Qwen3.8-Omni-Flash vs Gemini Flash Real Cost per Task
Qwen3.8-Omni-Flash vs Gemini Flash, normalized to dollars per multimodal task across audio and video billing units, tool loops, and self-host math.
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MoE Serving Cost Math for 6 of 125B Active Parameters
MoE serving cost for a 6-of-125B model is not 6B per token. All 125B stay in VRAM, so run the builder math on residency, routing, and break-even.