Yeah, I appreciate the nuance too! It's just I don't have anything to really add as I'm the one who misread!

I don't disagree with anything you said but wanted to just weigh in on the more degrees of freedom.

One major thing to consider is that unless we have 24/7 sensor recording with AI out in the real world and a continuous monitoring of sensor/equipment health, we're not going to have the "real" data that the AI triggered on.

Version and model updates will also likely continue to cause drift unless managed through some sort of central distribution service.

Any large Corp will have this organization and review or are in the process of figuring it out. Small NFT/Crypto bros that jump to AI will not.

IMO the space will either head towards larger AI ensembles that tries to understand where an exact rubric is applied vs more AGI human reasoning. Or we'll have to rethink the nuances of our train test and how humans use language to interact with others vs understand the world (we all speak the same language as someone else but there's still a ton of inefficiency)

We are not beyond the emissions reduction stage and will not be until the grid is 100% renewable or other emissions free energy powered.

Switching to clean energy is emissions reduction. Imo should be our #1 priority because we're not reducing power demand without massive societal change.

Amen, only angle I can see someone disagreeing with is trees becoming a potential bank of carbon to be fed back into the atmosphere via fuel for wildfires.

I so wish there were better ways to control forest fires.

From an industry standpoint everything the article says at the end as a critique is correct. We should be playing moneyball, those fans that draw in the particles would be an additional toll on the power grid.

Instead spend the money on removing the emission sources and modernizing our grid/reducing fuel emissions. After weve exhausted low hanging fruit there we'll have to throw money at offset tech.

I suppose we'll have to get the tech made eventually but there's just so much to be reworked on our grids as is.

I really hope this triggers the ruling class to care but I get the feeling it'll be thrown on the pile of other "investments that make money" along with healthcare, working public transit, proper electrical grid, and free college. 🙃

12 yr club here 👍

"Nuclear lover" is a bit harsh. Someone mentioned batteries but another area is in actually buying emissions free energy and proving it for audits or reporting.

An angle that needs to be considered is that any upgrades that need to happen to a power grid in order to connect (in the US) need to be paid for by the party adding to the grid. The US distribution grid is ancient and this actually incentivizes them to do nothing.

One of the major negatives in solar and wind power is the instability of it. I think it's overblown but is a genuine issue. Factor in the massive, massive bill the newer renewable power generator pays and it makes sense to use something more stable to recoup investment. Nuclear is then safer, capital does what it does.

There's also the negative that depending on the contracting for the batteries, the lessOR of the batteries might be able to "claim" the energy credits towards their zero energy claims. This is also how those other solar companies profit off installing them on your house, they take the "green energy credits" and can sell them.

Nuclear doesn't usually have these types of stipulations.

Fwiw most people in the corporate sustainability push (who actually give a damn that is) think net zero is impossible without a significant nuclear push.

Fantastically put!

Predictable issue if you knew the fundamental technology that goes into these models. Hell it should have been obvious it was headed this way to the layperson once they saw the videos and heard the audio.

We're less sensitive to patterns in massive data, the point at which we cant tell fact from ai fiction from the content is before these machines can't tell. Good luck with the FB aunt's.

GANs final goal is to develop content that is indistinguishable... Are we surprised?

Edit since the person below me made a great point. GANs may be limited but there's nothing that says you can't setup a generator and detector llm with the distinct intent to make detectors and generators for the sole purpose of improving the generator.

If only these poor oil producers had some sort of half century or more lead to reap the benefits of their export advantage and diversify their interests. Won't someone think of how unfair it is to ask them to change? /s

It'd be an uphill battle but if someone got into programming via free online courses they could build a resume via collaborating with projects on github. It'd be a way to prove skill without the diploma.

Advice goes the same for anything where you can build a portfolio to demonstrate competency, most people in industries just care about results. This could be photography, graphic design, a physical labor like wood working etc.

Sucks because you'd have to outlay time upfront before maybe getting payed though. Ymmv