mechanisms for such coordination. Diets have
               | shifted around the world to more McD's, more western
               | cuisine. Wild catch changes all the time as we overfish
               | stocks to endangerment.
        
               | sadeshmukh wrote:
               | Always driven by money. McD's is cheaper and easier to
               | mass produce. Wild catch changes when it is no longer
               | economical to fish one kind of fish. There's never an
               | "enlightenment" of people.
        
               | jhanschoo wrote:
               | Internationally in markets undistorted by meat subsidies,
               | plant-based food is cheaper and easier to mass produce...
        
               | RHSeeger wrote:
               | - Ozone
               | 
               | - Efficient Lighting (LEDs now, but others before)
               | 
               | - Santa Claus
               | 
               | There are certainly examples of a large portion of the
               | population of the planet working together towards common
               | goals. A lot of people putting in a little bit of effort
               | _does_ happen, and it _does_ produce results.
        
               | ido wrote:
               | Smoking, drinking - both on the decline for the last
               | decades.
        
               | somenameforme wrote:
               | There was a profit motive in all of those except Santa.
               | For instance until the main players in CFCs (which were
               | the main cause of ozone depletion) were able to invent,
               | patent, and market an alternative to CFCs they
               | successfully lobbied against any change. Then they got a
               | new patent, turned 180 degrees, claiming CFCs were the
               | worst thing to ever exist - and made a ton of money after
               | they were banned. Same thing with stuff like asthma
               | inhalers.
               | 
               | When people _want_ to do something, we 're unstoppable.
               | But unfortunately that means the good and the bad, and
               | right now polluting actions are _incredibly_ beneficial,
               | and the alternatives are mediocre and not only
               | unprofitable, but generally incur a substantial cost.
               | There 's a reason places like the US/Canada/Australia
               | talk a mean game about climate change, yet remain some of
               | the biggest polluters per capita, by far.
        
               | saagarjha wrote:
               | Uh, Santa is the biggest advertising campaign for
               | consumerism the world has ever known
        
               | aziaziazi wrote:
               | I agree with you and that's why I'm believe soy will
               | conquer the humans nutrition sooner or later. It already
               | is the undisputed king of world-scale animal nutrition
               | because it's cheap and super nutritious. The drawbacks in
               | Brasil happens because of its success, replace by another
               | crop and the problems will be even worse.
               | 
               | Replace animals proteins for humans by soy for human and
               | you can divide world soy production by ~5.
        
               | extra88 wrote:
               | Improvement of the ozone hole wasn't from millions of
               | consumers making different choices, it was from
               | government regulation and choices of the few leading
               | corporations in particular industries.
               | 
               | Efficient lighting is a mix of regulation against worse
               | lighting and individual consumer economic self-interest,
               | lowering their electrical bill (and sometimes longer-
               | lasting bulbs).
               | 
               | Neither of these are examples of large numbers of people
               | choosing to sacrifice something for a common goal.
        
               | sofixa wrote:
               | Yes, a big multi government marketing campaign "Just
               | don't eat meat 1 or 2 days a week" can definitely work.
               | E.g. friday is "Fish day" in a lot of places
               | (education/public) due to Catholic church influences.
               | 
               | Just need a catchy word and campaign for "Veggie
               | Wednesday".
        
               | Forbo wrote:
               | Meatless Mondays are a thing.
        
               | Imustaskforhelp wrote:
               | Technically most hindus don't eat meat / maybe eats eggs
               | rarely , So its definitely possible but it would probably
               | have to be ingrained in the religion itself.
               | 
               | Another reason is that we had plenty of land and rice and
               | wheat etc. just made more sense than eating meat I
               | suppose.
               | 
               | I have never tasted meat , eggs sometimes but I am
               | stopping that as well , not for hinduism but because I am
               | so close to this ideal , might as well do it 100% lol
               | 
               | I am majorly convinced that there is no god but if I wish
               | there was a god , I wish for Hindu deities (though I am
               | obviously biased and this explains why people have such
               | biases even being half atheists)
        
             | teaearlgraycold wrote:
             | I was able to cut out 95% of meat without it being much
             | trouble.
        
             | llmthrow102 wrote:
             | Greenhouse gas emissions are only a fraction of terrible
             | things that humans are inflicting on the environment, and
             | meat/dairy are both nutritious food that provides
             | requirements for sustenance, and if not eaten need to be
             | replaced by something else that will also cause greenhouse
             | gas emissions (aka, a 10% reduction in meat consumption
             | does not equal to a 1.45% reduction in greenhouse gas
             | emissions)
             | 
             | I think it's kind of crazy to place the burden of
             | environmental destruction on individual buying habits,
             | rather than the people in power who actually have the
             | ability to make sweeping changes that might actually move
             | the needle.
             | 
             | Let's start with not incentivizing, then disincentivizing
             | the mass production and importation of plastic garbage
             | waste and e-waste that not only create greenhouse gas
             | emissions but pollute the environment in other,
             | irreversible ways.
             | 
             | And if your government and leaders don't make this a
             | priority, and regardless of who you vote in, big-name corpo
             | donors get their way instead, then maybe it's time for a
             | new government.
        
               | saagarjha wrote:
               | It won't be 1.45% but it will be 1.3%. Meat is
               | exceptionally inefficient compared to non-meat. It sounds
               | false but it really is like that :(
        
               | themk wrote:
               | Meat and dairy are bad for GHG, but they are also
               | terrible for most of the other bad things we do to the
               | planet. Eutrophication, species extinction, habitat loss,
               | water use.
               | 
               | And the people in power do what the people want, that's
               | why they are in power. Imagine telling people they
               | couldn't eat as much meat. Would be political suicide.
               | 
               | That's why individual buying habits are important. If
               | many individuals change, we might change as a society.
               | And at some point there might be a tipping point where
               | the people in charge can make a change.
               | 
               | Also, blaming other people for all the problems is not a
               | great way to solve a problem. Take some responsibility.
        
             | starspangled wrote:
             | Not encouraging population growth everywhere but
             | particularly in the highest per-capita consuming and
             | polluting countries, but rather allow them to naturally
             | level off and even gradually decline would go a much longer
             | way. It would enable significant emissions reductions _and_
             | reduction in all other environmental impacts of consumption
             | without impacting quality of life.
             | 
             | Eating bugs and living in pods sounds great and all, but if
             | the end result is just allowing the ruling class to pack
             | more drones and consumers in like sardines then it's not
             | really solving anything.
        
             | mossTechnician wrote:
             | The US government could help by ending subsidies towards
             | meat and dairy production, which will prevent those
             | products from being artificially underpriced.
             | 
             | https://www.ewg.org/news-insights/news/2024/10/usda-
             | livestoc...
        
             | TiredOfLife wrote:
             | Since my birth the population of earth has almost doubled.
        
           | fastball wrote:
           | This assumes all emissions / externalities are created equal,
           | which they are not.
        
             | eru wrote:
             | You are right. Though for CO2 that simplification comes
             | pretty close to true.
        
             | smcin wrote:
             | Could you say more?
             | 
             | Are you talking about comparing CO2 to N2O to CH4 to
             | fluorocarbons, for example?
        
               | fastball wrote:
               | Yes, that. But also that these different externalities
               | will have different responses to reduction at scale,
               | which also impacts how effective action on a more
               | "personal" level really is.
               | 
               | For example the OP was talking about plastic. A 2%
               | reduction in plastic waste has a clear benefit, because
               | _any_ amount of plastic reduction is a bonus. However it
               | is not clear that a 5% reduction in CO2 emissions due to
               | Americans driving their cars less will have any
               | meaningful difference when it comes to climate change.
        
           | idle_zealot wrote:
           | "Driving to work" is hardly a "vote with your wallet" style
           | consumer choice. Our housing, building, and transportation
           | policies have been geared towards encouraging car-dependence
           | for nearly a century. In places with better public transit
           | and bike lanes, people spontaneously choose to use those
           | modes of transport. Just like with companies dumping as much
           | plastic waste/CO2 as they can get away with, this is a policy
           | problem, plain and simple. No amount of pro-environment metal
           | straw campaigns will solve it. At best environmentally-
           | conscious messaging could encourage changes in voting
           | behavior which influence policy. At worst people could be
           | convinced that they're "doing their part" and fail to
           | consider systemic changes.
        
             | hmottestad wrote:
             | Regular voting is usually what affects things such as the
             | transportation infrastructure in your country or city. It's
             | a slow proceed though.
             | 
             | Here in Oslo there has been a lot of investment in bike
             | lanes, but just because one part of the local government
             | builds more bike lanes doesn't mean that other parts of the
             | government will follow suit. Police still doesn't care
             | about cars illegally blocking the bike lanes. The people
             | ploughing snow see bike lanes as the last thing that should
             | need ploughing, preferably no earlier than 2 weeks after it
             | snowed. A dedicated bike path I use to work is supposed to
             | be ploughed within 2 hours of snow, but it took a week
             | before anything was done and now three weeks later it's
             | still not to the standard that the government has set.
        
               | sshine wrote:
               | Speaking of Oslo and bicycles, I just want to add an
               | amazing statistic that surfaced a couple of years ago
               | here on Hacker News:
               | 
               | Oslo has a zero pedestrian and bicycle mortality rate!
               | 
               | https://thecityfix.com/blog/how-oslo-achieved-zero-
               | pedestria...
               | 
               | > _In 2015, the political climate and public will in the
               | City of Oslo changed the tone on accepting continued
               | surface transportation fatalities. The mayor, city
               | council and transport division staff all supported a
               | shift in roadway decision-making from car-centric to
               | people-centric. [...]_
               | 
               | Neighboring capitals with similar progressive bicycle
               | cultures (Denmark, Sweden) have somewhat low but non-zero
               | mortality rate as Oslo had 6 years ago. So the policies
               | definitely make a change, but it's the consequence of a
               | culture. You won't see American politicians suggesting a
               | ban on cars in big cities.
        
