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There are AI's that are ethically trained. There are AI's that run on local hardware. We'll eventually need AI ratings to distinguish use types, I suppose.
It's even more complicated than that: "AI" is not even a well-defined term. Back when Quake 3 was still in beta ("the demo"), id Software held a competition to develop "bot AIs" that could be added to a server so players would have something to play against while they waited for more people to join (or you could have players VS bots style matches).
That was over 25 years ago. What kind of "AI" do you think was used back then? 🤣
The AI hater extremists seem to be in two camps:
The data center haters are the strangest, to me. Because there's this default assumption that data centers can never be powered by renewable energy and that AI will never improve to the point where it can all be run locally on people's PCs (and other, personal hardware).
Yet every day there's news suggesting that local AI is performing better and better. It seems inevitable—to me—that "big AI" will go the same route as mainframes.
Power source is only one impact. Water for cooling is even bigger. There are data centers pumping out huge amounts of heat in places like AZ, TX, CA where water is scarce and temps are high.
Is the water "consumed" when used for this purpose? I don't know how data centers do it but it wouldn't seem that it would need to be constantly drawing water from a local system. They could even source it from elsewhere if necessary.
https://thecurrentga.org/2025/08/26/data-centers-consume-massive-amounts-of-water-companies-rarely-tell-the-public-exactly-how-much/
Some use up the water through evaporation, so they constantly draw water. Some "consume" the water, meaning they have a closed system of cooling water, but that uses a lot more electricity than evaporative cooling, which also uses water to generate.
Data centers typically use closed loop cooling systems but those do still lose a bit of water each day that needs to be replaced. It's not much—compared to the size of the data center—but it's still a non-trivial amount.
A study recently came out (it was talked about extensively on the Science VS podcast) that said that a long conversation with an AI chat bot (e.g. ChatGPT) could use up to half a liter of water—in the worst case scenario.
This statistic has been used in the news quite a lot recently but it's a bad statistic: That water usage counts the water used by the power plant (for its own cooling). That's typically water that would come from ponds and similar that would've been built right alongside the power plant (your classic "cooling pond"). So it's not like the data centers are using 0.5L of fresh water that could be going to people's homes.
For reference, the actual data center water usage is 12% of that 0.5L: 0.06L of water (for a long chat). Also remember: This is the worst-case scenario with a very poorly-engineered data center.
Another stat from the study that's relevant: Generating images uses much less energy/water than chat. However, generating videos uses up an order of magnitude more than both (combined).
So if you want the lowest possible energy usage of modern, generative AI: Use fast (low parameter count), open source models... To generate images 👍