The methods of the PISA study are quite controversial. It doesnt even properly control for immigration and background and the fact how its presented to pupils.

In Germany in the schools I know of, its stressed a lot how it does NOT affect anything at all, so its not actually a test on ability, but also on ability to motivate oneself to perform well in a meaningless test.

They even often make extra money for each movie. Eg some movies on Amazon are offered only dubbed for "free", if you want to listen to the original soundtrack you have to buy it.

Good luck with that. No problem with investing some money , but it has to be commercially viable first and recent Western projects all over the globe have not instilled any confidence in that.

In Germany it would also be about the video.

I cant just take a photo of a person or even car on the street and just share it online unless its clear the car or person is not the central point of the photo standing alone.

Only few exceptions on that

This did not happen in Germany! If my grandmother was a bike she would have two wheels.

And? This wasn't in Germany.

But you raise an interesting point: if this would be against the law in Germany, why is Facebook waiting for these glasses to be banned? It never should have made these available in Germany, and should be using technical means to ensure that they cannot function inside of Germany's borders.

So it's just more proof of the hypocrisy. Meta doesn't care about the privacy of the plebs.

Are these constantly filming without user control? How about regular cameras, just ban them?

Which is why some automatic intelligence is so valuable

Interesting. But trying the demo with 27G model and simple 8+5 did not work.

Guessing there is some work to do still

``` calculate({"expression":"g"}) → error: only numbers, + - * / and parentheses are allowed error: No user query found in messages. What is 8+5? Use the calculator get_time({}) → Mon Jul 20 2026 10:36:28 GMT+0200 (Central European Summer Time) error: No user query found in messages. hi Hello! 2 tokens · 6.2 tok/s · prefill 4563 ms · confidence 87% which tools do you know about ? I'myepic know about the following are two tools I am aware of course, I currently i know about I know about me know I am aware of course I know I know I am aware of the following

calculate({"expression":" I know I am aware of know I am aware of I am aware I know I know know "}) → error: only numbers, + - * / and parentheses are allowed error: No user query found in messages.```

Thank you for trying it :) I just added the 27B support 1 hour ago. Let me check and try to fix it. All other models should work as expected but if you have issues with them too, I can take a look.

Hi again :) I updated the engine and 27B model should work in the demo[1]. We can still consider it as experimental but I am trying to make it better and efficient.

1. https://stfurkan.github.io/bitgpu/examples/chat.html

I would assume a human would require multiple hours for the same output though

Very interesting approach. I am having trouble with page breaks (documentation says they work, but demo pages dont) etc. For the invoicing example this would require table breaks/overflows into subsequent pages in a real application and I am currently evaluating going with model->PDF or model->DOCX

Do you have any approach in this regard that works ?

I tested this, but it seems like it regressed somehow. It may not be working in the browser side use case right now. I'll have to look at it later this evening. I created a GH issue to keep it on the radar: https://github.com/floodtide/dom-docx/issues/5

Could you update the GH issue with a bit more information about your specific use case?

I fixed this issue. The dom-docx.com Live Converter "Try in the browser" page was running an older version of the dom-docx package from before Page Breaks were added as a feature. I've updated it to the latest version.

For a lot of architectures its also irrelevant. I use sync code and I use async code in my architecture. But more like independent subsystems. They are sync internally and only few places have connections to outside systems or IO. Those can be async.

I do understand though that it can be annoying for library authors, especially those that need to interact with the FS/Network etc.