Session

Beyond Dashboards: Building a Self-Healing API Ecosystem with AI-Powered Observability on Kubernetes

Traditional observability tells you that something is broken. AI-powered observability tells you why it broke and how to fix it—before your users notice.
In this hands-on session, I will demonstrate how to evolve a standard Prometheus and Grafana monitoring stack into an Intelligent Layer that uses machine learning to dynamically adjust baselines and detect anomalies in real time . Using a live Java microservice running on Minikube and Podman, I will show how the OpenTelemetry Java Agent instruments bytecode "behind the scenes" to capture traces without code changes. We will then integrate a Sequencing Agent that queries logs and traces, sends them to an LLM, and auto-generates a remediation suggestion .
Attendees will leave with a practical, 100% open-source blueprint they can run on their own laptops—no cloud subscription required.

Deepti Mittal

Blogger, tech speaker and in love with distributed systems. Also happen to work as Principal software engineer for one of the leading cyber security company Mimecast.

Bengaluru, India

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