Lead AI & Automation programs that go beyond POCs — building real systems that power decision-making, save ops time, and actually get used. Over the past decade, I’ve worked across 70+ business functions in finance — combining GenAI, RPA, and platform engineering into scalable tools. Think AI agents that execute tasks, RAG pipelines with contextual memory, approval flows that run on FastAPI + Celery, and MLOps setups that don’t fall apart in prod. Some of the things I jam on: Designing and deploying AI agents that connect LLMs with real-world actions RAG systems with Gemini/GPT for document classification, workflows, search Recommender engines for tools, files, or decisions Building reliable FastAPI + Kubernetes stacks with CI/CD + observability Coaching teams on LLM prompting, infra, and AI productization If you're looking for someone who speaks both YAML and business, can debug pipelines and expectations, and builds with a “no BS” lens — let’s talk.