Anthropic: Our AI just created a tool that can ‘automate all white collar work’, Me:

A new tool, with code written *only* by AI, has gone omega-viral: Claude Cowork. But is the hype justified? What do the stats say on productivity? Where is the truth in a sea of noise? What is truth? Can we handle the truth? Where's Nemo? https://matsprogram.org/s26-aie Check out my new app! https://lmcouncil.ai AI Insiders ($9!): https://www.patreon.com/AIExplained Chapters: 00:00 - Introduction 01:12 - Claude Cowork 07:36 - Productivity Speed-up + jobs 10:19 - Comparing Models 12:46 - Brittle AI Paper Cowork Intro: https://x.com/claudeai/thread/2010805682434666759 'All of it': https://x.com/bcherny/status/2010813886052581538 'AGI' Claims: https://x.com/deepfates/status/2004994698335879383 Douglas Interview: https://www.youtube.com/watch?v=TOsNrV3bXtQ&t=2313s Job Stats: https://www.oxfordeconomics.com/wp-content/uploads/2026/01/Evidence-of-an-AI-driven-shakeup-of-job-markets-is-patchy.pdf Amodei Prediction: https://fortune.com/2025/05/28/anthropic-ceo-warning-ai-job-loss/ GenAI Traffic: https://x.com/demishassabis/status/2009075877347512545 Illusion of Insight: https://arxiv.org/pdf/2601.00514 Entropy Exploration: https://arxiv.org/pdf/2506.14758 ProRL: https://arxiv.org/pdf/2505.24864 Genesis Mission: https://www.whitehouse.gov/presidential-actions/2025/11/launching-the-genesis-mission/ https://deepmind.google/blog/how-were-supporting-better-tropical-cyclone-prediction-with-ai/ Non-hype Newsletter: https://signaltonoise.beehiiv.com/ Podcast: https://aiexplainedopodcast.buzzsprout.com/