Gaurav Singh
Founder, CognixAI Labs – Kubernetes Operators for Rogue Agent Swarms
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Gaurav Singh, Founder of CognixAI Labs, bootstraps agentic AI automating B2B ops (70-80% time cuts via n8n/RAG/LLMs). Ex-EOXS AI Engineer (94% accuracy gains); built production K8s operators, Node.js/PostgreSQL backends, Docker deploys. HackVerse 2024 winner. Deploys Llama3/GPT-4o swarms for healthcare/e-com at edge scale—now tracing them with OpenSearch CRDs.
Trace Rogue Agent Swarms: OpenSearch + CRDs for Non-Deterministic AI
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.
Paved Roads to AI Autonomy: n8n+K8s Operators for SMB Dev Velocity
Gaurav Singh demos how Kubernetes operators + n8n workflows build "just-enough" internal developer platforms (IDPs) for bootstrapped SMBs, slashing cognitive load amid 56% platform eng shortage. At CognixAI Labs, these paved roads automate B2B ops (cold emails, bookings)—70-80% manual cuts without PhD teams.
Live demo: Helm-deploy a CRD operator spawning n8n agents on K8s; watch it self-heal RAG pipelines (ChromaDB/PostgreSQL), proxy-rotate for edge telco, and expose OTel metrics. From chaos (hallucinating leads) to guardrails: FinOps-aware scaling for APAC spot instances.
Takeaways: YAML recipes, n8n+K8s Helm chart, cultural playbook—proven in Indian e-com/healthcare scaling 1K tasks/day. Platform Eng 2.0: AI-native DevOps for non-FAANG velocity.
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