aiqbench analysis

The reported outage of DeepSeek's V4.1 FlashAPI and web services highlights critical infrastructure fragility for rapidly scaling open-weight models, raising immediate concerns about service reliability in the current AI product landscape. This incident underscores the operational risks associated with high-throughput inference demands on existing cloud architectures before dedicated hardware solutions mature.