
A reflective take on consumer agentic AI, from Meta Muse and OpenAI Dots to the OS-level permission changes now shaping how these products can live on our devices.

A reflective take on the AI copyright fight, why model provenance now matters, and what developers should do to stay safe while building with generative AI.

A reflective take on government ordered model restrictions and what they mean for AI app architecture, vendor risk, and resilient product design.