I remember when Django first came out, and I loved using it. For old time sakes, I went back to their website and they still have the tool bar on the right side, which I use to love. Happy birthday Django!
fwiw, I tried something similar about 5–10 years ago. I wasn’t using LLMs like the abstract here suggests, and honestly, I’m not sure how you'd act on a signal fast enough with them. When I gave it a shot, there was some slight predictive value, but in the end it felt like noise and gambling, so I moved on.
This would've been a great product 10 years ago. I've unapologetically not had to use a search engine in almost a year (or at least can count on 1 hand having to use it) since GPT models have come out.
What do you use to look for products, and businesses? I also use chatbots much more, but these are two categories where I found search engines to be much better. But I haven't really looked for an alternative either.
More than once people at work have asked me for help after not solving their problems with ChatGPT, and the solution was to google and hit some stackoverflow answer.
The situation hasn't changed for most of us. None of the people I've talked to over the past couple of years have stopped using Google, none are using LLMs for anything other than translation (or helping proofread their English) or simply for wasting time.
FWIW, since we're exchanging anecdotes, LLMs have been completely useless for me. I try them every 3-6 months and always return to Google disappointed.
Mexico has so many greater problems to discuss than a few people learning the ancient tongue. 2 days ago a beauty influencer was shot dead on a live stream, and female (and male) mayors have been gunned down regularly. I couldn't care less about what they're speaking over there, I hope they take care of their basic human rights and giving their citizens dignity first.
> The Cartels have substantially more power than the state.
This is a common misconception. The state can absolutely dominate any cartel in Mexico, they just choose not to for political reasons.
> relearning their ancient languages that were nearly destroyed by their colonizers
Nahuatl is actually a colonizer language. The Aztecs brutally subjugated other native peoples, so brutally in fact that those groups were extremely eager to ally with the Spanish to overthrow the Aztec empire.
Mexicans could start with liberalizing their gun laws since all the bad guys already have them. Zapatistas and other local resistance groups aren't afraid to fight them when they have weapons, and some of the communities that actually have gotten their hands on guns have managed to make it more trouble than it's worth for the cartels.
Well, the cartels have more power as you get away from the Valley of Mexico. Much of the power distribution in Mexico is related to geography afaik. When terrain is difficult to cross, enforcing a monopoly on power is difficult. For another example of this problem, see Afghanistan.
What kind of power are you speaking of? "Cultural power" or something? Does it mean much in practice in this context? I fail to see what its reclaim would achieve against fighting cartels.
Human beings are highly irrational. Increases in cultural power often gives them a sense of greater empowerment that causes them to take increases in political power. That's why dictatorships seek to suppress and control cultural practices that could lead to empowerment such as martial arts, religion, meditation, language, art, gender nonconformance, etc.
human rights and dignity are not something to be given (by whom?) but to be fought for. and the most important weapon in that fight is building a community. discovering your identity and making a connection to the community you live in is a big part of that. and learning your ancestral language is a way to make that connection.
> Mexico has so many greater problems to discuss than a few people learning the ancient tongue. 2 days ago a beauty influencer was shot dead on a live stream
Yucatan ain't Jalisco. That's like saying Alaska shouldn't support indigenous Alaskan languages because there is racial animus or police brutality in Mississippi.
Mexico is a federal state like the US, that's why it's the Estados Unidos Mexicanos/United States of Mexico.
People without past have no future.
Connecting to your ancient traditions is a form of empowerment. Look at what happened to Jews with Hebrew. It helped rebuild a united identity and contributed to Palestine's de-colonization effort. I hope people of the Americas will do the same and free themselves of the Spanish colonizers.
Most genetic studies show the
average Mexican has around half and half Native American and European ancestry with about 5% African ancestry. 99% of Mexicans speak Spanish and 94% speak only Spanish.
I’d love to know what Spanish decolonization in such a place looks like.
