We'll likely see a transformation in how frontier models are trained as a result of a push towards local inference. While it seems unlikely now, given current pricing for RAM, in 10-15 years it's not unthinkable to assume we could see individual machines with 10-12TB (and well beyond that) of RAM which are accessible to the GPU. Min/max system RAM increased a LOT from 2010-2025 and largely because it was cheap. Once the hyperscalers aren't generating revenue for the RAM manufacturers, I wouldn't be surprised to see a massive push towards consumers in order to maintain gross profit. Not to mention new players who enter the market because the margins are measurably absurd right now.
At some point there will be diminishing returns towards the "just throw more RAM at it" approach the current frontier models are taking. Commoditization is just as inevitable as it ever was... and in doing so will enable actual leaps of what AI/ML is capable of. That's not to say there won't be a place for 99.999999% accurate vs 99.99999% but those cases will be limited and likely prime to disruption based on real innovation vs access to capital.
If we as individuals were sued it surely would be at least an order of magnitude difference between what is required from us vs Anthropic or OpenAI. That’s even completely ignoring the marginal utility of money. It is absolutely a subsidy. It’s just less fair because that power, to pay pennies on the dollar, is only given to corporations.
I am confused by this comment. The root problem was the wrong abstraction was implemented. Then it was duplicated. Had there been no abstraction, it would not have been duplicated so readily? Am I missing something?
The same problem exists, and I think is unfathomably worse, when the wrong abstraction is used throughout a code base.
Abstractions are a form of coupling, and coupling can be good, if the components are truly interdependent, and have a well defined domain. The problem with most abstractions, and I’ve seen this time and time again, is that they become brittle, are over used, and the cost of maintaining them grows exponentially with the size of the code base. With the reason for the cost ballooning being the system has disparate components that look interrelated but are absolutely not. Once you give someone a hammer they tend to assume everything is a nail.
The biggest problem, IMHO, is that abstractions are often used where a pattern would be more effective, easier to maintain, and easier to iterate on. And the primary difference between a pattern and an abstraction really comes down to coupling. Patterns remain decoupled, abstractions are tightly coupled.
And to be clear, I will and do use abstractions, when and where they make sense. But only after clear patterns emerge, and it’s been proven that components are truly coupled.
I will gladly die on the hill, that abstractions are measurably worse than duplication an overwhelming amount of the time. They’re often nothing more than a form of premature optimization.
It’s not at all. They’re wildly different substances. All the synthetic approximations of weed or imitations are categorically different substances. Comparing weed to “spice” is like comparing alcohol to Rohypnol. They’re materially different compounds and effects are dramatically different even if there’s a marginal similarity.
And FWIW- I used to know body builders who would take Rohypnol in extremely small doses because it’d make them feel drunk without the calories.
Which, tangentially, is insane considering how fucked up I was from (what I assume was) Rohypnol— as it was the most insanely drunk I’ve ever felt after consuming a single beer. I wasn’t the intended target, but all things considered I’m glad I was the one who had to tank it because the alternative would’ve been awful (one of the ladies in my group who got the beers).
I’ve never seen someone stoned outta their mind get into a fight with strangers, friends, or beat their spouse. I have seen drunk people do that though. I’ve been attacked by drunks myself. I’ve never been attacked by someone who is high as fuck. And I spent years smoking, and hanging out with a huge amount of folks who smoked weed.
The connotation that because marijuana is an “illegal drug” in some places means those people are more inclined to violence is borderline absurd. Violence is more likely to happen to producers, and sellers, because they have no access to the police. Producers and sellers are also categorically different than someone buying it to consume it.
Can someone who consumes weed be violent? Sure, but I would highly suspect it’s correlation and not causation.
This is an absurd take since the referenced chips in the article are all desktop parts, and the power usage is dwarfed by any “modern” (within the last five years) GPU.
There are many people, myself included who opt to use security features like this. All this does is reduce security for folks without any legitimate reason. “Power consumption” is absolutely not a valid excuse to completely disable it.
I’ve been a fan of AMD for a while now but they’re really jumping the shark these days. It’s a real shit situation we’re all in because of the lack of competition in consumer CPUs. I can only hope things like RISCV take off sooner than later.
That’s what I would do that personally. I hate wrappers around native SDKs. But I also learned them.
A lot of folks assume mobile apps are “difficult” because of the underlying language. But it’s not the language that’s an issue, it’s the SDKs. They’re so wildly different from each other, and the way things work on the web, that it’s (IMHO) a losing proposition to do so.