               | hmottestad wrote:
               | We've had at least one cyclist killed since that article
               | came out.
        
             | dijit wrote:
             | I would agree with you, but Americans intentionally
             | reinforce car dependence whenever it's discussed.
             | 
             | It's bad enough that even non-US people regurgitate those
             | talking points despite them being significantly less true
             | for them; because they see it so much online.
        
               | TulliusCicero wrote:
               | > I would agree with you, but Americans intentionally
               | reinforce car dependence whenever it's discussed.
               | 
               | They do, because their experience is that transit and
               | biking really _do_ suck and are useless. Which is
               | accurate, for where they 've lived.
               | 
               | The problem is that you have to convince people that
               | things could be better, when their lived experience is
               | that it's always terrible.
        
               | lugu wrote:
               | I live in place known for its rainy weather, 15 km from
               | work (because of the housing crisis). Being overweight,
               | biking to work never crossed my mind for two years. Once
               | I tried to commute during weekend, as a challenge. I
               | realized a few things: - same duration as the train - it
               | give me the exercise I needed - it relaxes me - it is
               | free since I already have a bike
               | 
               | Yes, it still take me 50 min to commute, but now I enjoy
               | it and even volunteerly go to the office more often. It
               | have been 6 months.
               | 
               | My point is: those who complain about biking being
               | terrible or impractical should give it a real try. It may
               | fit you.
        
               | AstralStorm wrote:
               | And if you need help and can afford it, ebikes exist.
               | Some of them really cheap. Hopefully not skimping on
               | safeties though.
        
               | TulliusCicero wrote:
               | Ebikes are really great and I often ride one to work.
               | They do help with speed, range, motivation, and of
               | course, hills.
               | 
               | They don't do anything about unsafe infrastructure
               | though, which is by far the US' biggest problem for
               | biking. To say that American bike infrastructure is
               | garbage tier is an insult to garbage, that's how bad it
               | typically is. It's extremely unsafe, and people can feel
               | it, they can tell, hence why hardly anyone actually bikes
               | to work.
        
               | TulliusCicero wrote:
               | I've biked around in a bunch places in the US, and the
               | reality is that it really is terrible. Bike
               | infrastructure is F-tier almost everywhere, rising to
               | D-Tier in supposedly bike friendly cities like Portland.
               | 
               | Bike infrastructure generally
               | 
               | * Is designed to be unsafe. Door zones are common, actual
               | physical protection or segregation is rare, ESPECIALLY
               | for intersections.
               | 
               | * Stops and starts randomly. Just look at Google maps for
               | a city, you'll be able to see that the bike network is
               | completely fragmented, with many bike lane suddenly
               | disappearing on a road for no apparent reason.
               | 
               | * Randomly changes style/design principles even within
               | the same city, so both you and drivers are constantly
               | confused unless you're already used to a route.
               | 
               | * Is poorly enforced, with drivers routinely driving or
               | parking in bike lanes with punishment being a rarity.
               | 
               | Now, some spots have good bike trails that work for their
               | commute, and that's a great option when it's available.
               | But I'm a bit tired of the "biking is actually okay in
               | the US!" gaslighting.
               | 
               | Some people still manage, I do sometimes, but after
               | getting hit by cars a couple times I tired of making
               | excuses for it. There's a reason hardly anyone bikes for
               | their commute in the states: overall, biking in the US is
               | simply awful, and that's the truth.
        
               | Fricken wrote:
               | I ride a bike, and doing so has saved me about $450k in
               | transportation costs over 3 decades. The effort it takes
               | to earn $450k is something to include amongst the
               | unpleasantries and pathologies associated with driving.
               | 
               | Now, of course, I've had my whole life to set up my whole
               | life the way I want it, and with a little foresight it
               | really wasn't that difficult to set it up in a way that
               | facilitates getting around on a bicycle. It involved
               | making choices. Choices about where to work and live. If
               | more people made such choices, there would be more
               | options available to facilitate them.
        
               | ben_w wrote:
               | 450k tax-free, too, because it's a cost saving and those
               | aren't taxable*.
               | 
               | Myself I've not driven at least since late 2017, thanks
               | to excellent and cheap public transport; even before the
               | Germany-wide EUR58/month ticket, the more expensive
               | Berlin-AB ticket that I used to get was much much less
               | than your $15k/year.
               | 
               | Do most people plan like that?
               | 
               | * usually, though IIRC buying a house in Switzerland gets
               | you a tax equal to the money you saved from not renting
               | it?
        
               | agentultra wrote:
               | We also have a carbon tax where I'm from. Since I don't
               | own a car I don't pay much into it. However I get a nice
               | big rebate on my tax return. I basically get paid a small
               | amount to not own a car.
        
               | TulliusCicero wrote:
               | I've ridden bikes for transportation in a handful of
               | regions in the US. It is essentially always bad, it's
               | just a matter of some people being able to look past or
               | tolerate the awfulness.
               | 
               | Yes, some people are okay sharing a lane with cars, or
               | using a strip of paint for protection, but accepting a
               | poor status quo doesn't stop the status quo from being
               | poor.
               | 
               | Occasionally there's a route that's legitimately good,
               | almost always due to having an off street trail you can
               | use for the bulk of the commute. Those can be great.
               | 
               | But once you hit bike lanes in an urban area, it's
               | virtually always terrible. A lot of Americans are just
               | used to the terribleness and don't notice it anymore, the
               | same way they don't notice how almost every neighborhood
               | is designed to be unwalkable (and how most are designed
               | to be economically segregated besides).
        
               | ben_w wrote:
               | > The problem is that you have to convince people that
               | things could be better, when their lived experience is
               | that it's always terrible.
               | 
               | Ironically, international air travel to places where it
               | works great may help with this.
        
               | TulliusCicero wrote:
               | For some people yes.
               | 
               | But a lot of people are mentally stubborn, and seem to
               | have inbuilt excuses of, "it wouldn't work _here_! "
               | despite not spending even ten seconds thinking about it.
        
             | saagarjha wrote:
             | See, my point is that everyone first goes "it's not me",
             | then they understand it _is_ them and go "but it's not my
             | policies" and then they vote in the policies which are the
             | problem. It's totally fine to go "we need collective action
             | to fix this". _But you have to actually join the collective
             | action._ You think billionaires are getting rich by
             | committing environmental arbitrage? Then don't oppose
             | attempts to make the costs appropriate, even if you must
             | now pay your fair share too.
        
               | idle_zealot wrote:
               | Sure, recognizing that the problem is political is step
               | one. Step two is... political activism, I guess? Lack of
               | local political engagement and organizing is part of what
               | allows problems like these to form.
        
               | saagarjha wrote:
               | Not just lack but outright apathy and villainizing of
               | these attempts. If you try to tax gas some oil CEO will
               | run a campaign explaining to the working class that their
               | commute will now cost 10% more, which obviously makes
               | people upset. Part of it is that we, unfortunately, can't
               | actually subsidize car commuters anymore. But part of it
               | is that CEO is going to incur a cost of 50%, as he
               | should, which is why he's bothering to spend money riling
               | people up.
        
               | derangedHorse wrote:
               | It is not feasible to take a bike or public
               | transportation to work in many parts of the world so a
               | policy change like that would just incur an additional
               | cost to those who have no alternative.
               | 
               | A better idea is to encourage other types of
               | transportation in private companies rather than penalize
               | existing companies with taxes. If taxing the companies
               | will raise prices on consumers, you might as well
               | consider it an additional tax on the people.
        
               | Forbo wrote:
               | Redistribute the tax back to the people. That way you're
               | eliminating the price externality but offsetting the cost
               | to individuals. The fossil fuel industry can't continue
               | to plug their ears and ignore the costs associated with
               | putting more and more carbon in the atmosphere. We need
               | to hold them to account.
        
           | aio2 wrote:
           | The emissions from vehicles are different from plastics
           | produced by factories.
           | 
           | Also, while important, 2-3% of world emissions is a drop in
           | the bucket compared to the other 97%. Let's consider the
           | other causes and how we can fix them.
           | 
           | Think about this: for many people, not driving to work is a
           | big deal. If people collectively decide to do that, that's a
           | lot of effort and inconvenience just for 2-3%.
        
             | ido wrote:
             | while 3% might sound like a drop in the bucket, there isn't
             | any single specific chunk of the rest of the 97% that will
             | immediately cut, say, 30-40% of emissions (also remember
             | that 2-3% is the super specific "Americans not driving
             | cars", not "everyone in the world not driving cars").
        
             | saagarjha wrote:
             | There isn't really a magic wand we can wave and get 50%
             | back for free and without inconvenience. The other 97%
             | involves things like individually figuring out where our
             | electricity generation goes. Or figuring out which farms to
             | shut down, or what manufacturing we don't like anymore. All
             | of this must happen. It will be inconvenient. I picked a
             | slice that is immediately relevant to a lot of people here.
             | But there are a lot of axes to look at this.
        
           | cyberax wrote:
           | > Let's take Americans, for example, driving their cars to
           | work.
           | 
           | This is easily solved by switching to EVs. A small-size EV
           | (perfect for personal transportation) is only slightly less
           | CO2-efficient than rail ( https://ourworldindata.org/travel-
           | carbon-footprint ).
           | 
           | I wish the world would ditch public transit entirely. It's
           | nothing but a misery generator. It's far better to switch to
           | remote work and distributed cities.
        