There is no objectively correct demographic language or culture for a given location. You have to pick a point in time to go back to and there is no way to do that that isn’t arbitrary.
Mexicans are indeed a new people drawn from both native and European stock and a fusion of those cultures. There is a notion of Mexicans (or even Latinos) as la raza cósmica, which is deeply connected with Our Lady of Guadalupe, regarded as "the first mestiza". This mestizo identity is core to Mexican identity. It isn't colonial even if colonialism served as a vector and a catalyst for it.
The idea of "going back" to some kind of pre-Spanish Mexico is nonsensical, and it would entail the very negation of Mexican identity and the invention of a fictional identity. Such "decolonization" movements are ahistorical. And frankly, I doubt most Mexicans would want a "return", whatever that even means.
Of course, this is different from learning Náhuatl. And it's worth noting that the Jesuits worked to preserve the native languages of the New World. You see this with Náhuatl. You see this in Paraguay where the Jesuits immediately began codifying and preserving Guarani in their missions, and where it is still widely spoken today.
I was not suggesting "going back" to some sort of medieval past.
Aboriginal languages and cultures do exist and they are oppressed. They are not fictional. Oddly, your arguments sound like Putin's points on Ukraine and "fictional" Ukrainian culture. 40 years ago, they all spoke Russian, and the moment they tried to unite around an indigenous, a more deeply connected culture for them, they got attacked by a colonial power.
I wonder when the Perimeter Institute will begin to get more name recognition. Some of the top PhD graduates from US R5 universities (and now assistant professors) have gone through there and have done phenomenal in their career.
Being small and relatively unknown has advantages. Sean Carroll touched on this:
>But what I'm trying to get across is there are a bunch of structural reasons why physics departments tend to be conservative, and the conservative in the sense that they're gonna hire people who are working in the areas that are sort of the sure things rather than the gambles, and the same thing goes for funding agencies and prize committees and so forth, academia in general, not just physics departments, there's a lot of structural reasons why things are conservative, and I do think that's a problem, you even see it in institutions like the Perimeter Institute, which is one of the world's greatest physics institutes right now, but when it started out, it was much quirkier, Lee Smallin was there, and Fortiny Makapulu and a bunch of people, and they were doing loop quantum gravity and weird approaches to the foundations of quantum mechanics.
>4:10:24.8 SC: And as it grew and became more respectable, they turned into one of the world's great physics institutions, as I said. But they also became much more just mainstream and ordinary. It's a part of the life cycle of a Physics Department or Institute. You have a plucky band of rebels and they kind of equilibrate and they become more normal and traditional, and you can't blame them, can't plan that particular institute, 'cause they're just trying to be a good a Physics Institute, and their little part that they play turns out overall, to make it harder and harder for small idiosyncratic research programs to flourish, there are people who have tenure or senior people and they can work on their own quirky little ideas.
Reputation and the dynamics of social media is a tricky one. Within the scientific community, it is pretty well known as far as my experience goes.
When it comes to the general public, it requires some work that will get alot of attention. See for instance deepseek. Some of the my "normy" friends are even aware of the company despite not being into ML.
Maybe something regarding the foundational stuff regarding the formulation of Quantum Mechanics or Quantum Information Theory
Speaking from personal experience, many director-level and above positions at Intel, especially in growth related areas are filled through nepotism and professional connections. I've never seen a headline about Intel’s decline and thought, 'Wow, how could that happen?'
I had a business partner that I agreed on a lot of things with but not about Intel. My assumption was that any small software package from Intel, such as a graph processing toolkit, was trash. He thought they could do no wrong.
Intel really is good at certain kinds of software like compilers or MKL but my belief is that organizations like that have a belief in their "number oneness" that gets in their way of doing anything that it outside what they're good at. Maybe it is the people, processes, organization, values, etc. that gets in the way. Or maybe not having the flexibility to know that what is good at task A is not good at task B.
