The two things that matter for end-to-end agentic AI for knowledge work.

Discussions about automating knowledge work with AI often focus on models, tools, or agent frameworks. But looking at how real organizational work actually happens suggests a simpler frame: almost everything reduces to two ingredients — verification loops and documented context.

Read the full article on Substack: Verification Loops, Documented Context