PerceptionBench

3,000 verified questions isolating 10 atomic visual-perception capabilities, derived from a failure taxonomy across 42 existing benchmarks. No frontier MLLM reaches 60% at release — a perception (not reasoning) ceiling probe from the Kimi K3 team.