like this?

I can't tell how much interest there is. But messages like this definitely encourage me to continue it!

> If NATO hadn't been trying to expand there, there would have been no war.

There would.

> If NATO stops trying to expand into Ukraine, the war ends.

It wouldn't.

> If the US stops sending weapons and fomenting anti-Russian sentiment, the war ends.

This war is about territory not sentiment.

You can play around with expectations of higher order Gaussians using the new
tensorcookbook.com/playground

Now we're just waiting for a ZkiT model

Yes please!

Can you refer me to the openai forum?

For more information on history heuristics in chess, see www.chessprogramming.org/History_Heur...

near future.

Time will tell if they'll update the entire network, or a smaller LoRA or side network.

Even chatbots like o1 could use TTT as an alternative to in context learning.

5/5

while searching. If two subtrees are conceptually similar, it has to do all the work twice.

Test Time Training fixes this!
If AlphaZero updated its weights while searching, it could transfer learnings between the subtrees!

I'm sure we'll start seeing a lot of TTT architectures in the near...

4/5

Obviously having a pretrained cnt[from][to] array wouldn't be helpful at all in chess, as moves may be good or bad entirely dependent on the position.

But because the butterfly table is reset at every search, it encodes "local information".

AlphaZero meanwhile doesn't learn anything while...

3/5

Chess engines like Stockfish will keep a so-called butterfly board, keeping track of how often a move was chosen in the search tree. _Independently of the position_.

This is data is considered elsewhere in the search tree to decide how much time to spend considering the move.

Why do this?

2/5