Gaurav Singh reveals how agentic RAG swarms—self-spawning LLM collectives via Kubernetes CRDs—defy deterministic reasoning, leaving operators blind to hallucination cascades across 500+ edge sessions. At CognixAI Labs, we've tamed these "rog Rogue agents" by fusing OpenSearch ML with CRD operators, tracing multi-hop validation from cold-email parsing to appointment routing.

Live demo: Deploy a production swarm on K8s that auto-scales via proxy rotation, injects ChromaDB memory, and surfaces agent decision logs in OpenSearch dashboards. Watch non-determinism collapse under execution traces, tool selection metrics, and post-facto reasoning graphs.

Leave with: OpenSearch index patterns, CRD YAMLs, and Helm charts to operationalize business-brain operators—94% accuracy boost proven in Indian B2B deployments. From n8n chaos to K8s discipline.