Open to opportunities

Cecilia Mbugua

@ceciliambugua

Message

AI Automation Engineer building RAG and multi-agent systems into production APIs.

Kenya

Message

What I'm looking for

I’m looking to build production-grade AI automation—RAG and multi-agent pipelines behind reliable APIs—where I can ship measurable improvements, reduce manual work, and own end-to-end deployment from workflow to cloud.

I’m an AI Automation Engineer specialising in RAG systems, multi-agent AI pipelines, and production API deployment. I build Python-based automation systems that reduce manual processing time from hours to seconds, with measurable outcomes across the full AI automation stack.

I’ve completed 13 production projects following a structured AI automation engineering roadmap—covering no-code workflow automation with n8n, AI integration with LangChain and the Claude API, vector database systems with ChromaDB, and cloud deployments with FastAPI-ready endpoints. My approach is production-first: grounded answers, validated data, reliable orchestration, and open-source delivery with clear results.

Experience

Work history, roles, and key accomplishments

Current

AI Automation Engineer

Current

Independent Practice

Mar 2026 - Present (3 months)

Built and deployed 13 production AI automation projects across RAG systems and multi-agent pipelines, reducing manual processing time from hours to seconds. Delivered production-grade FastAPI APIs and integrations for no-code workflow automation (e.g., n8n).

RAG Multi agent orchestration fastAPI LangGraph ChromaDB N8n Pandas CI CD