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GLM 5.2 and the coming AI margin collapse

martinalderson.com

271–280 of 495 posts

Re: GLM 5.2 and the coming AI margin collapse

#271
post #253
post #242

Earlier quoted context omitted.

The EU is not "teetering on the edge of a crisis", why do you say that?

Not OP but, EU economy is being squeezed by China on the industrial and tech front, and by the US on the innovation/startup front. It is clear EU is no longer at the technological/economic frontier like it used to be 10-20 years ago. At the same time there are serious demographic, budgetary and political challenges all across the continent. Dragi's report covers some of these. It feels like the whole system might fal…

Factor in that Europe is powerful partly because of its unity and there are many forces trying to undermine that.

Re: GLM 5.2 and the coming AI margin collapse

#272
post #107

Earlier quoted context omitted.

It really depends on what you're doing, but most LLM usage and agentic runs are pretty interchangeable in my experience, and it's usually trivial to switch. If anything, you're better off supporting multiple LLMs as backup because most model providers have been so inconsistent with working all the time

Dude it’s not trivial to switch because the behaviors are different! You’re clearly not building a product based on an LLM. I’m still using various old Anthropic and OpenAI models for products I’ve built and released because I can’t risk the behavior changing in unpredictable ways and the users being pissed. It’s much easier to switch out some deterministic software than an LLM which you’ve spent a ton of time on tes…

Can you give specific examples on what differences make it hard to switch?

Because this claim is counter to my experience as well.

Re: GLM 5.2 and the coming AI margin collapse

#273
I wonder if anyone has actually measured the difference in verification time between these models. A senior dev in a high cost of living area costs the company something like $200 an hour. If a cheaper model produces code that takes an extra 20 minutes to debug or verify because it missed a subtle edge case, you have already lost any savings from the lower API bill. It feels like the real moat for labs like Anthropic is the level of trust a reviewer can have in the output without reading every single line. Curious how much people trust GLM over something like Opus? Is there much of a marginal difference here?

Re: GLM 5.2 and the coming AI margin collapse

#274
post #224

Earlier quoted context omitted.

> The next one is likely to be a doozy The US, EU, China are teetering on the edge of a crisis. Russia is well on its way. I feel like 2008 was just a warmup to what may be coming.

> Russia is well on its way. Including the warmongering angry midget next to the US, EU, and China is funny. Russia's economy, before they decided to shoot themselves in the face, was the size of the Netherlands. Whether they are in a recession or not is irrelevant to anyone but them.

I thought Russia was about 2x the Netherlands by nominal, and 5x by PPP?

More relevantly, they were one of the world's petrol stations, and now they're not.

Re: GLM 5.2 and the coming AI margin collapse

#275

I'll agree but from the other direction. AI continues to absorb my job as a senior systems software engineer (c/c++) and after a couple months I've only spent a few hundred dollars using gpt-5.5/5.6 and codex. I have no idea what people are doing to burn so many tokens but for me this is laughably cheap and every day I discover new capabilities. I don't care if costs go up or down, it's so cheap for what I get that I…

Asking claude to implement a single feature that takes under 30 minutes consumes 10-30 dollars of tokens in api costs.

Re: GLM 5.2 and the coming AI margin collapse

#276
post #253
post #242

Earlier quoted context omitted.

The EU is not "teetering on the edge of a crisis", why do you say that?

Not OP but, EU economy is being squeezed by China on the industrial and tech front, and by the US on the innovation/startup front. It is clear EU is no longer at the technological/economic frontier like it used to be 10-20 years ago. At the same time there are serious demographic, budgetary and political challenges all across the continent. Dragi's report covers some of these. It feels like the whole system might fal…

More likely it just slowly declines like Japan. Or if anti-migrant sentiment continues growing at the current rate, it breaks into a race war when the AfD and PFN win the majority of votes in Germany and France respectively.

Re: GLM 5.2 and the coming AI margin collapse

#277
post #271
post #253

Earlier quoted context omitted.

Not OP but, EU economy is being squeezed by China on the industrial and tech front, and by the US on the innovation/startup front. It is clear EU is no longer at the technological/economic frontier like it used to be 10-20 years ago. At the same time there are serious demographic, budgetary and political challenges all across the continent. Dragi's report covers some of these. It feels like the whole system might fal…

Factor in that Europe is powerful partly because of its unity and there are many forces trying to undermine that.

Europe became powerful before it was unified, and ever since the creation of the EU it's been becoming less and less important on the world stage.

Re: GLM 5.2 and the coming AI margin collapse

#278

Earlier quoted context omitted.

There's a really noticeable difference in time frame covered in your examples (80s and 90s) and the one in the comment you're replying to (2010s and 2020s). Is that just two people with different go-to examples? Or is there something going on here? (I don't mean this as a leading question to some conclusion in my back pocket, I genuinely have no clue.)

Somewhere else in the comments here, someone else remarked "Individuals perhaps [move to the new models], but not organizations." That's illustrative. The mechanism by which organizations are forced to update their technology, move to more competitive suppliers, and cut costs is a recession. In one, every business that doesn't do so goes bankrupt, and what's left are the more efficient businesses that have adopted te…

“Brought on by government edict”

No, brought on by a novel pathogen that killed 10 million people. It would’ve been much worse without government action.

Re: GLM 5.2 and the coming AI margin collapse

#279
post #274

Earlier quoted context omitted.

> Russia is well on its way. Including the warmongering angry midget next to the US, EU, and China is funny. Russia's economy, before they decided to shoot themselves in the face, was the size of the Netherlands. Whether they are in a recession or not is irrelevant to anyone but them.

I thought Russia was about 2x the Netherlands by nominal, and 5x by PPP? More relevantly, they were one of the world's petrol stations, and now they're not.

You are right: https://data.worldbank.org/indicator/NY.GDP.MKTP.CD?location...

Re: GLM 5.2 and the coming AI margin collapse

#280
post #35

> the least understood upcoming shift in AI economics. Then proceeds to talk about something in the AI news every day. Hey, did you guys hear? Open source models are cheaper and their quality is increasing! So, first, by no measure is GLM5.2 as good as Opus. Second, yes, open source models will put pressure on margins...eventually. Everyone knows that. But do you think today's AI business model is the same as tomorro…

GLM-5.2 is not as good as Opus, it's better. I can abliterate GLM-5.2 and have it work on projects that Opus refuses.

Stop trying to make abliterate happen. it's not going to happen.
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