Run Chapter 22: Personal Browser Policy Engine
This laboratory applies a user-owned policy to a contained sample feed. It extracts content units, excludes sensitive regions, normalizes evidence from interchangeable providers, compiles deterministic rules and changes presentation locally.
Every hide, blur, label and prominence change is reversible. No decision alters source content, leaves the page or claims to determine whether content was generated by AI; that specific evidence problem begins in Chapter 23.