Summary
- Audit gamification and mastery systems for vanity XP, weak evidence, grind loops, rank inflation, missing trials, unclear unlocks, privacy leaks, unsafe agent autonomy, and generic game mechanics.
- Use when reviewing skill trees, progression specs, Arcanea mastery systems, agent ranks, creator paths, or world/product ladders.