As a closed source chat-API provider, you just need to find a way speak JSON correctly at API output.

What are some good counter measure, besides ban hammer?

Some open-weight models aren't so open in their license.

you can swith to a better model for lower error rate.

Hmm, maybe consider MPTCP-like design? It tackles exactly the problem you descrbed.

> Many countries have single exits to the global internet

Well it's f'ed anyway. But multipath makes content restoring much, much more complicated.

Many src-dst connections but as a single logical connection. There's no way any middlebox could easy capture full data even metadata.

http2/QUIC can do something similar with frames (and hopefully multipath)

Don't place your whole stream inside a single src-dst IP connection. Demux them into many paths over the Internet. We need more variety of "traffic shapes" to combat Internet surveillance.

I'd argue it's even more effective than encryption. Split your activity and mix them, monitor traffic over a single transport is useless.

> You can do this with 5 matricies instead of 3, you can do this with 4-dimentional tensors, and so on

As a outsider I have many dumb quesion like these. I am trying to understand transformers in a Occam's razor way. It's a complicated machinary after all.

Or is it?

JSON is a bad format/transport.

I think the "reference image" means a photo is taking by a real iPhone 18 device at a certain time, what the content actually means is another matter.

The "digital negative" in DNG format can be used to analyze the authenticity of the content.

The Telegram client leads in every aspect by far. It's just easy to use.

It's case-insensitive for storage but case-sensitive on display.

I learned this hard way because some files refuse to download on one of my git repo.