One-Sentence Summary Self-learning render farm that automatically optimizes job scheduling, resource allocation, and failure recovery across Houdini/Maya/Blender/ Nuke by learning from 100K+ completed render jobs—maximizing hardware utilization while minimizing cost and turnaround time.