I saw always intel as a HW company making terribly bad SW. Anywhere I saw intel SW I would run away. Lately I used a big open source library from them, which is standard in the embedded space. Work great, but if you look the code you will be puking for a week.
In my experience Intel's WiFi and Bluetooth drivers on Linux are, by far, the best. They're reliably available on the latest kernel and they actually work. After having used other brands on Linux, I have no intention of getting non-intel WiFi or Bluetooth any time soon. The one time that I found a bug, emailing them about it got me in direct contact with the developers of the driver.
I had a different non-Intel WiFi card before where the driver literally permanently fried all occupied PCIe slots -- they never worked again and the problem happened right after installing the driver. I don't know how a driver such as this causes that but it looks like it did.
Yes, their open source drivers had a painful birth, but they are good once they're sanded and sharpened with the community.
However, they somehow managed to bork e1000e driver in a way that certain older cards sometimes fail to initialize and require a reboot. I have been bitten by the bug, and the problem was fixed later by reverting the problematic patch in Debian.
I don't know current state of the driver since I passed the system on. Besides a couple of bad patches in their VGA drivers, their cards are reliable and works well.
From my experience, their open source driver quality does not depend on the process, but on specific people and their knowledge and love for what they do.
I don't like the aggressive Intel which undercuts everyone by shady tactics, but I don't want them to wither and die, either, but seems like their process, frequency and performance "tricks" are biting them now.
I have found bluez by far the hardest stack to use for Bluetooth Low Energy Peripherals. I have used iOS’s stack, suffered the evolution of the Android stack, used the ACI (ST’s layer), and finally done just straight python to the HCI on pi. Bluez is hands down my least favorite.
that's only because their hardware is extremely simple.
so the driver have little to screw up. but they still manage to! for example, the pci cards are all broken, when it's literary the same hardware as the USB ones.
The affliction he’s imputing is born of absolute dominance over decades. Apple has never had the same level of dominance, and NVidia has only had it for two or three years.
It could possibly come to haunt NVidia or TSMC in decades to come.
A friend who developed a game engine from scratch and is familiar with inner workings and behavior of NVIDIA driver calls it an absolute circus of a driver.
Also, their latest consumer card launches are less then stellar, and the tricks they use to pump up performance numbers are borderline fraud.
As Gamers Nexus puts it "Fake prices for fake frames".
My response is somewhat tangential: When I look at GPUs strictly from the perspective of gaming performance, the last few generations have been so underwhelming. I am not a gamer, but games basically look life-like at this point. What kind of improvements are gamers expecting going forward? Seriously, a mid-level GPU has life-like raytracing at 4K/60HZ. What else do you need for gaming? (Please don't read this as looking down upon gaming; I am only questioning what else gamers need from their GPUs.)
To me, the situation is similar with monitors. After we got the pixel density of 4K at 27 inches with 60Hz refresh rate (enough pixels, enough inches, enough refresh rate), how can it get any better for normies? Ok, maybe we can add HDR, but monitors are mostly finished, similar to mobile phones. Ah, one last one: I guess we can upgrade to OLED when the prices are not so scandalous. Still, for the corporate normies, who account for the lion's share of people siting in front of 1990s-style desktop PCs with a monitor, they are fine with 4K at 27 inches with 60Hz refresh rate forever.
I can't answer the first part, since I'm not playing any modern games, but continuously visit RTS games like C&C & Starcraft series.
However, I can talk about monitors. Yes, a 27" 4K@60 monitor is really, really good, but panel quality (lighting, uniformity and color correctness) goes a long way. After using Dell and HPs "business" monitors for so long, most "normal monitors for normies" look bad to me. Uncomfortable with harsh light and bad uniformity.
So, the monitor quality is not "finished" yet. I don't like OLEDs on big screens, because I tend to use what I buy for a very long time, and I don't wany my screen to age non-uniformly, esp. if I'm looking to it everyday and for long periods of time.
