Daily Brief

Agents relearn the same things every session because the knowledge that runs a company never gets written down. Will Brown of Prime Intellect makes the case for training models on your own traces, feedback and workflows, so they learn on the job the way human coworkers do. He covers evals as test cases, decision models and routing, and widget-style interfaces that turn your decisions into training data. He ends with nightly training runs and an example model trained for about $300K. 0:00 Intro 1:21 From chatbots to AI-native organizations 2:33 What Prime Intellect builds 3:45 The knowledge th

Runway's first AI film in 2019 was 128x128 pixels. Today, people can't tell generated video from real footage. Runway co-founder and CEO Cristóbal Valenzuela explains how next-frame prediction at scale teaches models physics, object permanence and how the world works. He then shows what happens when those models become real-time and interactive: world interface models, robotics, and Continuum, an early research prototype where anything on your screen can become a live, interactive video. 0:00 Intro 0:50 Runway's first AI film (2019) 1:49 State-of-the-art video today 2:48 Video as next-frame p