- ๐ง MLOps & GenAI Platform Engineer (production-first)
- โธ๏ธ Kubernetes-native systems on AWS & Azure
- ๐ End-to-end ML pipelines (data โ training โ deploy โ monitor)
- ๐ค LLM systems: RAG, Agentic AI, multi-agent architectures
- ๐ Obsessed with observability, reliability & cost
- ๐ง 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
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---"Anyone can build a model. Very few can build a system."


