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It reminds me a lot of 3D Printing tbh. Watching all these cool DIY 3d printing kits evolve over years, I remember a few times I'd checked on costs to build a DIY one. They kept coming down, and down, and then around the same time as "Build a 3d printer for $200 (some assembly required)!" The Bambu X1C was announced/released, for a bit over a grand iirc? And its whole selling point was that it was fast and worked, out of the box. And so I bought one and made a bunch of random one-off-things that solved _my_ specific problem, the way I wanted it solved. Mostly in the form of very specific adapter plates that I could quickly iterate on and random house 'wouldn't it be nice if' things.

That's kind of where AI-agent-coding is now too, though... software is more flexible.


> Guess I’m just desperate for an article about how organizations are actually speeding up development using agentic AI. Like very practical articles about how existing development processes have been adjusted to facilitate agentic AI.

They probably aren't really. At least in orgs I worked at, writing the code wasn't usually the bottleneck. It was in retrospect, 'context' engineering, waiting for the decision to get made, making some change and finding it breaks some assumption that was being made elsewhere but wasn't in the ticket, waiting for other stakeholders to insert their piece of the context, waiting for $VENDOR to reply about why their service is/isn't doing X anymore, discovering that $VENDOR_A's stage environment (that your stage environment is testing against for the integration) does $Z when $VENDOR_B_C_D don't do that, etc.

The ecosystem as a whole has to shift for this to work.


> Same dynamic seems to be shaping up here. Except the AI juniors are cheap and work 24*7 and (currently) have no hope of growing into seniors.

Each individual trained model... sure. But otoh you can look at it as a very wide junior with "infinite (only limited by your budget)" willpower. Sure, three years ago they were GPT-3.5, basically useless. And now they're Opus 4.6. I wonder what the next few years will bring.


Well, a terabyte of text is... quite a lot of text.

In some way, the US won the cold war by spending so much on military that the USSR, in trying to keep up, collapsed. I don't see any parallels between that and China providing infinite free compute to their AI labs, why do you ask?


The problem with this example is scale. A person is rational, but systems of people, sharing essentially gossip, at scale, is... complicated. You might also consider what happened in China during the last time there was a leader who riled up all of the youth, right? I think all systems have a 'who watches the watchmen' problem. And more broadly, the problem with censorship isn't the censorship, its that it can be wielded by bad actors against the common good, and it has a bit of ratcheting effect, where once something is censored, you can't discuss whether it should be censored.


"Ex-post facto? No, you see, the message was still in the Discord chat history and you did not delete it, despite having years to do so."



> https://en.wikipedia.org/wiki/2025–2026_Iranian_protests

And the original Iranian protests in the late-1970s against the Shah were non-violent.

It is actually 'interesting' in that it is one of the few examples where a non-violent movement ended up with an authoritative regime after "success": it's (almost?) unique in that regard per the author. Most non-violent movements end up in a democratic system.

> https://en.wikipedia.org/wiki/Survivorship_bias

Invalid counter-argument: the survey in question looks all sort of movements, both those that succeeded and failed.


> And the original Iranian protests in the late-1970s against the Shah were non-violent.

"original" is doing some heavy lifting here - the Iranian revolution was not non violent. By the state or by the revolutionaries.

It's also impossible to talk about the regime without also bringing up the formative events in the early years of the Iranian state, namely the Iran-Iraq war.


> On a long timescale gold is way more stable than the dollar.

This is a nonsense claim. How many flat screen TVs could you buy for a pound of gold over a 'long time scale'? Cancer treatments? Acres of land in midwest? Hours of a normal person's time? The fact of the matter is that you cannot actually store labor or time for later, so the amount of stuff you can get your gold is gonna vary wrt the broader economy. Economic reality on the ground is what actually determines the 'value' of your gold. And look, if you want some asset that you're pretty sure you could still trade for bread after the apocalypse or whatever, gold isn't the worst choice. And its deflationary, as the amount of gold isn't increasing at pace with the productivity of the global economy. And people like to hoard it when the future becomes less certain, because of the aforementioned 'tradeable for bread after the apocalypse', so I guess its an okay speculative hedge?


Non-responsive paragraph.

You've attacked what could interchangeably be dollar or gold asking what it might buy or store, failing to recognize I was measuring relative stability rather than absolute stability.

The dollar has lost over 95% of its value since inception of the federal reserve (at which time dollars nature changed significantly) in 1913 against some imperfect measures of CPI. That gives you a 20x difference over time, downward. Gold has not perform nearly that bad at price stability.

We could go back further than that when the dollar was a lot more stable... but at that time dollar was backed by gold and there wasn't (mostly) a central bank nor gold possession bans that let them mess with the price quite in the same way they did later.


The US always had really weird and restrictive financial regulations. Right from when the country got started.

Look to Canada for a much stabler system that didn't have banking crisis all the time. See eg https://archive.is/v13TM


Classical liberals are akin to communists in that when the practical application of their ideas fail, it's obviously because it was only a corrupted version that ended up being really put in practice. “It wasn't really Communism” and “It wasn't deregulated enough”.


No, no, not at all.

Communists can say "oh, it wasn't real communism." Classical liberalism and neoliberalism can make much stronger claims: a bit more neoliberalism (stochastically) gives you a bit more prosperity in the long run. You don't need the whole thing 100% to reap partial benefits.

I say stochastically, because in the real world there's a lot of noise from other factors, of course.

And in this case at hand: Canada had much lighter and more sensible regulation in this sector, and they did better. As expected.


> a bit more neoliberalism (stochastically) gives you a bit more prosperity in the long run. You don't need the whole thing 100% to reap partial benefits.

