or to teach that again
Most programmers are JS web devs writing client side code or server side CRUD.
I would guess < 10% of programmers writing code today get perf / valgrind out on the regular. I know I dont.
My point, which I should have been clearer with, is that we aren't at a state where you can just one shot a rewrite of a complex application into another language and expect some sort of free savings. Once we are at that state, and it's good enough to pull it off, why wouldn't the AI be able to pull it off in C as well?
A lot of people are very excited by the idea that now language capabilities (and almost every other technical nuance) somehow don't matter but much like gravity they will continue to assert themselves whether you believe in them or not.
So far humans have proven unable to write large apps in C without those issues, given their work is the training basis for LLMs this creates two problems, one being that they don't 'know' what a safe app looks like either and any humans reviewing the outputted code will be unable to validate that either.
Nobody who works with LLM generated code believes that LLMs produce fault-free code.
1. Check that you really need a SaaS SPA to solve the communication issues between your team members.
2. HTML and css should be enough for 99% of corporate websites.
3. Resize the images on your websites, they're too big.
4. Use teams in the browser, not as stand-alone app.
The old graybeards who know how to optimize efficiency may not work for them anymore, though.
If you go look, you often discover that 90% of the requests are useless, or at least could be combined. That 60% of bandwidth is used up by 3 high res images which get displayed at 30x30 pixels. That CPU performance is dominated by some rubbish code that populates an array of a million items every call, then looks up 1 element then throws the whole thing away, only to regenerate the exact same list again a few microseconds later.
We have plenty of RAM. In absolute terms, 8gb of ram in the macbook neo is 8 billion bytes. 64 billion ones and zeros. You don't need rocket science to make a CRUD app that runs well with that much ram.
Computers don't get slower over time. If we were merely as lazy with computing resources as programmers 10 years ago, most programs would scream on modern hardware.
We just had a vendor uplift our quote 50% per unit for some machines because of a mix of memory + supply chain issues.
"Memory card prices have TRIPLED in the last few months: when will this madness stop?!" https://www.digitalcameraworld.com/cameras/memory-cards/memo...
After all, a truck can carry a 10kg sack of rice, or a 10kg nvidia gpu. If shipping costs for 10kg rise by $15 the sack of rice has doubled in price, but the GPU is only 0.5% more expensive.
GPUs, ram, ssds, hdds, hell even CPUs are starting to climb in price. It's an everything shortage and it's only getting worse.
A workstation that two years ago cost $3,000 was $10,000 last month and $10,500 this month. There are parts which aren't available at any price.
We decided to just keep our current hardware for now and extend a support contract for ~ normal price.
Yes, a $250 mini PC I bought last year is now $350.
Is this pricing bad? Yeah, compared to what it was.
Is this the end of the world? Not really, and we’ve seen price spikes for all kinds of PC components in the past. It’s rarely permanent.
You can still jump on eBay and buy all kinds of dirt cheap used pieces of hardware.
My buddy just bought a used ThinkPad T14 with 32GB of RAM and 1TB of storage for about $500. You can get by with a whole lot less.
In this context, I will also present the idea that Rasperry Pi has represented quite poor cost value for many years now.
ThinkPad T14 which generation?
I already moaned about this recently, but to briefly reiterate: the only hardware that's becoming available for most people in my region are Frankenstein desktops built from heavily used 10+ year old Xeons running on suspicious motherboards made by obscure Chinese manufacturers you've never heard of. This is pushing ever more people towards smartphones and away from actual computers.
But at least we got the bullshit machine in return, that's something, I guess.
It really shocks me how bad shipping has gotten. It's nearly unaffordable to buy things on eBay from the US as a Canadian due to shipping costs, so I can only imagine just how bad it is for people from other countries.
It had caused me to look around though. I have found the Pi Zero 2W to be surprisingly capable for Pi sized jobs.
Because we all know that DRAM prices have spiked since production is going to those infernal chatbot training data centers. Same as a lot of the electricity in some parts of the world, BTW.
> We all know that DRAM prices have spiked since production is going to those infernal chatbot training data centers
I know it's very fashionable here to talk about capitalism as some hand-washes-hand big corp organized scam, but if you put that ideology aside for a moment, you contradicted yourself here, I think.