             | saagarjha wrote:
             | I unironically like public transport because someone else
             | does the "driving" for me. I'm sure someone is going to
             | explain how Waymo solves this but sitting on a train with
             | my laptop and breakfast while I magically get teleported to
             | my office is much nicer than even being in the back seat of
             | a car.
        
               | cyberax wrote:
               | > I magically get teleported to my office
               | 
               | You work on a train station platform? My condolences.
               | 
               | And indeed, self-driving will solve this. You'll be able
               | to just step into a car, and get teleported to the door
               | of your office. After stopping at your favorite coffee
               | shop midway.
        
             | VMG wrote:
             | Public transit is not miserable everywhere. In Central
             | European countries it can be quite enjoyable.
        
           | Brystephor wrote:
           | How much of Americans driving to work is because they choose
           | too though? Amazon's 5 day RTO policy is a good example. How
           | many of the people now going to an office 5 days a week
           | would've done so without the mandate? I see the traffic every
           | day, and saw the same area before the mandate, so I can tell
           | you with confidence that there's many more cars on the road
           | as a result of this commute. this all funnels back to the
           | corporate decision to mandate 5 days in office.
        
             | josephcsible wrote:
             | Exactly. IMO, any politician who's serious about saving the
             | environment or reducing the number of cars should be
             | proposing bills to heavily tax employers for every
             | unnecessary commute they require of their employees (maybe
             | $100-$500 per employee per unnecessary day required in the
             | office).
        
           | netcan wrote:
           | _if taken in aggregate, will have a significant impact_
           | 
           | This is a good sentiment. But, in context, it is a _fallacy._
           | A harmful one.
           | 
           | Consumer action on transport and whatnot, assuming a massive
           | and persistent global awareness effort... has the potential
           | of adding up to a rounding error.
           | 
           | Housing policy, transport policy, urban planning... these are
           | what affects transport emissions. Not individual choices.
           | 
           | Look at our environmental history. Consumer choice has no
           | wins.
           | 
           | It's propaganda. Role reversal. Something for certain
           | organizations to do. It is not an actual effort to achieve
           | environmental benefit.
           | 
           | We should be demanding governments clean up. Governments and
           | NGOs should not be demanding that we clean up.
        
           | citrin_ru wrote:
           | I think many Americans driving to work would be happy to work
           | from home if not RTO mandates (encouraged by the government
           | at least on a local level).
        
           | photonthug wrote:
           | > That's definitely not true. Let's take Americans, for
           | example, driving their cars to work.
           | 
           | Even an example like this that is carefully chosen to make
           | consumers feel/act more responsible falls short. You want
           | people to change their lives/careers to not drive? Ok, but
           | most people already want to work from home, so even the
           | personal "choice" about whether to drive a car is basically
           | stuck like other issues pending government / corporate
           | action, in this case to either improve transit or to divest
           | from expensive commercial real estate. This is really obvious
           | isn't it?
           | 
           | Grabbing back our feeling of agency should not come at the
           | expense of blaming the public under the ridiculous pretense
           | of "educating" them, because after years of that it just
           | obscures the issues and amounts to misinformation. Fwiw I'm
           | more inclined to agree with admonishing consumers to "use
           | gasoline responsibly!" than say, water usage arguments where
           | cutting my shower in half is supposed to somehow fix decades
           | of irresponsible farming, etc. But after a while, people
           | mistrust the frame itself where consumers are blamed, and so
           | we also need to think carefully about the way we conduct
           | these arguments.
        
           | jamilton wrote:
           | The amount of people who choose to not drive to work is
           | significantly impacted by policy.
        
         | petesergeant wrote:
         | This massively lets the Philippines off the hook. China has a
         | gazillion people, and so does India, and the rest of SE Asia is
         | bad for pollution, but the Philippines -- with 1.5% of the
         | world's population -- is an incredible 36% of ocean plastic
         | pollution.
         | 
         | Also a call-out to Malaysia who are an upper-middle income
         | country and contribute far too much per capita given their
         | income situation, but again, they are a drop in the ocean
         | compared to the (much, much poorer) Philippines.
         | 
         | Having spent half my life in South-East Asia, there's a
         | cultural problem that needs fixing there.
         | 
         | A pretty graph that make it clear just how bad the most
         | egregious polluters are comparatively:
         | https://ourworldindata.org/grapher/ocean-plastic-waste-per-c...
        
           | mnsc wrote:
           | What are they doing in the Philippines? Dumping household
           | waste straight into the rivers?
        
             | deepsun wrote:
             | I think they are fishing commerially a lot. Most of the
             | ocean trash comes from the fishing industry (e.g. abandoned
             | nets).
        
             | petesergeant wrote:
             | Pretty much. Buying everything in sachets and then not
             | having any real waste disposal;
             | https://earth.org/philippines-plastic/
        
         | yodsanklai wrote:
         | > it's just to say that until corporations are forced to do
         | things the right way
         | 
         | But this isn't going to happen by itself. We need to vote for
         | people who believes in regulating these corporations (rather
         | than deregulating them).
        
         | obeattie wrote:
         | It's helpful to put this issue into perspective. But dismissing
         | issues as not worth caring about on the grounds that there
         | exist larger problems is fallacious and, to me, quite a
         | dangerous way to live life.
         | 
         | "Why worry about your town's water quality when some countries
         | don't have access to clean water?"
         | 
         | "Why go to the dentist for a cavity when some people have no
         | teeth?"
         | 
         | "Why campaign for animal rights when there are some many human
         | rights abuses going on?"
        
         | eviks wrote:
         | > "vote with your wallet", etc, but sales will move to a less
         | developed area and the pollution will continue.
         | 
         | But voting with your wallet is literally moving sales to a more
         | developed area with less pollution?
        
         | ternnoburn wrote:
         | Per capita beef consumption is down by 35% in the US since the
         | 70s. From 62kg/person/year to 35.
         | 
         | Beef produces ~100kg CO2 per kg of meat. That's a reduction of
         | 27,000kgs of CO2 reduction, per capita.
         | 
         | That's not nothing. By simply reducing beef consumption by 1
         | kilogram a month, you can prevent more than a metric ton of
         | CO2. If 5% of Americans cut 1 kilo of beef a month, that'd
         | knock out 15 million tons of CO2.
         | 
         | Small changes can have an impact on aggregate, and just because
         | someone else is not making those changes doesn't excuse us
         | looking at ourselves and saying, "I could choose something else
         | this time".
        
         | deepsun wrote:
         | And 80% of all the trash in the oceans come from fishing
         | industry (e.g. abandoned nets).
        
         | maeil wrote:
         | This is nothing but head-in-the-sand, arms-in-the-air, feel-
         | good baloney to convince oneself to sleep well at night.
         | 
         | Guess what happens when you buy a used laptop instead of a new
         | one?
         | 
         | That's right: _less "standard practice overseas
         | manufacturing"_.
         | 
         | Lifestyle change right there.
         | 
         | Buying less, using the same for longer, buying used goods
         | instead of new are lifestyle changes that anyone can make and
         | have an undeniable very clear impact by reducing the amount of
         | stuff that needs to get made. Using my smartphone for 6 years
         | instead of changing every 3 years doesn't mean the one I didn't
         | buy gets sold elsewhere. It means _one less sale_.
        
         | nameless_me wrote:
         | I have always felt this way too. Our personal choices do not
         | move the needle on fossil fuel and plastics. One could embrace
         | aversion to these out of a sense of sustainability to signal
         | virtue, but lets not pretend it will save the planet. It won't.
         | Restricting aviation flights, stopping wars and minimizing the
         | dirty fuel used in maritime freight does much more. But the
         | world will not do it.
        
           | kalaksi wrote:
           | While I agree in general, my opinion is that customer choices
           | do also matter and can move the needle, slowly, with larger
           | cultural change.
           | 
           | Personally, trying to make better choices, big or small,
           | isn't about "virtue signalling". It's about acknowledging the
           | issues and living according to ones values.
        
         | renegat0x0 wrote:
         | Do we talk about pollution or emmissions?
        
         | rolftheperson wrote:
         | This line of thinking is what undermines democracies and ruins
         | the environment. Your choice might just be a drop in the ocean,
         | but guess what the ocean is made out of.
        
         | frankzander wrote:
         | Finally someone who speaks this out. What we do is more or less
         | fly poop ... good four own well being but with almost zero
         | impact. I'll go on doing some things because I think that some
         | of that are the better ways to handle this or that or it's
         | better for my health but with no expectation that I'll change
         | anything.
        
         | bjohnson225 wrote:
         | This reads like an attempt to pass the blame to others. Per
         | capita CO2 emissions in the US are one of the highest in the
         | world, and significantly higher than those in China or SEA.
         | This is despite the US/Europe moving some of our
         | dirtiest/cheapest manufacturing to that region.
         | 
         | Personal choices matter. See the amount of energy used on air
         | conditioning in the US compared to areas of Europe with
         | comparable weather for a banal example. If we want to
         | significantly reduce emissions it will happen through a
         | combination of personal choices, corporate action and
         | government policy.
        
         | sofixa wrote:
         | One of the most imminent problems with the environment isn't
         | due to plastic pollution (which is of course terrible, might
         | well have unforseen ramifications via micro plastics, and is
         | impacting negatively biodiversity), but CO2 and other gases
         | impacting climate.
         | 
         | While we should strive to fix both, it's more important in the
         | short term to limit the amount of CO2 pollution before it's too
         | late.
        