Except in practice it always fail to materialize, neoliberalism has repeatedly been tried everywhere in the western world, resulting in decline instead of prosperity. And people blame the fact that not enough regulations were removed to justify why it failed. So exactly like Communists.

The reality is that the real world is too complex for simplistic ideologies to have positive effects. No matter what kind of ideology.

> And in this case at hand: Canada had much lighter and more sensible regulation in this sector, and they did better. As expected.

As if the only difference was regulations, and not the fact that Canada was at that point part of the British Empire

It's like the commies in the 30s saying that Communism was indeed better, as the USSR had by far the highest growth among industrial nations by then. Forgetting that this growth was mostly due to the fact that Tsarist Russia was lagging far behind before that, and that catching up is always going to cause higher growth.


> Except in practice it always fail to materialize, neoliberalism has repeatedly been tried everywhere in the western world, resulting in decline instead of prosperity.

Are we living in the same world?

All over the place, we see that more neoliberal places are richer than less neoliberal places. For example, Ireland is richer than Germany which is richer than Greece.

> As if the only difference was regulations, and not the fact that Canada was at that point part of the British Empire

You are right that there were more differences between them. Other people have done more extensive work on this, and I'm not doing it justice. The US had and has really asinine and heavy-handed financial regulation.

Their bans on branch banking are really something, too.


Singapore and Lichtenstein are probably the richest by PPP and they are what I would describe as benevolent monarchies (at least under LKY it was) that have managed to implement classic liberal market policies precisely because they have suppressed some or many components of neoliberalist representative democracy.

LKY basically in a nutshell said 'you get the free market * because I fucking said so and I am smarter than all of you'. Weirdly Singaporeans were smart enough to realize LKY was a one in a million years kind of leader that actually both actually was smarter than everyone else AND was not corrupted to the point he poisoned the whole attempt. If he'd have sought out the populace to vote on his policies they would have done the same thing as most other places in asia and slowly vote more things to themselves in the name of welfare until their position as one of the freest financial markets in Asia was no longer the case.

* Well not for houses, but like half of Singapore is immigrants that can be taxed to pay for the other half's houses so it works out for them.


Singapore has free and fair elections that international election observers never have found fault with. LKY regularly won elections, and his party still wins elections.

> * Well not for houses, but like half of Singapore is immigrants that can be taxed to pay for the other half's houses so it works out for them.

The proportion of immigrants is lower than what you say, and we are not taxed more than residents. (I'm an immigrant to Singapore.) In fact, they once even gave me a 50% income tax one-off rebate just because in that year they took in more money than they needed. If I were a politician, I would have only given that one-off rebate to citizens, you know the people who can actually vote for you.


> Are we living in the same world?

I live in the western world. In a continent that gave ordoliberal (the German branch of the Mont Pellerin society) principles a quasi-constitutional values. And that continent has fallen behind both the government-debt pumped US and the state-driven China, down from a dominant position when the said principles were raised as supreme laws.

In fact, the very country that invented railways has now been unable to operate first-world level of rail service for three decades, with the collapse happening because of Thatcher's policies.

> All over the place, we see that more neoliberal places are richer than less neoliberal places. For example, Ireland is richer than Germany which is richer than Greece.

Ireland is a tax haven. And half of its GDP is entirely virtual. And again China and the US (which has roughly three time as much public debts as the EU and has had much more relax monetary policies than what the EU can legally due to the Treaty of Rome and its updates) fare better than the EU. But then again I'm sure you'll say that “it's not actual liberalism”…

> The US had and has really asinine and heavy-handed financial regulation.

The regulations put in place in the 30s after the great depression were relaxed by Reagan, and unsurprisingly it lead to the reemergence if financial crisis after half a century of financial stability.


Ireland is richer if you look at labour income, too. I agree that its GDP numbers are a bit weird.

China is poorer than the EU.

> The regulations put in place in the 30s after the great depression were relaxed by Reagan, and unsurprisingly it lead to the reemergence if financial crisis after half a century of financial stability.

The US had inane financial regulations right from the start. And I'm not sure what you are smoking: have you heard of the Great Moderation? See https://en.wikipedia.org/wiki/Great_Moderation


> China is poorer than the EU.

Per capita, so far. But it used to be a third-world country and it's now the industrial superpower.

> The US had inane financial regulations right from the start.

“FDR didn't exist”.

> And I'm not sure what you are smoking: have you heard of the Great Moderation? See https://en.wikipedia.org/wiki/Great_Moderation

Dude, the “great moderation” is about inflation, business cycles and macro trends more generally, not about financial markets stability.


> Per capita, so far. But it used to be a third-world country and it's now the industrial superpower.

They moved from dirt poor to middle income largely by strangling their economy quite as hard as the did under Mao. If they liberalised further, they could become richer.

> “FDR didn't exist”.

Huh?


> They moved from dirt poor to middle income largely by strangling their economy quite as hard as the did under Mao.

They did move from durt poor to “higher life expectancies than the US” because the state made it an actual goal, with policies designed for that.

> If they liberalised further, they could become richer.

That's just your religious belief. But it has strictly the same factuality as “if you went to church, God would help you be happier”.

> > “FDR didn't exist”.

> Huh?

Maybe document yourself on the massive financial regulations tightening that happened under FDR before saying it has always been the same.


> We obviously haven't and won't do this to a nuclear-armed country.

Right... which means that every regime knows they have to become a nuclear-armed country.


Absolutely, this has been clear for a long time. Countries are only truly sovereign if they have a reliable nuclear capability, otherwise they are always at the whim of another country with a sufficiently powerful military.


They need the military either way. There's no country that just has nukes and nothing else, except for North Korea, see how that's going for them.


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