Neuromorphic computing

What If We Stopped Using GPUs? | YC Paper Club

What If We Stopped Using GPUs? | YC Paper Club

A session on alternative compute covering the argument for abandoning backpropagation in favor of zero-order optimization and sharded training, optical computing that performs diffusion-style image generation with propagating light, the state of neuromorphic computing in 2026, and how cultured human neurons learned to play Doom through reinforcement learning.

Rebuilding the Computer for the AI Age: Unconventional AI's Naveen Rao

Rebuilding the Computer for the AI Age: Unconventional AI's Naveen Rao

Naveen Rao, CEO of Unconventional AI, argues that the 80-year-old digital computing paradigm is hitting a fundamental energy wall. He proposes a new approach to AI hardware, inspired by neuroscience, that replaces matrix math with nonlinear dynamics, leveraging the time domain for computation to approach the thermodynamic limits of efficiency.