DeepSeek-V4.1-Flash-1017 EXL3 on 2x DGX Sparks with TensorFold
Cap the GPU clock on NVIDIA DGX Sparks across all your machines, persistently
DeepSeek-V4.1-Flash-1017 EXL3 2.9bpw on 2x NVIDIA DGX Spark (GB10) with TensorFold: 2.1-2.3x the vLLM kit's decode speed.
Fish Audio Drama 3 text-to-speech on the TensorFold native CUDA engine for DGX Spark (GB10): recipe, engine patches, benchmarks. Built with Fish Audio.
Docker configuration for running VLLM on dual DGX Sparks
CoreFreq : CPU monitoring and tuning software designed for the 64-bit processors.
DeepSeek-v4-Flash 0731 recipe for 2x DGX Sparks
Collection of step-by-step playbooks for setting up AI/ML workloads on NVIDIA DGX Spark devices with Blackwell architecture.
ไฝฟ็จ็จ ๅฏ็ฎๅๅกๅฏน็จ็ๅคงๆพๅญไธปๆบ่ฟ่กๅ ้๏ผไธปๆบๅ ๆฌ AI Max+ 395ใM3 512GใDGX Spark ็ญใ
sparkDash โก โ Multi-DGX Spark Monitoring Dashboard
GLM-5.3 Flash EXL3 for 2-4x DGX Sparks
Pure Rust Inference Engine
Qwen3.8-Flash-Next on ONE DGX Spark (TP=1)
sparkrun - launch, manage, and stop LLM inference workloads on NVIDIA DGX Spark systems. Live support: https://discord.com/invite/GH5kRgv6ZD
Qwen3.8 27B on SGLang for DGX Spark
GLM-5.3-Flash EXL3 on 2x DGX Spark with TensorFold
recipe for running Qwen3.8-Flash-Next on a single DGX Spark
Qwen3.8-Flash-Next-NVFP4-vLLM-Dual-DGX-Spark
DeepSeek v4 Flash EXL3 on one DGX Spark
Ontology-Augmented Generation for AI agents.
Qwen3.8 Flash Next on one DGX Spark (TensorFold)
DeepSeek v4.1 Flash EXL3 2.9 bpw for 2x DGX Sparks
DeepSeek-V4.1-Flash on 3-4x NVIDIA DGX Sparks
setup guide for deepseek-flash-0731 on two dgx-spark from scratch
GLM-5.3-Flash (NVFP4) on 2x NVIDIA DGX Spark - vLLM TP2, 262K context, MTP. World-first deploy recipe: 7 day-0 bugs found and fixed, patched sm121 image, probes and full report.
One command turns a DGX Spark or ASUS Ascent GX10 into a private AI server: seven measured, pinned AI lanes (text up to 1M tokens, images, video with sound), run from a local cockpit on a laptop or a phone. Nothing leaves the box.
DiffusionGemma NVFP4 structured decisions on a DGX Spark: container recipe
Production-grade recipe for DeepSeek-V4-Flash-0731 (284B MoE) on 2x NVIDIA DGX Spark: self-healing 2-node vLLM cluster, reboot-verified, tuned DSpark speculative decoding (~75 tok/s), full benchmarks, OpenAI Codex CLI integration
Pinned one-DGX-Spark Docker recipe for DeepSeek V4 Flash with EXL3, SparkInfer, and 262K NVFP4 MLA KV cache
Heterogeneous prefill/decode for DeepSeek-V4-Flash: CUDA prefill (DGX Spark, vLLM) -> Metal decode (Mac Studio, oMLX) over plain 10GbE
Imagination Studio by keys+Wasserman powered by TensorFold: an AI film studio for Mac and NVIDIA DGX Spark. Plan a film like a crew (Slate workflow by Sam Wasserman), render Qwen-Image-2.1 / FLUX3-K pictures and MiniMax H3 / FastH3 video with sound on TensorFold.
DeepSeek-V4.1-Flash (552B MoE, MXFP4 experts, 1M ctx) on four NVIDIA DGX Sparks with vLLM TP4: Engram-on-disk patch, sm121 kernel build, launchers, measured numbers
Qwen3.8-Flash-Next (NVFP4) on DGX Spark in vLLM: one Spark 43.9 tok/s with our disk-backed n-gram table patch, staged gather and reduced-vocab MTP draft; TP2 SPEED 53.7; TP4 CONTEXT 9M KV pool. Launchers, patch, 40-prompt harness, KV ledger, credits. SGLang TP2 day-0 lane kept.