Is OLED burnout still a thing? If yes, then you are probably right: Normies will not upgrade to OLED until that issue is fixed, or a new technology replaces it.
See the funny thing is, even with all of this stuff about Intel that I hear about (and agree with as reported), I also just committed a cardinal sin just recently.
I'm old, i.e. "never buy ATI" is something that I've stuck to since the very early Nvidia days. I.e. switched from Matrox and Voodoo to Nvidia while commiserating and witnessing friend's and colleagues ATI woes for years.
The high end gaming days are long gone, even had a time of laptops where 3D graphics was of no concern whatsoever. I happened to have Intel chips and integrated graphics. Could even start up some gaming I missed out on during the years or replay old favourites just fine as even a business laptop Intel integrated graphics chip was fine for it.
And then I bought an AMD based laptop with integrated Radeon graphics because of all that negative stuff you hear about Intel and AMD itself is fine, sometimes even better, so I thought it was fair to give it a try.
Oh my was that a mistake. AMD Radeon graphics is still the old ATI in full blown problem glory. I guess it's going to be another 25 years until I might make that mistake again.
It's a bummer you've had poor experiences with ATI and later AMD, especially on a new system. I have an AMD laptop with Ryzen 7 7840U which includes a Radeon 780M for integrated graphics and it's been rock solid. I tested many old and new titles on it, albeit at medium-ish settings.
Built a PC with a top-of-the line AMD CPU, it's great. AMD APUs are great in dedicated gaming devices like the XBOX ONE, PS 4 and 5 and Steam Deck.
On the other hand I still think of Intel Integrated GPU in "that thing that screws up your web browser chrome of if you have a laptop with dedicated graphics"
AMD basically stopped supporting (including updating drivers) for GPUs before RDNA (in particular GCN), while such GPUs were still part of AMD's Zen 3 APU offerings.
Well back when, literally 25 years ago, when it was all ATI, there were constant driver issues with ATI. I think it's a pretty well known thing. At least was back when.
I did think that given ATI was bought out by AMD and AMD itself is fine it should be OK. AMD always was. I've had systems with AMD CPUs and Nvidia GPUs back when it was an actual desktop tower gaming system I was building/upgrading myself. Heck my basement server is still an AMD CPU system with zero issues whatsoever. Of course it's got zero graphics duties.
On the laptop side, for a time I'd buy something with discrete Nvidia cards when I was still gaming more actively. But then life happened, so graphics was no longer important and I do keep my systems for a long time / buy non-latest gen. So by chance I've been with Intel for a long time and gaming came up again, casually. The Intel HD graphics were of course totally inadequate for any "real" current gaming. But I found that replaying some old favs and even "newer" games I had missed out on (new as in, playing a 2013 game for the very first time in 2023 type thing) was totally fine on an Intel iGPU.
So when I was getting to newer titles, the Intel HD graphics no longer cut it but I'm still not a "gamer" again, I looked at a more recent system and thought I'd be totally fine trying an AMD system. Exactly like another poster said, "post 2015 should be fine, right?! And then there's all this recent bad news about Intel, this is the time to switch!".
Still iGPU. I'm not going to shell out thousands of dollars here.
And then I get the system and I get into Windows and ... everything just looks way too bright, washed out, hard to look at. I doctored around, installed the latest AMD Adrenalin driver, played around with brightness, contract, HDR, color balance, tried to disable the Vari-Brightness I read was supposed to be the culprit etc. It does get worse once you get into a game. Like you're in Windows and it's bearable. Then you start a game and you might Alt-Tab back to do something and everything is just awfully weirdly bright and it doesn't go away when you shut down the game either.
I stuck with it and kept doctoring for over 6 months now.
I've had enough. I bought a new laptop, two generations behind with an Intel Iris Xe for the same amount of money as the ATI system. I open Windows and ... everything is entirely totally 150% fine, no need to adjust anything. It's comfortable, colors are fine, brightness and contrast are fine. And the performance is entirely adequately the same as with the AMD system. Again, still iGPU and that's fine and expected. It's the quality I'm concerned with, not the performance I'm paying for. I expect to be able to get proper quality software and hardware even if I pay for less performance than gamer kid me back when was willing to.