That’s not to say things like Blazor or React Native don’t have a place but that place is one that’s inherently difficult to maintain without huge amounts of ongoing effort and capital invested in non user facing features.
I’m not sure how I feel about the CSS integration. Nor the collocated JS that was somewhat recently released.
On one hand, yes it is convenient, but on the other it could become a huge mess. It reminds me of Rails 2.x where it became almost impossible to debug, or fix front end code that used rjs or whatever it was called. Because disparate snippets of JS were littered throughout your code base in files that were hard to find.
I’m sure the Phoenix team has put a lot of effort into it, and I truly hope it slaps. I myself am just really hesitant to use it, when CSS files and non colocated JS work just fine. I’ll probably be waiting a couple years before giving it a try
There have been efforts to make LiveView native, but it’s extremely difficult to do so, and thus far (to my knowledge) all have failed.
I was thinking about this the other day because carsandbids (Doug DeMuro’s car auction site) uses Blazor (at least as far as I can tell). And I think that’s one of its biggest advantages of Blazor—- is that it is capable of producing native apps and web apps while LiveView is resolutely not. And that’s because Microsoft can pay for it (or at least sponsor huge amounts of supporting infrastructure).
And FWIW— that’s an extremely difficult problem to solve. It requires an enormous amount of funding, both a huge team capable of both understanding Android and iOS SDKs and capital to employ folks on pure engineering challenges (hence why MS or Meta can). End users don’t care if it’s made with LiveView, Blazor, React, Java, SwiftUI, et. al. And, the list of companies that can facilitate that long term is extremely small.
There’s also the issue of OTP being non-trivial to implement or meaningfully transpile into another language/runtime. Erlang, BEAM, and OTP were made together for each other in a very peculiar and specific way, for a specific set of problems, and if it wasn’t a necessity that they were developed together it would be a dead language, runtime, and platform (and for the record it’s absolutely not).
While I think it’s outrageous to send invoices to folks who aren’t paying customers… I’m a little surprised the service even has a niche (I’m old). I guess, with ubiquity of containers in our modern workflows, it seems strange to pay a service for what I assume is a dedicated, or well provisioned VPS, just to run CI. Hell you can probably get Jenkins (further showing my age here) running in less than an hour with Claude, GPT, or Deepseek on an obscure provider that offers cheap bare metal instances.
And for anyone who hasn’t used bare metal instead of over provisioned VPS for services the performance gap is noteworthy and substantial. Yeah, there is some risk because you have to worry about outages, upgrades, and configuration but for something like CI where there’s near zero data loss risk… it seems well worth it if performance of your CI/CD infrastructure is really an issue.
Just outta curiosity, as I’ve never gotten a spend anywhere near that, what variant were you using? Like max context window and fast mode? Or was it just chugging along non stop for three days?
And here I thought it was going to be something to do with, at least in my experience, the much more memorable site: Astalavista. I will say, the linked site is nice for nostalgia and arguably more pleasant than being advertised donkey shows.
Sites like this remind me the internet used to be fun, and it was glorious. Really, makes me want to bust out Frontpage 2000 and Macromedia Fireworks to build a sweet landing page for an anime fan site and setup some phpBB forums.
The sanctions only “prevent” them from directly buying NVidia’s latest and greatest in the sense that NVidia can’t sell directly to them. Essentially, there are companies now who are in a country without the sanctions, they buy from NVidia (or a partner), and then ship them off to China. For the orgs in China doing this, there’s zero legal risk besides having foreign customs service intercept the shipment and losing the goods. For NVidia there is zero incentive to care, as long as they look like they do, because sales are sales. You can bet Jensen ain’t losing sleep over it.
GamersNexus had a really good investigative piece (~3hrs long) on this where they went to China and met with grey market sellers. That piece absolutely pissed off NVidia and resulted in a fight with Bloomberg too.
Deepseek may be also be running inference on oodles of Chinese hardware but it wouldn’t surprise me for a second if they just acquired Blackwell chips through the grey market. The original Deepseek models were all trained using NVidia chips if I remember right.
Having a storied history, culture, and customs go beyond simple birthright citizenship and xenophobic behavior to enforce said culture and sense of identity. The US, for all its faults, exemplifies how unnecessary it is to rely solely on where you were born— anyone can move to the US, get citizenship, and call themselves “American.” I honestly cannot understand what “connection with the land” even means in reality. Most people aren’t farmers, and land has no inherent culture. People do, and culture is acquired by living in it and participating in it. Culture also changes overtime and is, like the earth itself, for the living.
