#Phi-4-vision

AI Hardware

Phi-4-Vision's 200 Billion Token Secret: Beating Giants on a Shoestring Budget

Trained on a mere 200 billion multimodal tokens—versus over a trillion for rivals—Microsoft's Phi-4-reasoning-vision-15B matches or beats much bigger models. It's proof that smarts, not scale, rule AI efficiency.