Anthropic J-space research 🧠, Apple + Broadcom ⚡, continual agent learning 🤖

# What You Need to Know This Week Anthropic researchers discovered a way to visualize how AI models actually think—imagine being able to see the "mental workspace" where Claude processes information, which could help us understand and trust AI systems better. Apple and Broadcom are partnering to build custom chips specifically designed for running AI locally on your devices instead of sending everything to the cloud, meaning faster performance and more privacy. Meanwhile, AI labs are working on agents that learn continuously from real-world interactions rather than staying frozen with the knowledge they had at training time, making AI assistants genuinely improve over time.