Incompatible benchmarks make shared harnesses essential

The industry-relevant finding is that published scores for Qwen 3.8-Max, DeepSeek-V4-Flash, and Kimi K3 cannot produce a defensible ranking: they come from incompatible versions, task types, and vendo