LaurensBER
I haven't done the math but if I see how many tokens I can burn per month for 100 USD it's pretty mind boggling to imagine how much capacity is being added by this build out.
This is not the place to discuss it but even in my wildest predictions I find it hard to imagine that we're really going to need all this capacity anytime soon (although I guess anything spare can go into training).
No doubt Timur contributed heavily to this given Valves Steamdeck (which uses a very similar but slower GPU).
Given the current hardware prices it's pretty awesome to see someone squeezing maximum performance out of old hardware!
The current implementation is more of a tech demo than a practical way to play games (+ officially it's available in 1 game). It's _fast enough_ to make some impressive YouTube videos but you most likely won't want to play anything with it yet.
Nvidia has stated that they're still working on improving the performance. No doubt future hardware generations will also include further hardware optimisations.
The potential for this kind of technology is pretty awesome, especially given that people have also found ways to add this to emulators.
Europe has some very real work to do to stay competitive but fortunately things are slowly changing.
Spotify, Ayden, Revolt and N8N are some examples that come to mind.
From a technical perspective emulation is absolutely amazing, it requires deep technical knowledge, an excellent understanding of the source system and the optimisations are on another level.
They do have a tendency to complain (but so do a lot of Europeans) but that complaining does often translate into action (something, seemingly, a lot less common in the south of Europe) so perhaps that gives outsiders the impression that the Swiss are change adverse?
It also seems to be more willing to just do whatever you ask of it. My favourite benchmark for this is to ask it to download a rom for an old game, that I own. Legal in my juristiction but the US models (except Grok) have a tendency to refuse it.
The technical part is probably relatively easy in comparison. Especially because the stakes are low (parallel run with the existing system, good will from everyone involved).
Would not recommend running this, it's the antithesis of the Linux philosophy.
Despite all the big talk from the likes of Wilders and Meloni, the moment that they're in government they do seem to be very willing to cooperate with their European peers.
Despite all their talk about being pro human-rights and pro democracy in practice the voter turnout percentages for the EU elections are extremely low. As an EU citizen I almost never meet someone who's interested or who feel represented by the EU. There's, no doubt, several reasons for it but the biggest one might be that an additional abstraction layer that's cultural too far away from the average voter.
Europe (and Iceland) have many, many challenges and we absolutely need something like the EU to effectively tackle them.
The EU has tremendous potential but a lot of it's current focus seems to be misguided at best, downright evil at its worst.
Let's see if it the EU can tackle the energy and immigration crisis (I'm pro immigration but even I have to admit that the current system is deeply flawed and unsustainable), if it does it would win my respect. Bonus points if we do finally get a (real) single (capital) market.
Self-learning/improving would be even better but that's still a long way to go.
At this point the 40 USD/120 USD Cursor Team subscription suddenly becomes a lot more attractive. You'll get more generous limits and a single monthly limit.
- The provider has a massive amount of (unused) hardware. Google or Cursor seem most likely
- The model is extremely efficient, beyond anything we've seen so far
- Whomever made the model has improved the cache efficiency in such a way that it's very cheap to serve. See e.g Deepseeks or Xiaomi caching (pre-price increase)
Having said that, the customs duty will go to the EU budget so there's now a direct incentive for the EU to maintain or perhaps even increase this.
I guess this is why they're pushing Claude code hard (not supporting agents.md, not allowing third party harnesses, etc) but when switching to another provider is as easy as opening a new terminal and typing omp/pi/codex your moat is effectively zero.
They can compete on price, quality or value but anything else is just madness. Currently they (arguably) own quality but this won't last.
It's unfortunate and in some ways unfair. I hope the Canadian economy will move towards more open trade partners and will proposer.
The thing that I really struggle to understand is what the grand vision behind this is. A logical consequence of the tariffs is that Canada, Europe and other American allies focus more on those who are willing to trade with them, including China.
If I put a 2/3y contract in place with an American supplier, there's a fair chance that I might have to deal with 10-50% tariffs at some point during the contract. This does make (long)-term business deals with the US risky.
Given the increased pressure from open weight models (still 6 months behind but now more than good enough for most use cases) the frontier labs really have to step up their game.
Switching is as easy as typing /model in most harnesses so there's effectively zero moat.
I honestly did not enjoy it anymore, almost all subs feel political these days (and the worst kind of politics, American politics ;)), the hive mind downvotes everything that it disagrees with (irrespective of the merit or quality of the message) and you get bans for seemingly everything if the mods disagree with you (/r/UnitedKingdom for criticizing the government motability scheme, /r/Europe for "rape belittlement" for a message in which I mentioned _war crimes_ such as rape. I guess calling it a war crime isn't serious enough...).
Glad to have ditched it! It's a shame there isn't a similar community like old Reddit but I guess we'll get one at some point!
* That is, if a lab like Deepseek doesn't release a "good enough" model for the cost of electricity + a thin margin. Then all AI company lose and all consumers win.
At work, as an experiment, I used GPT 5.6 Luna + Deepseek 4 Flash for a week (I have an unlimited, "within reason", budget at work so normally I just use Fable and Sol) and it's been perfectly fine.
These models take a bit longer (more turns) to solve problems so they feel a bit slower but the end result is often just as good or nearly as good. Because they're so cheap you can easily run multiple sessions in parallel so it doesn't really matter that they're slower.
I've done a few experiments where I've split my terminal in 4, launched 4 clients (each with a different model, including Fable and GPT 5.6 Sol) and compared the output. For simple and medium complexity work open-weight models are incredible effective.
I can highly recommend the 10 USD/month OpenCode Go subscription. It offers pretty amazing value for the money and is a great way to experiment.
You need to account for:
- Existing deficit
- The changing demographics, people are more likely to (prefer to) live alone putting more stress on the housing market
- The location
More young people are single and more old people prefer to live alone.
At the same time the housing crisis in Groningen might be less severe than in Amsterdam which is not visible in the nationwide numbers.
For a young single person in Amsterdam the situation will definitely feel like a crisis.
If I had to take a guess, I would say that the western European political systems seems to work well in a homogenous population where you mostly need "alignment" (e.g between companies and labour unions) but seems seems to struggle with major reforms. Too many stakeholders, too many vetos and too many processes.
To give an concrete example. The Netherlands has a severe housing crisis. Despite being a relatively rich country it's not uncommon for people (sometimes even couples) to live with their parents untill they're well in their 30ies.
Yet a single guy was able to block the building of almost a hundred houses on the chance that there might be some rare(?) frogs living at the building site. While I'm all for nature conservation, surely the needs of a hundred families should go above the concerns of some hypothetical frogs.
Everyone agrees that this is crazy, seemingly very little changes.
This is an interesting idea although I'm not sure how many companies are comfortable with giving SpaceXAI access to all your files and data. Outside of America this is, most likely, not going to fly.
You can probably implement something similar as a plugin for your preferred harness. From a technical perspective I think it just sends the output w/h the thinking and tool trace to another model and asks it to double check everything (exact prompt must be somewhere in the OMP repo).