I have built an open, Go-first platform for running and observing private language models on resource-constrained Linux edge systems. The current reference path combines Ubuntu, single-node k3s, NVIDIA GPU acceleration, Ollama/GGUF models, Open WebUI, OpenTelemetry, Prometheus, and Grafana—without treating a laptop or small server like an unlimited cloud cluster.

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