AI Interpretability & Content Moderation Research
Research questions and problem statements. What went wrong? Why did systems fail? What patterns emerge?
The ALMG framework. Three-dimensional semantic field model mapping entropy, ambiguity, and legitimacy.
Diagnostic tools and intervention methods. How to identify drift, measure collapse, and redirect trajectories.
Implementation strategies and best practices. Navigate the maze, avoid the traps, build better systems.
How a moderation update caused R_eff to exceed 1.0, creating exponential content backlog.
Complete technical documentation of the three-axis semantic field model.
Comprehensive mapping of persona drift across the ALMG moderation space.
Engelbart, Lovelace, Turing, Hopper, and the wildcard slot for continued discovery.