I personally don't like conspiracy-theory-thinking. If I was a DRAM manufacturer and had to choose between servicing a single customer, who orders hundreds of millions worth of my product, or service a very large number of customers who order tiny amounts of the product a piece, then of course I would focus on the large client, because they are easier to service for the expected profit margin. I wouldn't even need to think about advertisement, sales, all that jazz. Looking at it from that perspective, it seems pretty logical to me that a spike in demand from datacenter operators would rise prices dramatically. I struggle to see room for collusion / conspiracy here.
There was only one problem. The paper jumped straight from "this paper will show how our new treatment could cures cancer forever" to "as you can see, these results clearly show that our treatment cures cancer" - with neither any actual results nor any specifics on the treatment. And I don't just mean that the paper didn't go into details; writing the paper was the full extent of their "research".
Meanwhile, a refurbished corporate laptop with 16GB RAM and a 512GB SSD can be yours for $199 [1]
I'm sure there will still be people who want the Pi 5 but at these prices, I ain't one of them.
You also better hope the aliexpress dont figure out a way to get the RAM out of those things because they will start harvesting it for sure if there is money to made.
We're talking about a pi replacement. The Pi 5 is slower than a 10yo laptop. That's gives us a very vast pool of used laptops.
> You also better hope the aliexpress dont figure out a way to get the RAM
That is a real worry and I can see used machines being gutted because selling DDR3/4/5 sticks is way easier and profitable than the whole machine. Adapters for SODIMM to regular DIMM are readily available and cheap, too.
I was expecting the Milk V Titan to avoid this memory nonsense since it has two unpopulated DDR4 slots, but it has fallen off the radar like several other SBCs.
With prices steadily going up, for me it's starting to feel more sensible to repurpose the RAM sticks I've collected from old PC builds / laptops and just throw together small amd64 boxes instead of buying more RPis.
I remember 15-20 years ago when hard drive prices went up through the roof because there was a flood in Thailand and it too years for prices to come down.
There is going to be supply chain issues due to the current Geopolitical situation (Helium comes out of the Gulf and that is need in chip manufacture) is also going to affect the price of components.
Eventually in a few years (as the article states) the situation will change. It just sucks at the moment.
TBH I am more worried about my ability to fill up the tank on my car as both Petrol and Diesel is unavailable locally. I can make do with whatever computer equipment I have.
inb4 AI has the same supply chain effects as a worldwide pandemic. I guess those AI doomers that talked about it being the end of the world had it right!
There is a saying that is often trotted out my economists "That the cure for high prices, is high prices".
There is a consumer market and business need for DRAM outside of AI. Someone will fulfil the need as there is a high incentive to. It just going to take a bit of time for this to happen. My equipment is going to be fine for another few years. So I am going to just hang tight and make do with what I got for now.
And those uses which fall short of the new threshold, e.g. hobbyist SBCs, slowly fall away.
Raspberry PI is the defacto standard for SBCs. Almost all the other SBCs had significant problems usually around software support and also third party support e.g. Hats, cases etc.
Oh look, there is a player coming into the market it seems:
https://economy.ac/news/2026/02/202602288291#:~:text=If%20eq...
EDIT: In fact many other chinese companies are now expanding into DRAM because of the high prices. Which confirms exactly what I said.
The price for a couple of 32GB sticks is now over $1200 after being stable at about $200 for several years until last September. That's not a blip; that's 6-fold hike and there is no sign it is slowing down any time soon.
> That's not a blip; that's 6-fold hike and there is no sign it is slowing down any time soon.
How does that invalidate anything I said? As states in the article this will change, it will take years but it isn't forever.
I find it hard to believe that people here cannot make do with whatever hardware they already have.
I also don't believe those small SBCs would have survived long term anyway. Most people just use a Raspberry PI. It is either a MiniPC or a Raspberry PI.
Discord groups that had real-time line counts and pictures of the line at most best buys across the country (US).
The only way I got one was overpaying and a lottery system that bundled it with other hardware because they knew everyone would still buy it. It was impossible to buy online normally as you needed some kind of automated way to buy it before stock zeroed the minute it was posted.
You could pay a scalper for a gfx card, but stores had none. Now, stores have RAM at least.
