Stage 9 — Early Human Visibility: Experimental User Exposure (v0.7)

Comprehensive technical documentation of Stage 9 of the 11-Stage AI Visibility Lifecycle. Covers how AI systems begin testing trusted digital entities with real users through experimental or limited human exposure. Details early visibility signals, user interaction testing, A/B exposure patterns, feedback loop mechanisms, and the experimental conditions that determine whether entities progress from limited testing to stable baseline visibility. Part of the AI Visibility Architecture (AIVA) framework documentation.