         | pointedAt wrote:
         | well, it's really not about the destruction of the planet but
         | making our habitat more hostile and humans more sick.
         | 
         | sure, STEM will continue to find remedies and cures but at some
         | point we're fucked just because the gene pool was reduced to an
         | unnaturally selected bunch that survived & thrived completely
         | alienated from the actual world.
         | 
         | sure, no biggie, wahaha, that's the name of the game, the old
         | will die, the young repeat the same nonsense and that
         | microbiome and all that other stuff we carry with us as hosts,
         | potentially most likely in a beneficial symbiotic relationship,
         | have no implicit mechanisms to cancel the contract and pivot
         | towards some species or other that won't be d u m b enough to
         | shit all over it's own home & garden, consequently ruining the
         | bio-chemistry with the smell, taste and look of feces
         | everywhere - in the body as well as outside - and all that
         | while it's getting a bit hot in here.
         | 
         | and I doubt that the consequences of controlled demise in a
         | deteriorating environment all while the meds and drugs of
         | leadership and the people fade out quite a few of the brains
         | and the bodies implicit reactions to a lot of sensory
         | perceptions to everything that was vital, crucial to notice for
         | a 'million' years can't be projected to at least some degree. I
         | mean "blindspots" are a thinking tool, after all, but those
         | thinking brains and minds believe in black swans and the better
         | angels of our nature so that doesn't really mean a thing.
         | 
         | the population itself is fine, a habit of psycho-social
         | education and all consecutive upper levels being insanely
         | afraid of competition and insights from below. thing is,
         | whatever financial survival schemes people are running, they
         | all have death cult written all over their faces.
         | 
         | btw, most of this was for fun, I'm really not worried at all.
         | climate change is more a cycle than man-made acceleration. my
         | only point of interest is the deterioration of the species due
         | to all the things that we do and then worry more about the
         | habitat than our and all kinds.
         | 
         | we absolutely can turn the planet into a conservatory. through
         | any climate.
        
         | marhee wrote:
         | Regarding the immediate effect I am sure your point is valid.
         | But it's also a bit of a cynical point of view, wouldn't you
         | say? People make these statements and pursue these personal
         | lifestyle decisions because of their dreams for a better future
         | - not its immediate effect. Just as companies need a vision to
         | succeed, societies need vision as well. If a lot of people are
         | vocal about something and live it, it has a chance of becoming
         | anchored in laws and so force companies to do the "right
         | thing". Regulation follows collective values.
        
         | wisty wrote:
         | I think this is wrong.
         | 
         | Descriptively / "objectively" if you make your demand cleaner,
         | you decrease demand for dirty consumption. You can't say
         | individuals don't matter by comparing them to the world, that's
         | invalid.
         | 
         | Normatively, is it a useful lie? Maybe, to some extent. People
         | are lazy, selfish, and stupid. Peter Singer points out that we
         | might be nice to people nearby, but we don't give money to
         | people starving in other countries even if we think it will
         | make a real difference. And no human can really know how even a
         | pencil is made, so we make poor decisions. A carbon tax would
         | unleash the free market on the problem. But saying individuals
         | can't act is not good leadership, if even the people who say
         | they want to fix the issue won't make personal sacrifices, why
         | should the average voter?
        
         | jvanderbot wrote:
         | "Personal impact" is just laundering the responsibility of
         | government and corporations so it looks like it's our fault.
         | 
         | It is true that everyone everywhere all at once could suddenly
         | make the right decision forever and save the planet. But is a
         | statistical anomaly so extreme it's not worth pursuing as a
         | policy. No policy maker worth their salt would look at that and
         | consider it valid long term.
         | 
         | We have a playbook. We refuse to use it. We ban products, and
         | then the companies that refuse to change or cheat get
         | shuttered, and we move on.
        
       | yesbut wrote:
       | This guy must work at Microsoft.
        
       | scottcha wrote:
       | Yet we also see that hyperscale cloud emissions targets have been
       | reversed due to AI investment, Datacenter growth is hitting grid
       | capacity limits in many regions, and peaker plant and other non-
       | renewable resources on the grid are being deployed more to handle
       | this specific growth from AI. I think the author, by qualifying
       | on "chatgpt" maybe can make the claims they are making but I
       | don't believe the larger argument would hold for AI as a whole or
       | when you convert the electricity use to emissions.
       | 
       | I'm personally on the side that the ROI will probably work out in
       | the long run but not by minimizing the potential impact and
       | keeping the focus on how we can make this technology (currently
       | in its infancy) more efficient. [edit wording]
        
         | seanmcdirmid wrote:
         | Is that true though? Data centers can be placed anywhere in the
         | USA, they could be placed near a bunch of hydro or wind farm
         | resources in the western grid which has little coal anyways
         | outside of one line from Utah to socal. The AI doesn't have to
         | be located anywhere near to where it is used since fiber is
         | probably easier to run than a high voltage power line.
        
           | wmf wrote:
           | That was already done years ago and people are predicting
           | that the grid will be maxed out soon.
        
             | seanmcdirmid wrote:
             | Build new data centers near sources of power, and grid
             | capacity isn't going to be a problem. Heck, American
             | industry used to follow that (building garment factories on
             | fast moving rivers before electricity was much of a thing,
             | Boeing grew up in the northwest due to cheap aluminum
             | helped out by hydro). Why is AI somehow different from an
             | airplane?
        
               | wmf wrote:
               | They'll have to build new power generation and build the
               | data centers next to it.
        
               | sitkack wrote:
               | You are massively conflating what is possible with what
               | is done.
        
               | seanmcdirmid wrote:
               | I know data centers are built next to wind farms for
               | these reasons already. We have an abundance of those
               | projects out here in the PNW.
        
           | scottcha wrote:
           | There are a large number of reasons the AI datacenters are
           | geographically distributed--just to list a few off the top of
           | my head which come up as top drivers: latency, data
           | sovereignty, resilience, grid capacity, renewable energy
           | availability.
        
             | Karrot_Kream wrote:
             | Why does latency matter for a model that responds in 10s of
             | seconds? Latency to a datacenter is measured in 10s or 100s
             | of milliseconds, which is 3-4 orders of magnitude less.
        
               | scottcha wrote:
               | Two reasons that I understand 1. not all these AIs are
               | LLMs and many have much lower latency SLAs than chat and
               | 2. These are just one part of a service architecture and
               | when you have multiple latencies across the stack they
               | tend to have multiplicative effects.
        
               | recursivecaveat wrote:
               | If you look at a model with a diverse competitive
               | provider set like llama 3 the latency is 1/4 second, and
               | it will definitely improve at a minimum incrementally if
               | quality is held constant: https://artificialanalysis.ai/m
               | odels/llama-3-3-instruct-70b/... Remember that as long as
               | you experience the response linearly (very much the case
               | for audio output for eg) then the first-chunk latency is
               | your actual latency, not to stream the entire response.
        
         | wmf wrote:
         | Voluntary conservation was only working by accident and guilt
         | tripping never works. The grid needs to become clean so that we
         | can have new industries.
        
           | XorNot wrote:
           | Yep, this is the real answer. It's also _the only_ answer.
           | The big fiction was everyone getting hopped on the idea that
           | "karma" was going to be real, and people's virtue would be
           | correctly identified by overt environmentalism rather then
           | action.
           | 
           | Fossil fuel companies _won_ , and they won in about 1980s
           | when BP paid an advertising firm to come up with "personal
           | carbon footprint" as a meaningful metric. Basically destroyed
           | environmentalism since...well I'll let you know when it
           | stops.
        
             | andymasley wrote:
             | I made a point in the post to say that it's better to
             | mostly ignore your personal carbon footprint and focus on
             | systematic change, but that I was writing the post for
             | people who still wanted to reduce their consumption anyway
        
           | fmbb wrote:
           | The grid being clean means not having any fossil power. We
           | can only get there by shutting down all fossil fuel power
           | plants.
           | 
           | We can not get there by adding new power generation.
        
             | celticninja wrote:
             | Well you need the latter to replace the former. So you need
             | to add new power generation to allow you to shut down
             | fossil fuel plants.
             | 
             | And to be honest what we need to do is replace them with
             | nuclear power stations to manages the base load of nations
             | power requirements. Either that or much better power
             | storage is required
        
             | caseyy wrote:
             | > We can only get there by shutting down all fossil fuel
             | power plants. We can not get there by adding new power
             | generation.
             | 
             | https://knowyourmeme.com/photos/1433498-no-take-only-throw
             | 
             | "No add new power plants, only transform our grid to
             | greener".
        
           | shafyy wrote:
           | Even if grid the was 100% renewable, this does not mean that
           | there's no environmental cost to producing electricity. As a
           | society, we need to decide what is important and try to
           | minize energy consumption for things that are not important.
           | 
           | And shoving LLMs into every nook and cranny of every
           | application, so just tech giants who run the data centers can
           | make more money and some middle managers get automatic
           | summaries of their unnecessary video calls and emails is, I
           | would argue, not important.
           | 
           | But once again, the fundamental issue is late-stage
           | capitalism.
        
             | mritterhoff wrote:
             | What's the upside of moralizing energy consumption,
             | especially once it's 100% renewable. Why not just let the
             | market decide? If I'm paying for it, why does anyone else
             | get a say in how I use it?
        
               | Imustaskforhelp wrote:
               | I kind of agree with this sentiment , though we haven't
               | reached 100% renewable ...
        
