Benchmark

Qwen3.8-Flash-Next from RTX 3090 to RTX PRO 6000: all measurements side by side. Why the jumps aren't linear and prefill is the secret reward.

From "I have a computer" to "my endpoint runs": assess hardware honestly, pick a stack, wire a use case, measure yourself — with recipes for every tier.

Purchase, power, throughput and the API counter-calculation: at Flash prices local is no savings program — it's a control program. Every number calculated.

Decode vs. prefill, mean wall TPS, quant fidelity: 4 traps in benchmark numbers — and the 5-minute self-check. With real measurements from 300 community recipes.