The Chip That Could Unlock AGI.

Former Databricks AI head Naveen Rao founded Unconventional AI at NeurIPS to develop first-principles hardware that utilizes physical circuit dynamics rather than traditional digital logic, aiming to resolve the impending 400-gigawatt energy shortfall in data centers. Partnering with TSMC for manufacturing, the startup targets the creation of large-scale analog chips optimized for time-dynamic workloads like diffusion and energy-based models to accelerate the path toward Artificial General Intelligence. This initiative seeks to replace the binary computing paradigm with substrates capable of replicating biological efficiency, positioning Rao's team to bridge the gap between theoretical dynamical systems and scalable engineering.