Shardul Deshpande

Shardul Deshpande works at Canonical on the Observability Stack (COS), building practical demos around observability, Kubernetes, and self-hosted AI infrastructure. This talk is based on a reproducible Multipass / MicroK8s / COS experiment that turns LLM behaviour into metrics, logs, traces, dashboards, alerts, and quality signals.