coulix

Spot on..

True, same conclusion, but the few samples I tried showed some real improvements since dec 2025 version.

I wonder how it does compare to reducto, pulse, extendai.

Looking great, how did you standardized animations / canvas work? Did AI help?

The YouTube citation thing feels like a quality regression. For medical stuff especially, I’ve found tools that anchor on papers (not videos) to be way more usable like incitefulmed.com is one example I’ve tried recently.

We need to see Landing.ai DPT-2, from my tests its the best in term of ability to extract structure from complex tables so far.

This.

Any complex parent table span cell relationship still has low accuracy.

Try the reverse, take a complex picture table and ask Chatgpt5, claude Opus 3.1, Gemini Pro 2.5 to produce a HTML table.

They will fail.

You are right and things can revert backward very fast.

What pushed you to move to Kafka?

It all started a year ago during a crypto fever run. A bitcoin coin is cool, but you know what's better? A gigantic Bitcoin bronze.

At first with an out-of-scale wooden version, then things started getting serious. 3D printer, silicon, and molten copper. Making such a piece with a mirror finish requires fine art expertise and took several trials.

The sculpture is signed by the foundry and encrusted with the bitcoin payment transaction hash on its side. It is close to impossible to counterfeit such a piece. Each foundry has its own signature based on the shares of each metal composing the bronze. Moreover, being handmade, two sculptures will never look exactly the same.

What do you think?

In France we use it in our Math curriculum.

SHA-256 ;)