It's Lenovo. FWIW, one thing I really didn't like much either was that I found out that AMD really tries to hide what actual GPU is in there.
Everything just reports it as "with Radeon graphics", including benchmarking software, so it's almost impossible to find anything about it online.
The only thing I found helped was GPU-Z. Maybe it's just one of the known bad ones and everything else is fine and "I bought the one lemon from a prime steak company" but that doesn't change that my first experience with the lemon company turned prime steak company is ... another lemon ;)
It's a Lucienne C2 apparently. And again, performance wise, absolute exactly as I expected. Graphics quality and AMD software? Unfortunately exactly what I expected from ATI :(
And I'm not alone when I look online and what you find online is not just all Lenovo. So I do doubt it's that. All and I mean all my laptops I'm talking about here were Lenovos. Including when they were called IBM ThinkPads and just built by Lenovo ;)
Laptops have really gone to hell in the past few years. IMO the only sane laptop choices remaining are Framework and Apple. Every other vendor is mess, especially when it comes to properly sleeping when closing the lid.
I bought an AMD Ryzen Thinkpad late last year, and I had the same issue with bright/saturated colours. I fixed it by running X-Rite Color Assistant which was bundled with the laptop, and setting the profile to sRGB. I then turned up the brightness a little.
I think this a consequence of the laptop having HDR colour, and the vendor wanting to make it obvious. It's the blinding blue LED of the current day.
Yeah, I read HDR might be the issue. Didn't know X-Rite and did not come with the laptop, but did play with disabling / trying to adjust HDR, making sure sRGB was set etc. Did not help. Also ran all the calibrations I could find for gamma, brightness and contrast many many times to try and find something that was better.
What I settled on for quite some time was manually adjusted color balance and contrast and turning the brightness down. That made it bearable but especially right next to another system, it's just "off" and still washed out.
If this was HDR and one can't get rid of it, then yeah agreed, it's just bad. I'm actually surprised you'd turn the brightness up. That was one of the worst things to do, to have the brightness too high. Felt like it was burning my eyes.
If the diagnosis is that AMD GPUs can't do HDR properly then yes. There was not a single setting anywhere in Windows itself nor the Adrenalin driver software that allowed me to configure the screen to a comfortable setting. Even when specifically trying to disable anything HDR related.
My work Macbook on the other hand has zero issues with HDR and its display.
To be fair, you can still blame the OEM of course but as a user I have no way to distinguish that, especially in my specific situation.
I think I found X-Rite by just searching for color with the start menu.
Before I used that tool, I tried a few of the built-in colour profiles under the display settings, and that didn't help.
I had to turn the brightness up because when the display is in sRGB it gets dimmer. Everything is much more dim and muted, like a conventional laptop screen. But if I change it back to say, one of the DICOM profiles, then yeah, torch mode. (And if I turn the brightness down in that mode, bright colours are fine but dim colours are too dim and everything is still too saturated).
AMD is appropriately valued IMO, Intel is undervalued and Nvidia is wildly overvalued. We're hitting a wall with LLMs, Nvidia was at one point valued higher than Apple which is insane.
Also CUDA doesn't matter that much, Nvidia was powered by intense AGI FOMO but I think that frenzy is more or less done.
Nvidia is valuably precisely because the software, which is also why AMD is not so valuable. CUDA matters a lot (though that might become less true soon). And Nvidia's CUDA/software forward thinking most certainly predated AGI FOMO and that is the CAUSE of them doing so well with this "AI boom".
It's also not wildly overvalued, purely on a forward PE basis.*
I do wonder about the LLM focus, specifically whether we're designing hardware too much for LLM at the cost of other ML/scientific computing workflows, especially the focus on low precision ops.
