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Deploy Qwen3.6-35B-A3B (Q4_K_XL) + MTP speculative decoding on a single NVIDIA L4 24GB — GCP g2-standard-8 — via the official llama.cpp Docker image. Decode-optimized to ~91–99 tok/s (min ~91 chat, max ~99 math), lossless (full GPU residency + ECC-off).
Benchmark study: NVIDIA L4 + Llama 3.1 8B FP8 on Red Hat OpenShift AI. Concurrent load benchmarks, quality evaluation, and deployment advisor grounded in real measured data.