DeepSeek-V4.1-Flash on a single DGX Spark (GB10): resident hot experts + NVMe streaming, DSpark, OpenAI API. Work in progress.
Run Qwen3.8-Flash-Next (180B) on a single DGX Spark by keeping its 51B n-gram embedding table on NVMe
Optimized inference for the DGX Spark and spark clusters
GLM-5.3-Flash (abliterated EXL3) on 2x NVIDIA DGX Spark with the TensorFold engine: 1.8x faster decode than vLLM, 4x256k concurrent threads, byte-exact speculative decoding. Work in progress.
GLM-5.3-Flash (NVFP4) at TP4 across 4x DGX Spark via a switchless RoCE ring + DFlash2 โ reproducible recipe
Qwen3.8 27B for DGX Spark / RTX 6000 PRO
DeepSeek-V4.1-Flash on two DGX Sparks: EXL3 routed experts, 262k context, 2M-token KV, vision, tools, MTP, bundled with Pi
Reproducible refusal-subspace editing and TP=2 deployment of DeepSeek V4 Flash 0731 on two DGX Sparks
2x DGX Spark recipe for LibertAIDAI/GLM-5.3-Flash-NVFP4 (NVFP4, Ray TP=2, multimodal)
Minimal read-only OS image for GB10 (DGX Spark / ASUS GX10) boxes
Custom inference recipes for NVIDIA DGX Spark โ Qwen 122B DFlash hybrid
DeepSeek-V4.1-Flash on 2x NVIDIA DGX Spark with the TensorFold engine: 1.8-1.9x code, 2.5x multi-stream, 1.7-1.95x prefill vs the vLLM kit, exact speculative decoding. Work in progress.
GLM-5.2 NVFP4+AQLM on 3ร DGX Spark โ 380k context MTP serve stack
Read-only dashboard and rack panel for NVIDIA DGX Spark-class nodes, other NVIDIA GPU Linux machines and Apple Silicon Macs running vLLM, SGLang, TensorFold, llama.cpp, Strata or oMLX
Local-first AI workbench for OCR, transcription, translation, image generation, mind maps and composable workflows. Built for DGX Spark.
vLLM inference solutions for NVIDIA GB10 (DGX Spark, sm121) โ KIMI-K3 B12X_MLA + DSpark, GLM-5.2
Fast, capable GLM-5.3-Flash FP4-Local on two DGX Sparks: opinionated Atlas serving and reproducible inference research.
GLM-5.3-Flash EXL3 (320B MoE) on 2x NVIDIA DGX Spark โ production serving kit, 1M context, 97%+ multi-session prefix caching, DFlash2 spec decode
Serve Qwen3.8-Flash-Next (turboderp ExLlamaV3 pack) on one NVIDIA DGX Spark with exllamav3
Tuned TP4 serving profile for DeepSeek-V4.1-Flash on 4x NVIDIA DGX Spark (SGLang, DSpark), built on the MiaAI-Lab recipe
Measured SM121 compatibility recipe for MiniMax H3 FL2VA on one NVIDIA DGX Spark with vLLM-Omni and online FP8.
Verified Qwen3.8 Flash-Next GGUF recipe for one NVIDIA DGX Spark or ASUS Ascent GX10
One MiniMax H3 FL2VA video generated cooperatively across two NVIDIA DGX Sparks.
An environment where open models work as agents: a first-level harness with routing, skills, memory and sandboxed tools, on an engine that drafts and verifies its own tokens.
GLM-5.3-Flash (320B MoE) at TP4 across four DGX Sparks, same day as the model drop: 36 tok/s, 1.26M-token FP8 KV pool, 262K context, MTP spec decode. First TP4 glm5_next outside B200 hardware. Full patched-image recipe + the GB10 memory study.
Serving Qwen3.8-27B-FP8 on a single DGX Spark (GB10): 7.88 to 58.5 tok/s single-stream from decode strategy alone, weights untouched. Speculative decoding and prefix caching benchmarked, plus DFlash 2 โ the only Qwen3.8-27B build that can serve it under vLLM.
3D models for DGX cases