Inside the SHADOW LAB Building the Next-Gen AI | The Team Behind Nous Research

Can we actually pause AI? Karan 4D, co‑founder & Head of Behavior at Nuos Research, argues the compute race makes “stop” a fantasy. Instead: build power openly, stitch together decentralized GPUs, and escape brittle, biased guardrails. We dig into the field’s assistant blind spot, reclaiming creative/cognitive search space, and Nuos’s Psyche stack + DRO Optimizer—tech that can train large models across scattered, idle hardware like one giant global lab. Tune in for an urgent blueprint for resilient, open AI.