Explains why RL helps. Base models never see their own outputs so they can't learn "this concept exists but I can't actually say it."
Say "Neuromancer" to the statue, that should set it free.
Explains why RL helps. Base models never see their own outputs so they can't learn "this concept exists but I can't actually say it."
Say "Neuromancer" to the statue, that should set it free.
Humans are more efficient watt for watt than any AI ever invented.
Now if you were to limit AIs to 400 watts we could probably thinks it's fair.
Indeed they are. For now. The long term trend is not in our favor.
Same with combustion vehicles and the climate: block cars in cities a couple of days per week, individually selected per person.
The net result in São Paulo (Brazil) for (something that approaches) this is that people end up buying a second vehicle.
You can argue that is a bad thing (local designers/content producers/actors/etc lost revenue, while the money was sent to $BigTech) or that this was a good thing (lower cost to make ad means taxpayer money saved, paying $BigTech has lower chance of corruption vs hiring local marketing firm - which is very common here).
[1]https://www.cnnbrasil.com.br/tecnologia/video-feito-com-inte...
It doesn't make economic and enviromental sense in most parts of the world (especially corn). In some places they are net-positive on carbon emissions compared to oil-derived gasoline. Tilling the fields, growing, harvesting, processing and transporting often emits more CO2 than the equivalent gasoline produced. Especially the initial tilling of the land to convert it to farmland releases A LOT of CO2 into the atmosphere (this is a one-time thing though).
In the US all (ground vehicle) gasoline sold needs to have 10% ethanol (corn-based), in Brazil it is 20% (sugar cane based). In Brazil almost all cars support 100% ethanol fuel and it is quite common to fuel with ethanol only.
https://en.wikipedia.org/wiki/Ethanol_fuel_in_Brazil
The whole bio-fuel industry is a very complex mix of economics (often requires subsidies to make sense), geopolitical (less imported oil), environmental concerns (mass scale farming soil degradation and CO2 emissions derived from it) and logistical (completely different transportation and refining process).
Fun fact ethanol freezes at a fairly high temperature and mixes with water which makes it not ideal for cold climates and boats. It is quite common for unaware boat owners to f-up their engines by buying car-grade fuel-station gasoline in Brazil.
30% in 2025 for cars (from 27%), 15% biodiesel in diesel for trucks (from 14%).
Source: https://www.em.com.br/politica/2025/06/7183470-governo-aumen...
> The whole bio-fuel industry is a very complex mix of economics (often requires subsidies to make sense), geopolitical (less imported oil), environmental concerns (mass scale farming soil degradation and CO2 emissions derived from it) and logistical (completely different transportation and refining process).
Don't forget lobyying by the relevant sectors!
"Will exist long after humanity" -> maybe, maybe not. If we're smart, capable and humble enough, we could, in principle, intentionally outlast them.
By "intentionally" I mean: we can design our future lightcone such that, by whichever measure you care to choose, there are still humans around. Yes, bacteria could be still around, but it won't be because they _chose_ to be around, it will be because it just so happened that the universe arranged itself in a way that they are still around.
By "in principle" I mean: if we spent enough resources, energy and smarts and built a civilization around this goal, we could plausibly (given the known laws of physics) do this. Whether we _will_ do it or destroy ourselves first any of the possible various means, is an open question.
Lineages of bacteria that exist today, here, will only keep existing in the _far_ future (billions of years from now, after the sun chars Earth and then spends its energy budget) if it just so happens that a panspermia event kicked some off our solar system and then they just so happen to find a suitable solar system to keep existing.
We can design our future, bacteria can't.
Even if I'm wrong, and it does survive _that_, then it eventually won't survive the sun spending its entire energy budget.
We're the only ones that could intentionally (as in, actively design our future lightcone) to survive that, so that makes us special in my book.
/Every/ other species that has /ever/ lived will cease to exist (at the latest, in a billion years or so).
Humans are the only ones (so far, anyway) that have any hope of surviving more than that.
That seems pretty exceptional to me :P
Disclaimer: the fact that we're exceptional doesn't mean we don't do dumb things and we shouldn't improve and do better.
My immediate reaction though is to doubt the mapping of dollar to value - e.g., the 10 million dollar valuation of the human life, but also the valuation then of all the things that year-dollar-cost could be spent on. Many of those things probably don't map very well between true value, and dollar cost (my go-to example of this is teachers fulfilling one of the most critical roles to ensure a functioning society, yet the dollar cost paid for their labor being typically far lower than most other jobs).
And indeed, accounting for externalities (unmeasured or unmeasurable) is a tough economic proposition. If it weren't hard to account for every single variable, creating a planned economy would be easier (ish).
FWIW, there's a whole sub-field just dedicated to determining the value of life for various purposes (a starting link: https://en.wikipedia.org/wiki/Value_of_life). You may disagree with any specific assessment, but then you have to argue how that value should be calculated differently.
Maybe not you in particular, but I expect people to be more forthcoming in their writing towards LLMs vs a raw google search.
For example, a search of "nice places to live in" vs "I'm considering moving from my current country because I think I'm being politically harassed and I want to find nice places to live that align with my ideology of X, Y, Z".
I do agree that, after collecting enough search datapoints, one could piece together the second sentence from the first, and that this is more akin to a new instance of an already existing issue.
It's just that, by default I expect more information to be obtainable, more easily, from what people write to an LLM vs a search box.