Deploy DiffusionGemma-Jev on Cloud Run with one command. Single-step latency: 35–60ms. Batch@32 throughput: 100–123 req/sec. Costs ~$3/hr active, $0 idle.
Qwen3.8-Flash-Next previews Qwen4 with 6B active parameters, QSA sparse attention and 1M context. We examine benchmarks, caveats and local hardware.