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// Posts tagged: deepseek

Tuning Turns on a Two-Node DGX Spark Cluster: Fairness, Not Just Throughput

·7 min read

A two-node DGX Spark cluster carries the household model traffic, and the best tuning lever was one the deployment’s own A/B test had measured but production had reverted. Restoring it tightened the wait between concurrent requests, not raw speed.

Friday Fixes: Plugging the Spark

·8 min read

The dual Spark cluster moves from a working demo to durable household infrastructure: mDNS, reboot recovery, Hermes routing, remote dashboard access, benchmark results, and the first tuning lessons.

DeepSeek Wins the Homelab Agent Benchmark But Not the Smart Home

·8 min read

DeepSeek V4 Flash Vision-Exp on a dual DGX Spark cluster takes the broad local-agent benchmark lead, while Granite 4.2 no-think still wins the smart home slice that matters most day to day.