But..
1) I don't know how a company like Nvidia could feasibly not focus on designing for LLM in the midst of this craziness and not be sued by shareholders for negligence or something
2) they're able to roll out new architectures with great improvements, especially in memory, on a 2 year cycle! I obviously don't know the counterfactual, but I think without the LLM craze, the hypothetical generation of GPU/compute chips would be behind where they are now.
I think it's possible AMD is undervalued. I've been hoping forever they'd somehow catch up on software. They do very well in server business, and if Intel continues fucking up as much as they have been, AMD will own CPU/servers. I also think what deepseek has done may convince people it's worth it programming closer to the hardware, somewhat weakening Nvidias software moat.
*Of course, it's possible I'm not discounting enough for the geopolitical risk.
> It's also not wildly overvalued, purely on a forward PE basis.*
Once you start approaching a critical mass of sales, it's very difficult to keep growing it. Nvidia is being valued as though they'll reach a trillion dollars worth of sales per year. So nearly 10x growth.
You need to make a lot of assumptions to explain how they'll reach that, versus a ton of risk.
Risk #1: arbitrage principle aka. wherever there's profit to be made other players will move in. AMD has AI chips that are doing quite well, Amazon and Google both have their own AI chips, Apple has their own AI chips... IMO it's far more likely that we'll see commodification of AI chips than that the whole industry will do nothing and pay Nvidia's markup. Especially since TSMC is the one making the chips, not Nvidia.
Risk #2: AI is hitting a wall. VCs claim is isn't so but it's pretty obvious that it is. We went from "AGI in 2025" to AI companies essentially adding traditional AI elements to LLMs to make then useful. LLMs will never reach AGI, we need another technological breakthrough. Companies won't be willing to keep buying every generation of Nvidia chip for ever-diminishing returns.
Risk #3: Geopolitical, as you mentioned. Tariffs, China, etc...
Risk #4: CUDA isn't a moat. It was when no one else had the incentive to create an alternative and it gave everyone on Nvidia a head start. But now everything runs on AMD now too. Google and Amazon have obviously figured out something for their own accelerators.
The only way Nvidia reaches enough revenue to justify their market cap is if Jensen Huang's wild futuristic predictions become reality AND the Googles, Amazons, Apples, AMDs, Qualcomms, Mediateks and every other chip company all fail to catch up.
What I see right now is AI hitting a wall and the commodification of chip production.
I've used Linux exclusively for 15 years so probably why my experience is so positive. Both Intel and AMD are pretty much flawless on Linux, drivers for both are in the kernel nowadays, AMD just wins slightly with their iGPUs.
Yet my AMD APU was never properly supported for hardware video decoding, and could only do up to OpenGL 3.3, while the Windows 10 driver could go up to OpenGL 4.1.
That's actually something I have not tried at all again yet.
Back in the day, w/ AMD CPU and Nvidia GPU, I was gaming on Linux a lot. ATI was basically unusable on Linux while Nvidia (not with the nouveau driver of course), if you looked past the whole kernel driver controversy with GPL hardliners, was excellent quality and performance. It just worked and it performed.
I was playing World of Warcraft back in the mid 2000s via Wine on Linux and the experience was actually better than in Windows. And other titles like say Counter Strike 1.5, 1.6 and Q3 of course.
I have not tried that in a long time. I did hear exactly what you're saying here. Then again I heard the same about AMD buying ATI and things being OK now. My other reply(ies) elaborate on what exactly the experience has been if you're interested.
I wish I had an AMD card. Instead our work laptops are X1 extremes with discrete nvidia cards and they are absolutely infuriating. The external outputs are all routed through the nvidia card, so one frequently ends up with the fan blowing on full blast when plugged into a monitor. Moreover, when unplugging the laptop often fails to shutdown the discrete graphics card so suddenly the battery is empty (because the discrete card uses twice the power). The Intel card on the other hand seems to prevent S3 sleep when on battery, i.e. the laptop starts sleeping and immediately wakes up again (I chased it down to the Intel driver but couldn't get further).
