August 1, 2026· ~14 min readSovereign AI on Your Desk: Why Two DGX Sparks Beat the Cloud In 2024, running a 685-billion-parameter model locally meant a rack of A100s, a six-figure power bill, and a PhD in distributed systems. In 2026, it
May 31, 2026· ~9 min readTwo-Node DGX Spark Cluster: Running DeepSeek V4 Flash at 20 TPS Two NVIDIA DGX Sparks. One 685B-parameter MoE model. A 3× throughput improvement without a single crash. Here's how. ## The Setup: Two GB10 Workstat
May 28, 2026· ~6 min readTaming OOM on DGX Spark: Debugging Unified Memory Pressure in a 2-Node vLLM Cluster Your cluster loads the model. Weights land in GPU memory. Then — crash. `NV_ERR_NO_MEMORY`. The OOM killer takes down `VLLM::Worker_TP`. You restart.
March 1, 2026· ~4 min readn8n Automation on GB10: Building AI-Powered Workflows at the Edge ## Executive Summary The convergence of workflow automation and AI inference at the edge represents a fundamental shift in how enterprises approach
March 1, 2026· ~3 min readQwen3.5-35B-A3B: Production Deployment on GB10 Grace Blackwell Qwen3.5-35B-A3B represents Qwen's latest advancement in agentic coding models, featuring native tool calling capabilities and an extended 192K contex