This idea that for some reason other human beings cannot embrace, be a part of, and contribute to existing culture simply because they were born in a different country is flagrantly absurd. It’s also how people who are born somewhere, but don’t “look the part” have to fight an uphill battle to prove they are.
So yeah, Japan could be called Japan if people who live there are culturally Japanese, participate in shared culture, and contribute to it. I am also absolutely aware that isn’t possible by any reasonable means currently, but it doesn’t change the fact it should be.
I've been writing Elixir for ~12 years now, and I also don't think pattern matching is what prevents types errors, I believe it's more foundational than that.
The biggest advantage in this regard is that Elixir (and Erlang) only has ~13 data types: atoms, booleans, strings (binaries/bistrings), floats, functions, integers, lists, maps, pids, ports, refs, maps, records, structs, tuples.
Combine the limited data types with the fact that those data types are pure data and not coupled to behavior (like OOP languages)-- it creates an environment where type errors are extremely easy to identify, correct, and limited in scope. The syntax also makes this easy, because they're generally visually distinct, it's obvious what something is and in practice 90%+ of the code written involves: string, floats, integers, lists, maps, structs, and tuples.
The only real source of type errors I encounter are between the types that become visually difficult to distinguish from: maps and structs (with a shoutout to keyword lists which are a special variant of a list). And the "type errors" are almost always due to 'Access' not being implemented on structs.
When I first started programming in Elixir, I was a huge fan of static types having enjoyed the pure madness that is Scala. All these years later, I find myself questioning my sanity back then. It really feels like a lot of the love static typing gets is due to fundamental issues with larger paradigm issues cough OOP cough than static types being a necessary feature to write good error-free code.
They can't even serve papers because they're being relentlessly harassed by Police who have immediately banned them from serving them. In part 2, cops even verify the court case and he has a process server-- but they just refuse to. One of many different cops eventually took the papers to serve them, and ended up coming back saying "he didn't want them."
Additionally, the original business in Kaizer shutdown as soon as the default judgements went through.
I’ve watched both videos by RecklessBen (Part 2 is on his patreon, and apparently will be made public when he has Part 3 ready)…
The videos are damning of the behavior by Brick and Minifigs, the two owners who took over the store in Kaiser, and both the Kaiser (Oregon) police for and American Force (Utah) police.
Brick and Minifigs both corporate and the owners who stole the legos, have consistently and thoroughly lied as well as threatened Ben numerous times. He has recordings of it. It’s all in his videos. He even got the franchise agreement which states consignment is allowed. He got a default judgement in small claims court that caused the original location to permanently shutter its doors. He’s now trying to sue them in civil court, but he can’t even serve the papers.
Ben has tried every legal channel, and been hit with at least trespass at every point. His AirBnB was raided, he was searched for three hours for heroin possession allegations, the police continuously and non-stop targeted him. They’ve issued warrants, and they have been redacted so Ben doesn’t even know what he’s gotta defend against.
I’d really encourage folks to go watch the part 1 since it’s freely available on YouTube, but part 2 is where the Utah police seem to full throttle shit all over his civil rights to protect a Bricks and Minifigs, and the franchise owners, who stole $200k of legos from an 83 year old man.
If this all seems crazy, it’s because it absolutely is crazy. Ben does an absolutely incredible job, attempting to document everything and goes to huge lengths to do things the right way.
Edit: Fix autocorrect mistake and minor readability tweaks.
Planting drugs would be wildly easier, both logistically and conveniently. Gold bars have got to be among the least easy ways to manufacture evidence to throw someone behind bars. Hell it could even easily explain the gold bars…
There’s zero reason to assume this is anything but exceptional incompetence, and looking at the current administration that’s wildly easy to believe.
They’ll likely have to buy several of these, in different colors, and agree to sell them back to Ferrari at a massive loss… only for Ferrari to repeat the process over and over.
The shenanigans manufacturers like Ferrari and Porsche are allowed to get away with is so frustrating. But when people treat cars like collectibles and never even intend to drive them, I suppose there’s little reason not to.
At some point there will be diminishing returns towards the "just throw more RAM at it" approach the current frontier models are taking. Commoditization is just as inevitable as it ever was... and in doing so will enable actual leaps of what AI/ML is capable of. That's not to say there won't be a place for 99.999999% accurate vs 99.99999% but those cases will be limited and likely prime to disruption based on real innovation vs access to capital.