And I'm not even talking about the hassle of the nvidia drivers on Linux (which admittedly has become quite a bit better).
All that just for some negligible graphics power that I'm never using on the laptop.
That’s not specific to Intel though. That’s how Directors and above are recruited in any big company.
For example, Uber hired a VP from Amazon. And the first thing he did was to hire most of his immediate reports at Amazon to Director/Senior Director positions at Uber.
At that level of management work gets done mostly through connections, favors and networking.
I tell people that if they get a new boss who is at Director or above, assume that you are re-interviewing for your job for the first 6 months with the new boss.
Major companies like that become infected with large hierarchies of scum sucking middle management that eat revenue with bonuses.
Of course they are obsessed with shrinking labor costs and resisting all downsizing until it reaches comical levels.
Take a company like health insurance that can't show a large dividend because it would be a public relations disaster. Filled to the gills with vice presidents to suck up extra earnings. Or medical devices.
Software is also very difficult for these hierarchies of overpaid management, because you need to pay labor well to get good software, and the only raison d'etre of these guys is wage suppression.
Leadership is hard for these managers because the primary thing rewarded is middle management machiavellianism, turf wars, and domain building, and any visionary leadership or inspiration is quashed.
It almost fascinates me that large company organizations basically are like Soviet style communism, Even though there are opportunities for internal competition. Like data centers and hosting and it groups. They always need to be centralized for" efficiency".
Meanwhile, they are like 20 data centers and if you had each of them compete for the company's internal business, they'd all run more efficiently.
> It almost fascinates me that large company organizations basically are like Soviet style communism, Even though there are opportunities for internal competition.
probably because continuous competition is inefficient within an organization and can cause division/animosity between teams?
> Why is there competition in the open marketplace? You have just validated my suggestion that internally companies operate like communists.
i am not an expert, but i think the theory of competition leading to better outcomes in a marketplace is the availability of alternatives if one company went bad (in addition to price competition etc)
inside a company you are working for the same goal "against" the outside, so its probably more an artifact of how our economy is oriented
i'd guess if our economy was oriented around cooperation instead of "competition" (while keeping alternatives around) that dichotomy might go away...
A sufficiently large corporation, and to emphasize that we are in the age of monopoly and cartel with very little for these companies to fear from antitrust litigation, will have numerous opportunities for internal competition.
At a certain health insurance conglomerate back when I worked there, it was maddeningly hard to get servers and support, with ridiculous internal charge rates, "three months for a server", etc etc.
This was a company that easily had 10-20 datacenters, and likely support groups from a dozen acquisitions. Yes, internal competition would have greatly improved things. The proof has likely happened everywhere, when AWS came for these internal groups's lunches with far superior service and often lower rates. Those were the days when AWS was the hero, unlike today.
I too think humanity needs a mechanism to harness/encourage/reward altruism. The institution that used to provide this ... roughly ... was religion and local churches. I SAID ROUGHLY! I am no theist.
Capitalism rewards sociopathy, and successive generations of social engineering under maximalized capitalism (such as we see the march toward these days) will beat down altruism.
Or at least I used to think it would. Now it is apparent that maximalized consumer capitalism leads to collapsing birth rates and social withdrawal, which will cause humanity to collapse. It's a race between that and how fast we can wreck the environment.
The only time I use search engines now is when I’m screen sharing and feel obligated not to show my five different ChatGPT tabs. I glance over the links and feign interest, "Oh, that’s great..."
It's been about 15 years since I've worked with RoR, but my favorite aspect of ruby was and will always be the library names. Shout out to factory_girl which I found out this morning was unforunately renamed to factory_bot
Thanks for the downvotes! I named two ruby gems (made by the founders of GitHub btw) because they were always funny to me. Please downvote me some more!