               | advael wrote:
               | Isn't that kind of a non-sequitur? The claim made was
               | that renewable energy would still be a finite resource to
               | some degree. It's possible that the available energy
               | surplus will be too big for any decisions about usage to
               | matter, but that's a strong claim and you're doing
               | nothing to make it here.
               | 
               | A lot of people believe in a higher power. If trusting in
               | this supposed "market" brings you comfort and clarity in
               | a complicated world, I do not begrudge you it. But
               | invoking it doesn't address the claim it's answering
               | 
               | It's also clear that "the market" does not care enough
               | about environmental impact to even do stuff like remove
               | the current significant fossil fuel subsidies present in
               | most government budgets, nor stop individuals or
               | organizations from consuming or selling said fuels,
               | natural gas, or plastic products at massive scales, so
               | it's unclear why it would allocate energy in a way that
               | didn't deprive crucial priorities.
               | 
               | Like the theodicy on the invisible hand's problem of
               | environmental collapse ain't lookin' good is all I'm
               | saying
        
             | curvaturearth wrote:
             | Having LLMs everywhere haven't helped me much, it just gets
             | in the way.
        
         | YetAnotherNick wrote:
         | Why do you belive this? Datacenter uses just a 1-1.3 percent of
         | electricity from grid and even if you suppose AI increased the
         | usage by 2x(which I really doubt), the number would still be
         | tiny.
         | 
         | Also AI training is easiest workload to regulate, as you can
         | only train when you have cheaper green energy.
        
           | kolinko wrote:
           | I also had doubts, but asked chat and it confirms it's an
           | issue - including sources.
           | 
           | https://chatgpt.com/share/678b6b3e-9708-8009-bcad-8ba84a5145.
           | ..
           | 
           | The issue is that they are often localised, so even if it's
           | just 1% of power, it can cause issues.
           | 
           | Still, by itself, grid issues don't mean climate issues. And
           | any argument complaining about a co2 cost should also
           | consider alternative cost to be reliable. Even if ai was
           | causing 1% or 2% or 10% of energy use, the real question is
           | how much it saves by making society more efficient. And even
           | if it wasn't, it's again more of a question about energy
           | companies polluting with co2.
           | 
           | Microsoft, which hosts OpenAI, is famously amazing in terms
           | of their co2 emissions - so far they were going way beyond
           | what other companies were doing.
        
             | YetAnotherNick wrote:
             | What do you mean by confirms the issue? What's the issue
             | exactly?
        
               | oneplane wrote:
               | The issue is that when you have a high local usage your
               | grid loses the ability to respond to peaks since that
               | capacity is now always in use. Essentially it raises the
               | baseline use which means your elasticity is pretty much
               | gone.
               | 
               | A grid isn't a magic battery that is always there, it is
               | constantly fluctuating, regardless of the intent of
               | producers and consumers. You need to be able to have
               | enough elasticity to deal with that fact. Changing that
               | is hard (and expensive), but it is the only way (such as
               | the technical reality).
               | 
               | The solution is not to create say, 1000 extra coal-fired
               | generating facilities since you can't really turn them on
               | or off at will. Same goes for gas, nuclear etc. You'd
               | need a few of them for your baseline load (combined with
               | other sources like solar, wind, hydro, whatever) and then
               | make sure you have your non-renewable sources have margin
               | and redundancy and use storage for the rest. This was
               | always the case, and it will always be the case.
               | 
               | But now with information technology, the degree to which
               | you can permanently raise demand on the grid to an
               | extreme degree is where the problem becomes much more
               | apparent. And because it's not manufacturing (which is an
               | extreme consumer of energy) you don't really get the "run
               | on lower output" option. You can't have an LLM do "just a
               | little bit of inferencing". Just like you can't have your
               | Netflix send only half a movie to "save power".
               | 
               | In the past we had the luxury of nighttime lower demand
               | which means industry could up their usage, but
               | datacenters don't sleep at night. And they also can't
               | wait for batch processing during the day.
        
               | YetAnotherNick wrote:
               | Except neither ChatGPT and nor sources say this. First
               | source says:
               | 
               | > Gas-fired generation could meet data centers' immediate
               | power needs and transition to backup generation over
               | time, panelists told the Northwest Power and Conservation
               | Council.
               | 
               | What you are saying has nothing to do with local, but has
               | to do with large abrupt changes in electricity usage, and
               | datacenter electricity usage is generally more
               | predictible and smooth than most other industry.
        
               | oneplane wrote:
               | I'm not talking about fluctuations (i.e. a datacenter
               | with fluctuating usage). I'm taking about adding a
               | datacenter to an existing grid. That significantly
               | changes the baseline load on the grid, and that is a
               | local problem because transmission is not universally
               | even across an entire grid.
               | 
               | If your transmission line is saturated, it doesn't matter
               | how much more generation you add on the source end, it's
               | not gonna deliver 'more' over the transmission lines.
               | 
               | And that is just a simplistic local example, because it's
               | not a single producer, single consumer, single
               | transmission line scenario. ChatGPT and the article
               | aren't diving in to that. The closest they might get is
               | congestion but even then you already have to know the
               | issue to be able to ask about it.
               | 
               | As far as the article itself is involved here, this tread
               | mostly goes into the reason why global usage percentages
               | doesn't mean there are no problems. It's like saying
               | gerrymandering has no impact because of some percentages
               | elsewhere.
        
             | baobun wrote:
             | ChatGPT didn't "confirm" anything there. It is not a
             | meaninful reference.
        
       | BenFranklin100 wrote:
       | Just build nuclear.
        
         | namesbc wrote:
         | That doesn't solve the problem
        
           | jenadine wrote:
           | Indeed, it doesn't solve the problem that people will
           | misinterpret data and spread misinformation to justify their
           | bad feeling about AI with invalid arguments.
        
       | Al-Khwarizmi wrote:
       | In my country there's a lot of institutional hype about green
       | algorithms. I find the whole idea quite irrelevant (for the
       | reasons explained in this post) but of course, it's a way to get
       | funding for those of us who work in AI/NLP (we don't have much
       | money for GPUs and can't do things like training big LLMs, so
       | it's easy to pitch everything we do as "green", and then get
       | funding because that's considered strategic and yadda yadda).
       | 
       | It's funny, but sad, how no one calls the billshit because we
       | would be sabotaging ourselves.
        
       | namesbc wrote:
       | Data center emissions probably 662% higher than big tech claims.
       | Can it keep up the ruse?:
       | https://www.theguardian.com/technology/2024/sep/15/data-cent...
        
       | simonw wrote:
       | The absolute best thing I've read on this subject is this article
       | here: https://about.bnef.com/blog/liebreich-generative-ai-the-
       | powe...
       | 
       | It talks at great length about data center trends relating to
       | generative AI, from the perspective of someone who has been
       | deeply involved in researching power usage and sustainability for
       | two decades.
       | 
       | I made my own notes on that piece here (for if you don't have a
       | half hour to spend reading the original):
       | https://simonwillison.net/2025/Jan/12/generative-ai-the-powe...
        
         | strogonoff wrote:
         | I find the following to be a great point regarding what we
         | ought to consider when adapting our lifestyle to reduce
         | negative environmental impact:
         | 
         | > In deciding what to cut, we need to factor in both how much
         | an activity is emitting and how useful and beneficial the
         | activity is to our lives.
         | 
         | The further example with a hospital emitting more than a cruise
         | ship is a good illustration of the issue.
         | 
         | Continuing this line of thought, when thinking about your use
         | of an LLM like ChatGPT, you ought to weigh not merely its
         | emissions and water usage, but also the larger picture as to
         | how it benefits the human society.
         | 
         | For example: Was this tech built with ethically sound
         | methods[0]? What are its the foreseeable long-term effects on
         | human flourishing? Does it cause a detriment to livelihoods of
         | the many people while increasing the wealth gap with the tech
         | elites? Does it negatively impact open information sharing
         | (willingness to run self-hosted original content websites or
         | communities open to public, or even the feasibility of doing
         | so[1][2]), motivation and capability to learn, creativity? And
         | so forth.
         | 
         | [0] I'm not going to debate utilitarianism vs. deontology here,
         | will just say that "the ends justify the means" does not strike
         | me as a great principle to live by.
         | 
         | [1] https://news.ycombinator.com/item?id=42486481
         | 
         | [2] https://news.ycombinator.com/item?id=42549624
        
         | OlivOnTech wrote:
         | Hello Simon,
         | 
         | You mention that
         | 
         | > Google, Microsoft, Meta and Amazon all have net-zero emission
         | targets which they take very seriously, making them "some of
         | the most significant corporate purchasers of renewable energy
         | in the world". This helps explain why they're taking very real
         | interest in nuclear power.
         | 
         | Nuclear is indeed (more or less) zero-emission, but it's not
         | renewable.
         | 
         | Thank you for the synthesis and link to the original article,
         | it's a good read!
        
       | devmor wrote:
       | In the same way that leaving food out doesn't create a cockroach
       | infestation.
        
       | sirnicolaz wrote:
       | What about training it?
        
       | ternnoburn wrote:
       | "Other bad things exist" does not mean this thing isn't bad. Or
       | absolutely could be that all these other things are huge energy
       | wasters AND chat gpt is an energy waster.
       | 
       | We have to stop thinking about problems so linearly -- it's not
       | "solve only the worst one first", because we'll forever find
       | reasons to not try and solve that one, and we'll throw up our
       | hands.
       | 
       | Like, we're well aware animal agriculture is a huge environmental
       | impact. But getting everyone to go vegetarian before we start
       | thinking about any other emissions source is a recipe for
       | inaction. We're going to have to make progress, little by little,
       | on all of these things.
        
         | XorNot wrote:
         | Except that's not the point of this: the point is that humans
         | have absolutely finite time to think about problems, and so the
         | way you distract from a problem is by inventing a new more
         | exciting one.
         | 
         | LLMs are in the news cycle, so sending all the activists after
         | LLMs sure does a good job ensuring they're not going after
         | anything which would be more effective doesn't it? (setting
         | aside my thoughts for the moment of the utility of the 'direct
         | action' type activists who I think have been useless for a good
         | long while now - there could not possibly be _more_ 'awareness'
         | of climate change).
        
