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I really admire that you're committed to recycling and waste reduction. Do you have any resources you'd recommend for me to learn more about what's going on in that space and what's being done to combat the acceleration of plastic and electronics waste?

I know it's "not your job" to educate me, but everything I can find on the topic suggests that we don't have a viable path to manage the accelerating growth of waste, and we don't have very effective systems for recycling, so even recyclable waste is mostly just being dumped in landfills because it's more "economical" to just keep churning out products from new materials. I'd be very happy for all of that to be wrong, so any credible source you can point me at to debunk that narrative would be very much appreciated.

Let me know which part was confusing to you

The part where you left out any viable path for any of the hypothetical solutions to be realized 🤷‍♂️ You of all people should know that a blueprint is worthless if there's no process available to build what it describes.

Damn here I am thinking that this is one of the most important parts of civilization.

I mean yeah, I do agree that sanitation and water works are the crowning achievement of human civilization to this very day. But I've gotta say it doesn't inspire confidence if the people running those systems think that concerns about sustainability are something to have a group chuckle about.

Just because the work you do is important doesn't mean it's beyond the scrutiny of ecological sustainability. All your good work won't amount to much in the long run if we can't find a path to reducing consumption and prolonging the viability of these systems. We don't have infinite resources, and our ability to recycle is nowhere near what it needs to be to keep up with economic demand.

Tell you what, why not be the change you want to see in the world and stop flushing your toilet, stop using tap water, stop recycling anything, and don't set your garbage out.

My partner and I are unironically taking the time to research subsistence farming and how to maintain very basic personal water collection and waste removal/reuse systems. We're also learning about perma-computing so that hopefully we can preserve some of the knowledge that humans have accumulated into the future.

We see it as a foregone conclusion that human civilization as we know it will entirely collapse, probably sooner than anyone cares to admit, so we're making contingency plans. People with your dismissive attitude are a big part of why we see it as a forgone conclusion. Because as far as we can tell you're in the 95%+ majority of people on this planet, which means hardly anyone is putting effort into solving these existential problems that we're facing. Problems which you have offered no viable solution to, despite your insistence otherwise.

That isn't my job.

So then you didn't "solve" the impossible problems.

I hope you and your colleagues have a good laugh about how the work you do is contributing to the march towards the end of human civilization as we know it.

I never suggested these problems are impossible to solve, but you haven't solved them in your post because you haven't laid out how to overcome the political and economic resistance to implementing any of this, and that's where the biggest challenge is.

Although I think it's naive to believe that nuclear power and renewable energy can allow us to keep consuming energy recklessly. Renewable energy technology still puts a significant strain on the environment, in terms of mining rare-earth elements, pollution produced during manufacturing, and material waste from devices that have reached end of life. Nuclear energy is rife with controversy.. I used to be firmly in support of it, but I've grown skeptical, largely because of the ecological damage from the mining and construction processes, and we don't have a clear story of what end of life looks like for a nuclear power plant. A plant can only be expected to operate for 40-60 years at which point it needs to be demolished and rebuilt, repeating the massive costs of material waste and construction all over again.

At the end of the day the only way for humanity to survive is for everyone to be reducing their consumption, but I honestly the think the vast majority of people today would rather die and take everyone else down with them than accept more responsible consumption habits.

I can't tell if you're suggesting that foundation models (which is the underpinning technology of LLMs) aren't being used for the things that I said they're being used for, but I can assure you they are, either in commercial R&D or in live commercial products.

The fact that they shouldn't be used for these things is something we can certainly agree on, but the fact remains that they are.

Sources:

• Wayve is using foundation models for driving, and I am under the impression that their neural net extends all the way from sensor input to motor control: https://wayve.ai/thinking/introducing-gaia1/

• Research recommending the use of LLMs for giving financial advice: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4850039

• LLMs for therapy: https://blog.langchain.dev/mental-health-therapy-as-an-llm-state-machine/

So this all goes back to my point that some form of accountability is needed for how these tools get used. I haven't examined the specific legislation proposal enough to give any firm opinion on it, but I think it's a good thing that the conversation is happening in a serious way.

Literally nothing you've said gives any indication that you actually know the current state of foundation model research. I won't claim it's my research specialty, but I work directly with people whose full time job is research and tuning on foundation models, and everything I'm saying is being relayed from conversations that I have with them.

