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Mixed-capability LLM benchmark for DGX Spark — 57 scenarios, 10 domains, partial-credit grading, trial statistics

DeepSeek V4 Flash DSpark on 2x DGX Spark — NVFP4 KV cache, 1M context, speculative decoding. Based on MiaAI-Lab dual-Spark packaging.

poolside Laguna S-2.1 (118B/8B MoE) on ONE NVIDIA DGX Spark - validated NVFP4 recipe + day-0 benchmark: TrueScore 86.5, agentic 99.3, 19 tok/s single / 84 tok/s @ c8. Needs vLLM >= 0.25 (older stacks emit gibberish with tools).

Deploy Qwen3.6-35B on a DGX Spark (GB10) with SGLang v0.5.15 for long-context multi-agent serving. Includes a reproducible SGLang-vs-vLLM comparison.

Pure Rust Inference Engine

Qwopus 27B (Q4_K_M) on NVIDIA DGX Spark (GB10) via llama.cpp — MTP speculative decoding, 49-scenario TrueScore benchmark

Lightweight web GUI for managing vLLM model serving with speculative decoding