           | ternnoburn wrote:
           | Then again, if you can stall a nascent polluter before it
           | becomes entrenched, maybe that's the right time to intervene.
           | Getting people to not eat meat is hard, we've been eating
           | meat forever. Getting people to not use LLMs? That's where
           | most of us were up until very recently.
        
             | XorNot wrote:
             | "Don't use LLMs" is just another variant of "don't use
             | electricity".
             | 
             | Reframe the problem like that and then realize that no
             | one's going to do it: global electricity use is constantly
             | increasing. Fortunately, global renewable energy use is
             | also growing incredibly rapidly.
             | 
             | Which problem seems more tractable? Because reality has
             | already proven it: people will happily switch to clean
             | electricity and keep using electricity. They won't
             | voluntarily use less electricity unless they get some
             | benefit from that - i.e. reduced expenditure, or just plain
             | more stuff (i.e. my LED lights consume a fraction of the
             | power of my previous halogens, but are brighter and I have
             | more of them and also can change light color on a
             | schedule).
        
           | croes wrote:
           | Maybe because we didn't make real progress in the existing
           | pollution and have a greater chance stopping a new polluter.
           | 
           | How long are climate change and its reasons known?
           | 
           | In the end people vote climate change deniers because they
           | don't like the inconvenient truth
        
       | titanomachy wrote:
       | The major players in AI are collectively burning 1-2 gigawatts,
       | day and night, on research and development of the next generation
       | of LLMs. This is as much as my city of a million people. The
       | impact is real, and focusing on inference cost per query kind of
       | misses the point. Every person who uses these tools contributes
       | to the demand and bears some of the responsibility. Similar to
       | how I have responsibility for the carbon emissions of a flight,
       | even if the plane would have flown without me.
       | 
       | I'm saying this as someone who finds LLMs helpful, and uses them
       | without feeling particularly guilty about it. But we should be
       | honest about the costs.
        
         | nharada wrote:
         | Agreed, I feel like the main response seems to be "Does Not!",
         | but it's reasonable to accept that a thing you like has a cost.
         | We all emit carbon every day to do things we don't 100% need,
         | and we should just be willing to admit there's a cost and try
         | and move towards paying them.
         | 
         | Personally, I'm not tripping too hard about datacenter energy
         | long term because it's very easy to make carbon free (unlike
         | say ICE cars or aircraft). But it would be nice to see some
         | efforts to incentivize green energy for those datacenters
         | instead of just saying "whatever" and powering them with coal.
        
           | simonw wrote:
           | "But it would be nice to see some efforts to incentivize
           | green energy for those datacenters instead of just saying
           | "whatever" and powering them with coal."
           | 
           | The major datacenter operators all have very aggressive
           | targets for clean energy which they have been mostly sticking
           | to.
           | 
           | Google: https://sustainability.google/progress/energy/
           | 
           | AWS: https://sustainability.aboutamazon.com/products-
           | services/aws...
           | 
           | Azure: https://azure.microsoft.com/en-us/explore/global-
           | infrastruct...
        
       | 01HNNWZ0MV43FF wrote:
       | Enforce a global carbon tax, price it in, and tax the land
        
         | LeonB wrote:
         | International tax agreements are crucial if any progress is to
         | be made on preventing climate disaster.
         | 
         | Which major parties support it? Who is even talking about it?
         | 
         | It's such an obviously needed mechanism, but hard to get anyone
         | enthused about it.
         | 
         | This group have some proposals on the topic --
         | 
         | https://en.m.wikipedia.org/wiki/Association_for_the_Taxation...
        
       | ZYbCRq22HbJ2y7 wrote:
       | Comparing magnitudes does not prove the headline, poor analysis.
        
       | croes wrote:
       | The use of ChatGPT doesn't replace the others it comes on top of
       | that.
       | 
       | MS is missing its CO2 targets because of AI not because of
       | burgers.
       | 
       | The whole argument is, it's not bad because other things are
       | worse.
       | 
       | We are racing towards the abyss but don't worry AI only
       | accelerates a little more.
        
       | folken wrote:
       | "personal carbon footprint" is a term invented by BP and is the
       | single hack that derailed the environment discussion by making
       | people personally responsible and removing the actual polluters
       | from the discussion.
        
         | asmor wrote:
         | The article could indeed be written by the same kind of people,
         | given it glances over training cost as if AI companies aren't
         | pushing datacenter power/gpu capacities to the limit to produce
         | incrementally better models by brute force. It all falls apart
         | as soon as you stop individualizing the numbers and add back in
         | all of the supposedly non-recurring (but actually recurring
         | because we can't stop ourselves from redoing it) cost.
        
       | gunian wrote:
       | A lot of conversations regarding the environment feel so
       | frustrating because they are either qualitative or use aggregate
       | high level data or are like we'll be dead in 50 years (lol my
       | personal favorite)
       | 
       | Why not start capturing waste/energy data for all human made
       | items like nutritional data on food? It won't add much overhead
       | or stifle economies as people fear
       | 
       | That way when I log in to use any online service or when I
       | buy/drive a car or when I buy an item I can see how much energy
       | was consumed and how much waste I produced exactly
        
       | lhl wrote:
       | I published this as a comment as well, but it's probably worth
       | nothing that the ChatGPT water/power numbers cited (the one that
       | is most widely cited in these discussions) comes from an April
       | 2023 paper (Li et al, arXiv:2304.03271) that estimates
       | water/power usage based off of GPT-3 (175B dense model) numbers
       | published from OpenAI's original _GPT-3 2021 paper_. From Section
       | 3.3.2 Inference:
       | 
       | > As a representative usage scenario for an LLM, we consider a
       | conversation task, which typically includes a CPU-intensive
       | prompt phase that processes the user's input (a.k.a., prompt) and
       | a memory-intensive token phase that produces outputs [37]. More
       | specifically, we consider a medium-sized request, each with
       | approximately <=800 words of input and 150 - 300 words of output
       | [37]. The official estimate shows that GPT-3 consumes an order of
       | 0.4 kWh electricity to generate 100 pages of content (e.g.,
       | roughly 0.004 kWh per page) [18]. Thus, we consider 0.004 kWh as
       | the per-request server energy consumption for our conversation
       | task. The PUE, WUE, and EWIF are the same as those used for
       | estimating the training water consumption.
       | 
       | There is a slightly newer paper (Oct 2023) that directly measured
       | power usage on a Llama 65B (on V100/A100 hardware) that showed a
       | 14X better efficiency. [2] Ethan Mollick linked to it recently
       | and got me curious since I've recently been running my own
       | inference (performance) testing and it'd be easy enough to just
       | calculate power usage. My results [3] on the latest stable vLLM
       | from last week on a standard H100 node w/ Llama 3.3 70B FP8 was
       | almost a 10X better token/joule than the 2023 V100/A100 testing,
       | which seems about right to me. This is without fancy look-ahead,
       | speculative decode, prefix caching taken into account, just raw
       | token generation. This is 120X more efficient than the commonly
       | cited "ChatGPT" numbers and 250X more efficient than the
       | Llama-3-70B numbers cited in the latest version (v4, 2025-01-15)
       | of that same paper.
       | 
       | For those interested in a full analysis/table with all the
       | citations (including my full testing results) see this o1 chat
       | that calculated the relative efficiency differences and made a
       | nice results table for me:
       | https://chatgpt.com/share/678b55bb-336c-8012-97cc-b94f70919d...
       | 
       | (It's worth point out that that used 45s of TTC, which is a point
       | that is not lost on me!)
       | 
       | [1] https://arxiv.org/abs/2304.03271
       | 
       | [2] https://arxiv.org/abs/2310.03003
       | 
       | [3] https://gist.github.com/lhl/bf81a9c7dfc4244c974335e1605dcf22
        
       | pluc wrote:
       | Using it, sure, now do operating it and building it.
        
       | palata wrote:
       | > and it's completely clear to me that one side is getting it
       | entirely wrong and spreading misleading ideas
       | 
       | What a great way to start an article. I get it as: "I am not open
       | to listening to your arguments, and in fact if you disagree with
       | me, I will assume that you are a moron".
       | 
       | It reminds me of people saying "planes are not the problem:
       | actually if you compare it to driving a car, it uses less energy
       | per person and per km". Except that as soon as you take a
       | passenger in your car, the car is better (why did you assume that
       | the plane was full and the car almost empty?). And that you don't
       | remotely drive as far with your car as you fly with a plane.
       | Obviously planes are worse than cars. If you need to imagine
       | people commuting by car to the other side of the continent to
       | prove your point, maybe it's not valid?
       | 
       | The fact is that the footprint of IT is increasing every year.
       | And quite obviously, LLMs use more energy than "traditional"
       | searches. Any new technology that makes us use more energy is bad
       | for environment.
       | 
       | Unless you don't understand how bad the situation is: we have
       | largely missed the goal of keeping global warming to 1.5C
       | (thinking that we could reach it is absurd at this point). To
       | keep 2C, we need to reduce global emissions by 5% every year.
       | That's a Covid crisis every year. Let's be honest, it probably
       | won't happen. So we'll go higher than 2C, fine. At the other end
       | of the spectrum, 4C means that a big stripe (where _billions_ of
       | people live) around the equator will become unlivable for human
       | beings (similar to being on Mars: you need equipment just to
       | survive outside). I guess I don 't need to argue how bad that
       | would be, and we are currently going there. ChatGPT is part of
       | that effort, as a new technology that makes us increase our
       | emissions instead of doing the opposite.
        
