- 🧠 MLOps & GenAI Platform Engineer (production-first)
- ☸️ Kubernetes-native systems on AWS & Azure
- 🔁 End-to-end ML pipelines (data → training → deploy → monitor)
- 🤖 LLM systems: RAG, Agentic AI, multi-agent architectures
- 📊 Obsessed with observability, reliability & cost
- 🐧 Linux-first engineer
I don't build demos. I build systems that survive production.
- Llama-3 (Ollama) + ChromaDB + FastAPI
- Kubernetes-deployed microservices
- Sub-second semantic retrieval
- Prometheus + Grafana observability
- No paid LLM APIs
- Multi-agent system (Planner, Researcher, Analyst, Decision-Maker)
- AKS-based cloud deployment
- PostgreSQL + FAISS
- Deterministic scoring + explainability
"Anyone can build a model. Very few can build a system."