replacing raw integer grids with a zero-parameter perception layer (object inventory, geometric briefing, annotated canvas) raised an open-weight agent's rubric score from 3/28 to 25/28 while cutting token use 89.4%; geometric invariants generalized at 100% on held-out games, single-frame affordance guesses did not.