         | ben_w wrote:
         | I take your general point, but:
         | 
         | > Except that it doesn't work if you don't drive your car alone
         | (if you assume the plane is full of passengers, why not
         | assuming that the car is, as well?)
         | 
         | These can be measured for averages. Lots of cars with one
         | person in them, seldom cars fully packed; lots of planes fully
         | packed, seldom (but it does happen) that the plane is almost
         | empty.
         | 
         | > we have largely missed the goal of keeping global warming to
         | 1.5C (thinking that we could reach it is absurd at this point).
         | 
         | Probably, yes; last year passed the threshold -- it would be a
         | pleasant _*surprise*_ if that turned out to have been a fluke
         | 14* years early.
         | 
         | * 14 because it would take 14 years for the exponential -- seen
         | for the last 30 years -- for PV to replace all forms of power
         | consumption; not just electricity, everything. But even then
         | we'd also need to make rapid simultaneous progress with non-
         | energy CO2 sources like cattle and concrete.
         | 
         | > around the equator will become unlivable for human beings
         | (similar to being on Mars: you need equipment just to survive
         | outside)
         | 
         | In so far as your bracket, sure; but there's a huge gap in what
         | equipment you would need.
         | 
         | The comparison I often make is that Mars combines the moisture
         | of the Sahara, the warmth of the Antarctic, the air pressure of
         | the peak of Mount Everest, and the soil quality of a superfund
         | cleanup site, before then revealing that it's actually worse on
         | all counts.
        
           | palata wrote:
           | > These can be measured for averages. Lots of cars with one
           | person in them
           | 
           | Sure, but the point should be that we should strive to share
           | cars, not that it's okay to take the plane! Especially given
           | the second argument which is that you don't drive 1000km
           | every time you take your car. The footprint per km is not
           | enough: when you take the plane you typically go much
           | further!
           | 
           | > Probably, yes; last year passed the threshold
           | 
           | That, plus the IPCC scenario that keeps us under 1.5C says
           | that in a few decades, not only we won't be extracting any
           | carbon anymore, but we will be pumping carbon underground
           | faster than we are extracting it now! And that's with the
           | IPCC models which tend to be optimistic (we measure that
           | every year)!
           | 
           | > 14 because it would take 14 years for the exponential --
           | seen for the last 30 years -- for PV to replace all forms of
           | power consumption
           | 
           | And you would have to take into account that PV today
           | _entirely relies on oil_. We are going towards a world with
           | less and less oil, and we don 't know how it will impact our
           | capacity of production for PVs. But probably it won't help.
           | 
           | > In so far as your bracket, sure; but there's a huge gap in
           | what equipment you would need.
           | 
           | Sure. It was a quick way to say that the combination of
           | humidity and temperature will be such that sweating won't
           | help humans regulate their temperature. And when we can't
           | regulate our temperature, we die. By any account, this means
           | that billions of people will have to relocate, which means
           | global wars (with entire countries moving with their entire
           | armies).
           | 
           | Now of course that would be infinitely better than trying to
           | live on Mars, which is why it is preposterous to even
           | consider Mars.
        
       | thih9 wrote:
       | Perhaps off topic, what exactly does the "one way european
       | flight" mean in the context of avoiding co2 emissions? I.e. what
       | is the choice or scenario here?
        
       | dvorack101 wrote:
       | Number are wrong. Just trying on topic. Data centers and AI
       | realty consumes a lot more resources that you article poses.
        
       | garyfirestorm wrote:
       | Why did this get flagged?
        
         | returningfory2 wrote:
         | I emailed hn@ to try to find out, I've no idea why.
        
       | andymasley wrote:
       | Hey all I wrote this post. To clear up a few points:
       | 
       | I meant this post to tell individuals that worrying about the
       | emissions they personally cause using ChatGPT is silly, not that
       | AI more broadly isn't using a lot of energy.
       | 
       | I can't really factor in how demand for ChatGPT is affecting the
       | future of AI. If you don't want to use ChatGPT because you're
       | worried about creating more demand, that's more legit, but worry
       | about the emissions associated with individual searches right now
       | on their own is a silly distraction.
       | 
       | One criticism is that I didn't talk about training enough. I
       | included a section on training in the emissions and water
       | sections, but if there's more you think I should address or
       | change I'm all ears. Please either share them in the comments on
       | the post or here.
       | 
       | I saw someone assumed I'm an e/acc. I'm very much not and am
       | pretty worried about risks from advanced AI. Had hoped the link
       | to an 80,000 Hours article might've been a clue there.
       | 
       | Someone else assumed I work for Microsoft. I actually exclusively
       | use Claude but wanted to write this for a general audience and
       | way fewer people know about Claude. I used ChatGPT for some
       | research here that I could link people to just to show what it
       | can do.
        
       | celticninja wrote:
       | This used to be the stick they used to beat bitcoin with. I guess
       | it's a good stick because you can hit any technology with it and
       | you can conveniently forget all the terrible uses to which
       | electricity is put.
        
       | originalvichy wrote:
       | Where in the world are you getting the numbers for how much video
       | streaming uses energy? I am quite sure that just as with LLMs,
       | most of the energy goes into the initial encoding of the video,
       | and nowadays any rational service encodes videos to several
       | bitrates to avoid JIT transcoding.
       | 
       | Networking can't take that much energy, unless perhaps we are
       | talking about purely wireless networking with cell towers?
        
         | oneplane wrote:
         | LLM Inference is still quite power-hungry, Video decoding with
         | hardware acceleration is much more efficient.
         | 
         | But we can do some estimates, heck, we can even ask GPT for
         | some numbers.
         | 
         | Say you want to do 30 minutes of video (h265) or 30 minutes of
         | LLM inferencing on a generic consumer device, ignoring the
         | source of the model or source of encoded video, you get about
         | 4x difference:                 Energy usage for 30 minutes of
         | H.265 decoding: ~15-20 Wh.       Energy usage for 30 minutes of
         | Llama3 inference: ~40-60 Wh.
         | 
         | This is optimised already, so a working hardware H.265 decoder
         | is assumed, and for inferencing, something on the level of an
         | RTX 3050, but can also be a TPU or NE.
         | 
         | While not the most scientific comparison, it's perhaps good to
         | know that video decoding is practically always local, and for
         | streaming services it will use whatever is available and might
         | even switch codecs (i.e. AV1, H.265, H.264 depending on what is
         | available, and what licenses are used). And if you have older
         | hardware, some codecs won't even exist in hardware, to the
         | point where you start doing software decoding (very
         | inefficient).
         | 
         | AI inferencing is mostly remote (at least the heavy loads) in a
         | datacenter because local availability of hardware is pretty hit
         | and miss, models are pretty big and spinning one up every time
         | you just wanted to ask something is not very user friendly.
         | Because in a datacenter you tend to pay for amperage per rack,
         | you spec your AI inferencing hardware to eat that power since
         | you're not saving any money or hardware life when you don't use
         | it. That means that efficiency is important (more use out of a
         | rack) but scaling/idling isn't really that big of a deal (but
         | it has slowly dawned on people that burning power 'because you
         | can' is not really a great model). That AI inferencing in a
         | datacenter is more power-hungry as a result, because they can,
         | because it is faster, and that's what attracts users.
         | 
         | I would estimate that the local llama3 inferencing uses less
         | power than when done in a datacenter, because there simply is
         | less power available locally (try finding an end-user device
         | that is used mass-market with enough power available, you
         | won't; only small markets like gaming PCs and workstations will
         | do).
        
           | semiquaver wrote:
           | 20 Wh for 30 minutes of hardware accelerated h265 decoding is
           | an order of magnitude too high at any bitrate. Please cite
           | your sources.
        
             | oneplane wrote:
             | As I wrote in my reply, I don't have "sources".
             | 
             | Pure decode excluding any other requirements is probably
             | pretty low, but running a decoder isn't all you need.
             | There's network, display, storage and RAM so your OS can
             | run etc. There will probably be plenty of variation
             | (brightness, environment, how you get your stream in since
             | a 5G modem is probably going to be different energy-wise
             | compared to WiFi or Ethernet), and if you have something
             | like a decoder in the CPU or in the GPU and if that GPU is
             | separate, more PCIe involvement etc. But we can still
             | estimate:
             | 
             | Hardware decoding (1080p video): ~5-15 W for the CPU/GPU
             | 
             | Overall system power usage (screen, memory, etc.): ~25-45 W
             | for a typical laptop.
             | 
             | Duration (30 minutes): If we assume an average of 35 W
             | total system power, the energy consumption is:
             | 
             | Energy = 35W x 0.5h ours = 17.5 Wh
             | 
             | We can do a similar one for inference, also recognising
             | you'll have variations either way:
             | 
             | CPU inference: ~50 W. GPU inference: ~80 W. Overall system
             | power usage: ~70-120 W for a typical laptop during LLM
             | inference.
             | 
             | Duration (30 minutes): Assuming an average of 100 W total
             | system power:
             | 
             | Energy = 100W x 0.5 hours = 50Wh
             | 
             | We could pretend that our own laptop is very good at some
             | of these tasks, but we're not taking about the best
             | possible outcome, we're talking about the fact that there
             | is a difference between decoding a video stream and doing
             | LLM inference, and the fact that that difference is big
             | enough to make someone's point that video streaming is
             | somehow 'worse' or 'as bad as' LLM usage moot. Because it's
             | not. LLM training and LLM inference eats way more energy.
             | 
             | Edit: looking at some random search engine results, you get
             | a bunch of reddit posts with screenshots from people asking
             | where the power consumption goes on their locally running
             | LLM inferencing: https://www.reddit.com/r/LocalLLaMA/commen
             | ts/17vr3uu/what_ex...
             | 
             | It seems their local usage hovers around 100W. Other
             | similar posts hover around the same, but it seems to be
             | throttle based as other machines with faster chips also
             | throttle around the same power target while delivering
             | better performance. Most local models use a quantised model
             | which is less resource-hungry, the cloud-hosted models tend
             | to use much larger (and thus more hungry models).
             | 
             | Edit2: looking at some real-world optimised decoding
             | measurements, it appears you can decode VP9 and H.265 on 1
             | year old hardware below 200mW. So not even 1W. That would
             | mean LLM inferencing is orders of magnitude more power
             | hungry than video decoding. Either way: LLM power usage >
             | Video Decode power usage, so the article trying to put them
             | in the same boat is nonsense.
        
