The one that started shaking more and more as the volume got louder sent me. Sometimes you have to give credit where it's due, even when the result is unusable.
My step-brother had this around 40. He's okay now, but it was a terrible process involving surgery, carrying around a bag, and chemo which aged him significantly during treatment (from no gray hair to all gray in a couple years).
You would have never guessed he was an unhealthy guy by looking at him, but I do assume it has something to do with foods we consider normal in the US. I've taken a page out of Bryan Johnson's book and started eating well over 100% of recommended daily fiber intake (easy and enjoyable if you make some chia seed porridge every morning), and I will say my digestion has never been better. Keeping the system clear seems like a sane first line of defense to preventing this kind of thing.
Yes and no. "Last-gen" (like, from 6 months ago) frontier models do still tend to outperform the best open source models. But some models, especially GLM-5, really have captured whatever circuitry drives pattern matching in the models they were trained off of.
I like this benchmark that competes models against one another in competitive environments, which seems like it can't really be gamed: https://gertlabs.com
> Yes and no. "Last-gen" (like, from 6 months ago) frontier models do still tend to outperform the best open source models
That’s exactly what I said, though. The headline we’re commenting under claims they’re Sonnet 4.5 level but they’re not.
I don’t disagree that they’re powerful for open models. I’m pointing out that anyone reading these headlines who expects a cheap or local Sonnet 4.5 is going to discover that it’s not true.
This seems like one of the best possible use cases for LLMs -- porting old, useful Python/Javascript into faster compiled language code. Something I don't want to do, that requires the type of intelligence that most people agree AI already has (following clear objectives, not needing much creativity or agency).
But if you think it through, it's intractable. You need to 2x+ the transportation cost of all products (it will cost more to get them back for multiple reasons, including products not being as neatly packaged and often going from many-to-one transportation to many-to-many). Companies also need to double their specializations and adopt recycling processes that will largely be redundant with other companies; you basically make it impossible for small companies to make complicated products. And are we including food products, the majority of trash? It makes a lot more sense to centralize waste repurposing and benefit from economies of scale.
Waste management is already a very profitable industry. Of course, it's wasteful, just burying stuff, and environmentally harmful. But I'm of the opinion that it will soon be economically viable to start mining landfills for different types of enriched materials, and government subsidies could bridge the gap for things that are of greater public interest to recycle.
I've been working on the software side of the technology needed to do this in my spare time for a couple years, waiting for some hardware advancements.
> You need to 2x+ the transportation cost of all products
As with all economics, it's not a one-way street. A change in conditions causes a change in behavior. Increased costs will cause a change in how products are designed, manufactured, used. If one-time use cost goes through the roof, suddenly all vapes will be multi-use. Plastic bottles will disappear in favor of dispensers and multi-use bottles. Not all of them, but most of.
It's about incentives in a dynamic system, not spot bans in an otherwise static world.
Why would 2x the transportation cost be intractable, but ruining the environment, killing life in the oceans, destroying the basis of our future food production, etc, be tractable?
> You need to 2x+ the transportation cost of all products... Companies also need to double their specializations and adopt recycling processes that will largely be redundant with other companies
I think 3rd parties would spring up to deal with that stuff
Maybe they could use big trucks that just collect all refuse from the curb. And maybe that is something that the city should do so that we don’t have a dozen trucks collecting a dozen different trash cans from every house.
That was tried, and what ultimately occured was disgusting.
The world was full of new computers popping up and every middle class or above person buying new ones like they do with iphones now. Companies started recycling programs, and many immediately went the route of corruption. They would pack up shipping containers full of ewaste, with 40-50% reusable items, and the rest junk, allowing them to skirt the rules. These containers would end up in 3rd world countries, with people standing over a burning pile of ewaste, filtering out reusable metals. There was, at one point, even images of children doing this work. The usable items were sold dirt cheap, with no data erasing, leading to large amounts of data theft, and being able to buy pages of active credit card numbers for a dollar.
We are talking about less critical things now, like vape pens, but its not a far throw for it to instantly become an actually bad idea to let other companies do the recycling. Make the manufacturer deal with it, or even the city/state, via public intake locations (like was mentioned of switzerland in another part of this thread)
As far as i know a large portion of what i described shutdown after it came to light, although i would not be the least bit surprised if it was still happening in some capacity, or even in full under the disguise of something else
I've had great results, and every workout I do consists of an exercise I can do at least 20 reps of for the first set, sometimes going up to 50. I can still gain strength by increasing the weight slowly week by week but maintaining a high level of reps. I don't think it takes longer at the gym -- just do 2 sets per motion instead of the more common 3-5. The breaks in between sets at the gym are the real time sink. Plus, you get lean muscle with high endurance, and virtually no injuries. Last tip: put your phone/music in a locker while you're at the gym if you want to both improve your workout, save time, and practice being more present.
It seems like they fixed the most obvious issue with the last release, where codex would just refuse to do its job... if it seemed difficult or context usage was getting above 60% or so. Good job on the post-training improvements.
The benchmark changes are incredible, but I have yet to notice a difference in my codebases as of yet.
Is there something similar with twice the memory/bandwidth? That's a use case that I would seriously consider to run any frontier open source model locally, at usable speed. 128GB is almost enough.
Fill up the memory with a large model, and most of your memory bandwidth will be waiting on compute shaders. Seems like a waste of $5,000 but you do you.
It was the only thing to be optimistic about in this administration, but it sure didn't last long. We should all know that this was the last attempt that had a chance of addressing the national debt -- the only other way out is extreme inflation.
Musk was absolutely the wrong guy for the job. He doesn't have the patience to spend 4 years carefully poring over government expenses, nor the security clearance (AFAIK) to address pentagon spending. Plus, I don't think he's humble enough to bring in people who actually know what to look for.
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