arXiv cs.AIPaper
MOONWALK: Mediating Operations with Intent-Evidence-Action Alignment Across Junior-Supervisor Review Workflows in Animation/VFX Pre-Production
This is domain-specific workflow tooling that uses AI for coordination, not creation. The core insight is that creative intent gets lost in translation, and having an auditable trail solves a real studio problem. Not broadly applicable, but if you're building tools for creative teams or thinking about AI as a process layer rather than a content layer, the framework is worth studying.