You're comparing to memory sticks that went up 6x. If you were offering anywhere near 6x MSRP and you couldn't get a video card... I don't believe you.
https://www.pcmag.com/news/scalpers-have-sold-50000-nvidia-r...
https://www.pcmag.com/news/read-it-and-weep-heres-how-bad-nv...
These show GPUs available for 1.5-2.5x price, which fits what I remember.
> I couldn't even get a Raspberry PI (any model) for about a year.
https://picockpit.com/raspberry-pi/why-are-raspberry-pi-pric...
I didn't look into Pi prices a whole lot, but this suggests they were continuously available for 2-3x price.
My 1080Ti had died. I had to use a 8800GTS from the late 2000s for about a year. As that was the only GPU I had. I have no iGPU on my CPU.
I am in the UK. Not the US. There was at one time, no stock available. Not on Amazon, Not on Overclockers, Not on Scan. They had some weird lotto system taking place on most sites.
Scalpers claimed to have cards. But I wouldn't risk sending a lot of money to some random seller on ebay.
> Unless this article is massively misleading, sure it was out of stock at 1x price but it wasn't out of stock at 2-3x price.
Again I am in the UK. You could not buy any PI other than 1GB model and maybe the zero. Both of which were useless to me.
So timed that all pretty great. What worries me is my desktop is up for a full new buy somewhere around early '28. That could be a train wreck depending on how taiwan situation goes
That's a very specific date / timeline. How do you decide to do a full new buy? I ask because I own a desktop that I built 15 years ago which I was flirting with replacing completely last year, but unfortunately I didn't pull the trigger ... oops :(
My old rig is still going strong. The motherboard can only take up to 32GB DDR3 though. CPU is an Intel i7-4790k which is still very fair today if you are not running a resource hog OS (looking at you Windows). Overall it is completely serviceable for my needs. Being honest with myself the only reason I wanted to upgrade was for nerd cred but I don't game much anymore and don't do any ML tasks that require lots of local compute.
I use the 16GB SKU to host a bunch of containers and some light debugging tools, and the power usage that sips at idle will probably pay for the whole board over my previous home server, within about 5 years.
If stuff is written in .NET, Java or JavaScript. Hosting a non-trivial web app can use several hundred megabytes of memory.
I was going to buy a small nuc and load it up on memory but I've acquired an old Mac Mini with 16GB of ram, which will do.
They're already regretting spending so much now that prices have started to tick downward.
I keep telling everyone: If you don't have a pressing need to buy right now, please wait 6 months and check again.
Def don't regret doing that, though I regret not springing for the extra RAM.
I feel like for the first time in our lives we might have seen peak technology for the next few years. Everyone is going to have to make do instead of depending on ever increasing performance.
Or is this just a temporary thing based on where processing is located?
Most helium from most wells is simply vented because it is expensive to separate even with its relatively high concentration, and I imagine even the best case scenario for capturing it from a fab has abysmal concentration of helium. But because most of it is vented it also means if the capital is put down to build more helium separators on gas wells it wouldn't take long to increase supply. Short term for a year or two it can be a problem, but beyond that it is simply a cost versus demand issue. There is neither a technological nor source limitation, it is a pure capital investment limitation.
I will not be buying any more SBC's at this price point. I wonder if Raspberry PI will survive.
The idea of putting sixteen gigs of RAM in a raspberry pi is nuts. The legit thing you want to use a raspberry pi (or a competitor) for as an embedded headless thing with no KB/mouse/display attached should run fine in 2GB of RAM or less, assuming an ordinary debian-based OS environment.
I would much rather have a used, ex-corporate/ex-lease, small form factor or ultra small form factor x86-64 desktop PC (Dell, HP, Lenovo, whatever) with 16GB of RAM in it and an SSD on a SATA3 or NVME interface. Whatever is the "best" SFF that you can buy via huge eBay used equipment dealers on any given month.
Despite being many years old, whatever you can buy on ebay for 200 bucks (at least before the recent RAM fiasco) with some recent-ish quad core core i5/i7 or Ryzen in it will run circles around a raspberry pi 5.
If everything on the board but the ram costs $30, and ram is going from $10/gb to $20/gb, then they have to change the price $50 -> $70 to break even on the 2gb board, and $190 -> $350 for the 16gb board.
In other words, the raspi is now priced like a stick of ram with a bonus computer attached because ram is massively more expensive than the rest of the computer.
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