The funniest thing about today's US ops in Iran is that China supplied JY-27A radar to Iran to detect stealth fighter jets. Iran deployed it on Goruk Island & this radar was destroyed by U.S. stealth fighter jet F-35
Never trust Chinese junk. Example is Iran,Pakistan & Venezuela
"Learn from your own latents, not tokens: A Sample Complexity Theory"
This paper explains why data2vec and JEPA can learn with much less data.
They showed that when data has hidden hierarchy, token prediction becomes harder as the hierarchy gets deeper. But latent prediction keeps the learning problem simple at every level.
Which suggests that models may learn faster when they stop predicting raw tokens and start predicting their own abstractions.
Benjamin Netanyahu:
"Si Gran Bretaña fuera invadida y, en un día, unos 8.000 británicos fueran asesinados, mutilados, violados y secuestrados cerca de Londres, ¿qué harían?
Sabemos lo que hizo Gran Bretaña en la Segunda Guerra Mundial. No responsabilizo ni a Churchill, ni al gobierno británico, ni al pueblo británico.
Bombardearon a diestro y siniestro las ciudades alemanas y francesas que se encontraban en su camino. Nosotros no lo hicimos. Entramos con fuerzas terrestres. No bombardeamos Gaza indiscriminadamente."
"Hey Claude with computer use, watch this construction site video & write up things you see that dangerous or good, create a spreadsheet of critical issues to address" (sped up)
How firms use AI as manager, coach or panopticon is going to have a big impact on what work becomes.
Governments should play an active role in building and providing #PublicAI.
We're working with Senior Research Fellow @audreyt to help countries develop democratic AI policies that prioritize progress, participation & safety.
Dive deeper: Listen to her @StanfordDDL podcast interview.
https://t.co/9S3hXFGBGx
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