AI Agent Evaluation End to End: How LFORLA Scores a LEGO Build From Brief to Render

A mechanism explainer of the LFORLA LEGO Set Build benchmark: how agent capability is measured end to end with a deterministic construction oracle, plus the real leaderboard numbers and what they mean for model selection.