Senior AI Engineer · Agentic AI, LLMOps & MLOps
Production AI systems on Kubernetes — from real-time incremental pipelines to adaptive agentic RAG.
Six years engineering production ML systems end to end — Kafka and Spark pipelines, full GitOps delivery. Architect of COELHO Nexus, a Kubernetes-native platform running three production agentic AI features on one self-learning LLM rotator, evaluation-gated pipelines, and full observability via LangFuse · OpenTelemetry · Alloy · LGTM — at $0 inference cost.
Delivered production ML/AI systems across government, financial markets, real estate, logistics, and cybersecurity.
By the numbers
Selected work
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COELHO Nexus
FlagshipKubernetes-native multi-agent AI platform hosting three production features — documentation distillation, YouTube GraphRAG search, and autonomous research digests — on one shared LLM rotator, six data stores, and full GitOps observability, architected and operated solo.
COELHO RealTime
FlagshipProduction-grade Real-Time MLOps platform on Kubernetes combining incremental ML and batch ML across fraud detection, ETA prediction, and customer segmentation.
YouTube Content Search
Multi-mode GraphRAG platform that extracts entities and relationships from YouTube transcripts into a Neo4j knowledge graph for multi-hop reasoning — the research that became COELHO Nexus.
COELHO Agents
Multi-agent platform combining a memory-aware assistant, an autonomous Software Developer agent with self-fixing code loops, and a GraphRAG-based YouTube Content Search — all orchestrated with LangChain + LangGraph.
Recent writing
All writing →Enterprise MLOps platform — production Kubernetes infrastructure with full CI/CD, GitOps, and workflow orchestration
DEC 3, 2025Production-grade MLOps platform on Kubernetes — Terraform, k3d, GitLab, ArgoCD, Apache Airflow, MinIO, Rancher — with end-to-end IaC, GitOps continuous delivery, and DAG-orchestrated ML pipelines. Validated against a Real-Time ML project.
Building a local Kubernetes cluster and provisioning DevOps services with Terraform
NOV 10, 2025How to build a local k3d cluster that hosts GitLab, Rancher, ArgoCD, and LocalStack — fully provisioned with Terraform for cross-OS reproducibility, with a complete CI/CD flow disposable in one terraform destroy.