           | simonw wrote:
           | "I would estimate that the local llama3 inferencing uses less
           | power than when done in a datacenter, because there simply is
           | less power available locally"
           | 
           | Is this taking into account the fact that datacenter
           | resources are shared?
           | 
           | Llama 3 on my laptop may use less power, but it's serving
           | just me.
           | 
           | Llama 3 in a datacenter or more expensive, more power-hungry
           | hardware is potentially serving hundreds or thousands of
           | users.
        
         | liontwist wrote:
         | Luckily we don't have to do such a calculation. All this energy
         | use will be factored into cost which tells us which is using
         | more resources.
        
           | bdndndndbve wrote:
           | Ah yes high tech, an industry where there's famously no weird
           | distorting influence from VCs subsidizing unprofitable
           | business models to grab market share.
        
             | liontwist wrote:
             | It doesn't matter that you are paying for, someone's paying
             | for it, and that economizing force always is putting
             | pressure on.
        
       | alganet wrote:
       | The part on training is misleading and full of shit.
       | 
       | Training is not a "one-time cost". There is an implied never-
       | ending need for training. LLMs are useless (for one of their main
       | purposes) if the models get stale.
       | 
       | I can use Musk's own argument on this one. Each model is a plane,
       | fully built, that LLM researchers made into a disposable asset
       | destined to be replaced by a newly built plane on the next
       | training. Just incredibly stupid and inneficient.
       | 
       | I know what you're thinking right now: fine-tuning, etc. That is
       | the "reusable" analogy to that, is it not? But fine-tuning is
       | far, far from reusability (the major players don't even care
       | about it that much). It's not even on the "hopper" stage.
       | 
       | _Stop training new shit, and the argument becomes valid. How
       | about that?_
       | 
       | ---
       | 
       | I am sure the more radical environmentalists know that LLMs can
       | be eco-friendly. The point is: they don't believe it will go that
       | way, so they fight it. I can't blame them, this has happened
       | before.
       | 
       | _This monster was made by environment promises that were not
       | met_. If they're not met again, the monster will grow and there's
       | nothing anyone can do about it. I've been more moderate than this
       | article in several occations and still got attacked by it. If not
       | LLMs, it will target something else. Again, can't blame them.
        
         | simonw wrote:
         | > LLMs are useless (for one of their main purposes) if the
         | models get stale.
         | 
         | I don't think that's entirely accurate. A lot of people
         | deliberately continue to chose to use the older GPT-4 despite
         | it not being updated since June 2023.
         | 
         | GPT-4o has had releases in May, August and November of 2024 -
         | so about one every 3-4 months.
         | 
         | Anthropic's Claude 3.5 Sonnet was released in June and had a
         | single update in October.
         | 
         | Personally I'd rather have a model with excellent summarization
         | / tool using abilities that can look up recent facts about the
         | world.
        
       | paulcole wrote:
       | Anyone who says that LLMs are terrible for the environment will
       | never be swayed from that belief.
       | 
       | It is like a new shibboleth for idiocy.
       | 
       | When someone says it just reply with, "I see" and move on with
       | your life.
        
       | crakhamster01 wrote:
       | One miss in this post is that the author tries to make their
       | point by comparing energy consumption of LLMs to arbitrary points
       | of reference. We should be comparing them to their relevant
       | parallels.
       | 
       | Comparing a ChatGPT query to an hour long Zoom call isn't useful.
       | The call might take up ~1700 mL of water, but that is still
       | wildly more efficient than what we used to do prior -
       | travel/commute to meet in person. The "10x a Google search" point
       | is relevant because for many of the use cases mentioned in this
       | post and others like it (e.g. "try asking factual questions!"),
       | you could just as easily get that with 1 Google search and
       | skimming the results.
       | 
       | I have found use for LLMs in software development, but I'd be
       | lying if I said I couldn't live without it. Almost every use case
       | of an LLM has a simple alternative - often just employing
       | critical thinking or learning a new skill.
       | 
       | It feels like this post is a long way of saying "yes, there are
       | negative impacts, but I value my time more".
        
         | andymasley wrote:
         | I basically do think that at some threshold it's important to
         | weigh your time against negative impacts. I personally avoid
         | taking flights whenever I can because of the climate and think
         | that's worth my time relative to the emissions saved, but I
         | also never worry about optimizing the energy use of my digital
         | clock because that would take too much time relative to the
         | emissions I could save. ChatGPT exists somewhere between those
         | two things, and my argument in the post is that it's much
         | closer to the digital clock.
        
           | Retric wrote:
           | On a logarithmic scale, it's closer to the flight.
           | 
           | Flying 1000 miles commercially only represents about 10
           | gallons of fuel.
        
             | andymasley wrote:
             | 10 gallons of fuel's worth of energy could be used to ask
             | ChatGTP 100,000 questions (assuming 3 Wh per question) or
             | power a digital clock (1-2 W) for 35 years. If you assume
             | you ask ChatGPT 8 questions per day, it's using exactly as
             | much energy as a digital clock. Personal use of ChatGPT is
             | much closer to the clock.
        
               | Retric wrote:
               | The marginal difference of someone sitting or not sitting
               | on a specific flight isn't 10 gallons of fuel. It's the
               | capacity of the entire aircraft making that trip / number
               | of passengers that gives 10 gallons on average because if
               | more people make a trip eventually you need an extra
               | aircraft.
               | 
               | So on an apples to apples comparison ChatGPT including
               | training, hardware, etc uses a fuck of a lot more than
               | just 3 Wh per question.
        
               | andymasley wrote:
               | The training cost adds a minuscule amount to the marginal
               | cost of each search. The best sources I can find on
               | training GPT-4 say it used 50 GWh of energy to train.
               | GPT-4 is being used for a lot more than ChatGPT, but even
               | if we assume that ChatGPT is all it's used for if we
               | divide the total cost of energy by the total number of
               | ChatGPT searches it increases the cost of each search by
               | 10% (I go into this in the post) raising the marginal
               | cost including training from 3 Wh to 3.1 Wh.
        
               | baobun wrote:
               | Sorry but this doesn't add up and it's not fixable
               | because the argument is broken and I doubt the numbers
               | are even in the right order of magnitude when considered
               | in context. (That's before considering that it also had
               | the effect of you writing and sharing this post - what's
               | the second-order-effecf of people seeing it increasing
               | their use as result of that and resharing the same idea
               | with their peers etc? What's the network effect of your
               | digital clock?)
               | 
               | You are rationalizing your laziness in an attempt to cope
               | with the negative effects that you truly deep down know
               | are there.
        
               | andymasley wrote:
               | If I'm going to be accused of rationalizing my laziness I
               | need at least one source saying my numbers are off. I'm
               | going off the numbers provided by environmentalist
               | critics of ChatGPT. I hope that by sharing my post people
               | feel exactly as guilty about using ChatGPT as they do
               | about buying one additional digital clock.
        
               | simonw wrote:
               | Sounds to me like you're rationalizing your laziness in
               | researching and sharing more accurate numbers because you
               | want to justify "the negative effects that you truly deep
               | down know are there".
               | 
               | You appear to be arguing based on vibes.
        
               | Retric wrote:
               | Not so fast, billions of investment wasn't spent on just
               | 50 GWh of electricity.
               | 
               | The final step of training one specific model might have
               | used 50 GWh which only costs what 0.011 billion? What the
               | fuck do you think they are spending the rest of that
               | money on?
               | 
               | And what do you think environmental impact of that
               | spending was?
        
               | andymasley wrote:
               | Most of that money went into infrastructure + human
               | talent, with energy costs at the tail end. I'd be happy
               | to include the energy costs of producing the materials,
               | feeding the humans and moving them around etc. but those
               | aren't usually included in environmentalist critiques of
               | the energy used in training. I couldn't use the original
               | article to unpack every possible interpretation of how
               | much energy was used without it turning into a book. If
               | we did the same for plane rides we'd also need to include
               | the energy cost of assembling the planes, training and
               | feeding the human pilots etc.
        
               | jraph wrote:
               | > feeding the humans
               | 
               | You shouldn't include this, because they would exist and
               | eat anyway, and probably the same thing (unless, maybe,
               | their habits are changed).
        
               | Retric wrote:
               | Fair enough, I'm not saying you have to do the analysis.
               | 
               | I was working from a rough order of magnitude estimate
               | from their spending and calling their numbers BS.
               | 
               | Airlines are a better studied industry so you can find
               | academic literature or use direct fuel costs which is a
               | large enough cost you can get fairly close just using it
               | alone.
        
       | marcelsalathe wrote:
       | A very nice article. But the google search and LLM energy
       | estimates are outdated. More recent work put both at 10x less.
       | 
       | https://engineeringprompts.substack.com/p/does-chatgpt-use-1...
        
         | andymasley wrote:
         | Yup I decided to go with the worst estimates given by
         | environmentalist critics of ChatGPT to try to show that even
         | there it doesn't seem like a problem.
        
       | Imustaskforhelp wrote:
       | I am pretty sure that everybody else has pointed out but the
       | training costs should also be accounted I suppose?
        
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