"Cannot ever possibly be used like that".. Like what specifically? To drive a car? That's being done. To give financial advice? That's being done. To console people who are suicidal or at risk of harming themselves? That's being done. To make kill / no kill decisions in an active warzone? It's being considered (if not already being done in secret).

This technology is being used in extremely consequential positions despite having very weak guarantees around safety. This should give any reasonable person pause. I'm not taking any firm stance on whether this specific regulation is the right approach, but if you think there should be no legal accountability for the outcomes of how this technology gets used then I guess you're someone who thinks seatbelts should be optional in cars and it's okay for airplanes to fall out of the sky due to neglect.

Non-deterministic algorithms such as Monte Carlo methods or simulated annealing can still be constrained to an acceptable state space. How to do this effectively for LLMs is a very open question, largely because the state space of the problems that they are applied to is incomprehensibly huge.

That's not what an algorithms researcher means when we talk about "understanding". Obviously we know the mechanism by which it operates, it's not an unknown alien technology that dropped into our laps.

Understanding an algorithm means being able to predict the characteristics of its outputs based on the characteristics of its inputs. E.g. will it give an optimal solution to a problem that we pose? Will its response satisfy certain constraints or fall within certain bounds?

Figuring this stuff out for foundation models is an active area of research, and the absence of this predictability is an enormous safety concern for any use cases where the output can be consequential.

It cannot possibly develop agency.

I don't believe I've suggested anywhere that I think it will, but I'll play around with this concern anyway... There's a lot of discussion going on about having models feed back on themselves to learn from their own output. I don't find it all that hard to imagine that something we could reasonably consider self awareness could be formed by a very complex neural network that is able to consume and process its own outputs. And once self awareness starts to form, it's not that hard for me to imagine a sense of agency following. I have no idea what the model might use that agency for, but I don't think it's all that far fetched to consider the possibility of it happening.

Sure, but this outcome is not at all surprising. There are plenty of smart AI people that have nuanced views of what kind of threat could be posed by recklessly unleashing tools that we don't fully understand into the hands of people who are likely to do harmful things with them.

It's not surprising that those valid nuanced concerns get translated into overly simplistic misrepresentations entangled with pop sci fi panic around rogue AI as they try to move into public discourse.

AI person reporting in. Without saying whether or not I personally believe that the current tools will lead to the end of humanity, I'll point out a few possibilities that I find concerning about what's going on:

• The hype around AI is being used to justify mass layoffs, where humans are being replaced by tools that do a questionable job and can't really understand the things those humans could understand. Whether or not the AI can do as good of a job according to some statical measurement is less relevant than the fact that a human is less likely to make an extremely grave mistake and more likely to be able to recognize when that does happen. I'm concerned this will lead to cross-industry enshitification on an unprecedented scale.

• The foundation models consume a huge amount of energy. The more impressive you want it to be, the more energy it needs. As long as the data centers which run them are dependent on fossil fuels, they'll be pumping a huge amount of carbon in the air just to do replace jobs that we didn't need to have replaced.

• As these tools are used more and more, they're going to end up "learning" from content created by themselves instead of something that's closer to a ground truth. It's hard to predict what kind of degradation of service will come from this, but the more we create systems that rely on these tools, the more harm it will do to us.

• Given the cost and nature of these tools, they're likely to yield the most benefit to moneyed interests that want to automate the systems that maintain their power and wealth. E.g. generating large amounts of convincing disinformation to manipulate the public into supporting politicians or policies that benefit a small number of wealthy people in the short term while locking humanity into a path towards destruction.

And none of this accounts for possible future iterations of AI tools that may be far more capable than what exists today. That future technology will most likely be controlled by powerful people who are primarily interested in using it to bolster the systems that keep them in power, to the detriment of humanity as a whole.

Personally I'm far less concerned about a malicious AI intentionally doing harm to humanity than AI being used as a weapon by unscrupulous people.

And you think lending validity to Israel's claims that its actions are purely to defend itself from a bigoted terrorist threat is going to help anything?

There's an enormous gulf between asking nicely and spreading imagery that implies you want to literally murderer all Israelis. Have you considered that the most effective action may exist somewhere between those two positions? Also I'm very mad at you right now for making me sound like a centrist. Blech.

Yeah every one of these garbage posts come across as a false flag operation aimed at proving that people (especially leftists) who oppose Zionism are violent bigots.

OP, you are literally playing right into the Zionists' hands with this crap.