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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Cloud Resume Challenge - Multi-cloud resume website deployed across AWS, Azure, and GCP with Terraform and GitHub Actions.
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MCP Albumentations - MCP-compliant image augmentation server with VLM integration for reproducible computer vision experiments.
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Continuous Learning & Growth
Learning Philosophy
I believe that in the rapidly evolving field of AI and cloud technology, continuous learning is not just beneficial but rather essential. My approach combines structured learning with hands-on experimentation, ensuring I stay current with emerging technologies while building practical expertise.
Current Focus Areas:
- Multi-agent systems and orchestration
- Cloud-native AI architectures
- Korean language proficiency for global collaboration
Coding Journey & Projects
300 Days of Code - 2025
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200 Days of Code - 2024
View on GitHub →
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.
Architecture Highlights:
- Multi-cloud deployment (AWS, Azure, GCP)
- Infrastructure as Code with Terraform
- CI/CD with GitHub Actions
- Visitor counters across all clouds
Get in Touch
I'm currently open to opportunities in AI engineering, agentic systems, and cloud architecture.
Email: ramsi.kalia@gmail.com
LinkedIn: linkedin.com/in/ramsikalia
Location: New Delhi, India
Availability: Remote, hybrid, or on-site
Open to global opportunities and comfortable relocating for the right role.
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.