I recently ran a benchmark to test how well modern Large Language Models (LLMs) handle spatial geometry and logical reasoning under zero-shot conditions. To eliminate cheat-guessing, I used a custom Sokoban (Box-Pushing) map with extremely strict formatting constraints (no Chain-of-Thought allowed,