Kubeflow Commons Meetup #2

​Join us at the Red Hat India office in Pune for an industry-focused AgenticOps meetup exploring the real-world engineering challenges of building and operating multi-agent AI systems at scale. Hosted by Kubeflow Commons Hub, this three-hour, practitioner-driven session digs into what it actually takes to move agentic workloads from experimentation into production.

​Expect hands-on conversations about building evaluation pipelines with Kubeflow to automate reasoning-quality feedback loops, implementing real-time guardrails without constraining performance, and managing cost orchestration across complex agent workflows. We’ll also explore the MLOps realities of multi-agent systems from message-broker vs. shared-state communication on Kubernetes, to GPU contention across concurrent agents, to using distributed tracing to debug reasoning chains across microservices.

​We’ll close with a discussion on AI sovereignty: why modern agentic architectures increasingly require air-gapped environments, and how Kubeflow and open-source tooling can help organizations get there with confidence.