Ramsi Kalia
AI Engineer | Cloud Practitioner
I am an AI engineer focused on building reliable agentic systems, cloud-native ML pipelines, and retrieval-driven intelligence. With a research-aware approach and experience across engineering and strategy, I work on MCP-compliant integrations, structured memory for LLMs, and scalable orchestration of multimodal agents. My goal is to deliver systems that remain stable, interpretable, and easy to operate in production.
Featured Projects
Yoga Assistant Knowledge RAG - End-to-end retrieval system achieving 23% MRR improvement through hybrid retrieval and LLM benchmarking.
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HagXwon AI Learning Platform - MBA + AI enterprise architecture for Korea's $20B+ hagwon industry with 8 working AI prototypes.
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EdgeMind 5G-MEC - Real-time AI orchestration at telecom edge with Strands agent swarms for sub-100ms decision making.
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About This Website
This site is part of my multi-cloud Cloud Resume Challenge. The infrastructure uses AWS, Azure, and GCP with Terraform and GitHub Actions for automated deployment across three major cloud providers.
Outside of work, I like puppies, good stationery, and quiet evenings with a book. ENFP in temperament — I work best in collaborative, idea-driven environments and enjoy connecting systems, people, and purpose.