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ramsi-k/README.md

Ramsi Kalia | MBA, MSc

⚙️ Specialties: Computer Vision · PyTorch · GenAI Pipelines · AWS Networking · Agent Systems · RAG · MCP

Hi, I’m Ramsi. A research-aware AI engineer with a dual background in strategy and engineering.
I build practical, production-grade tools across agent systems, cloud-native ML, and computer vision.

I'm currently exploring:
→ MCP-compliant pipelines for safer GenAI deployment
→ LLMOps architectures with advanced RAG memory and agentic planning
→ Cloud-based orchestration of multimodal systems (AWS, VPCs, Discord bots)

⚡ Open to roles in AI Engineering, Strategy, and Management — with a focus on GenAI deployment, agent systems, and applied research.

📫 You can reach me via LinkedIn

Project Description Tags
100 days of cloud AWS and multi-cloud learning log. Covers IAM, networking, containers, and AI/ML on cloud infrastructure. Cloud AWS Multi-cloud Networking
EdgeMind Live Demo 5G–6G edge orchestration framework integrating multi-agent swarms with Strands Agents and MEC for sub-100 ms decisioning Agents Edge AI Cloud AWS 5G/6G

🗓 Year-long Logs

  • 300 Days of Code 2025:
    Year 2 log with focus on GenAI deployment, Chatbots, RAG, LLMOps, cloud-native workflows, MCP compliance, Discord agent tooling, and AWS ecosystem.
    GenAI RAG LLMOps Cloud AWS MCP Discord Bots Tooling Hackathons

  • 200 Days of Code 2024:
    Core focus on computer vision, reinforcement learning, GANs, and graph-based neural networks.
    Computer Vision GANs GNNs PyTorch RL

📚 Currently studying: Korean self-study (King Sejong materials + grammar review) · AWS SkillBuilder
🎯 Current interests: Generative AI on AWS · Cloud-native agent orchestration · Applied RAG for enterprise workloads
🏅 Currently participating in: Kiroween Hackathon · 100 Days of Cloud
✍️ Currently writing: EdgeMind research paper on agentic orchestration and 6G edge intelligence

I hang out at:

Pinned Loading

  1. albumentations-mcp albumentations-mcp Public

    An MCP-compatible image augmentation tool powered by Albumentations. Built for Claude, Kiro, and other AI agents.

    Python 1 1

  2. 100-days-of-cloud-2025 100-days-of-cloud-2025 Public

    Documenting my #100DaysOfCloud journey: structured learning, applied projects, and certification prep in cloud architecture and services. Includes work from BeSA Batch 8 (Migration & Modernization …

  3. aws-multiagent-networking aws-multiagent-networking Public

    Networking Bootcamp - Andrew Brown and Tim McConnaughy

    Mermaid 1

  4. EdgeMind EdgeMind Public

    Intelligent AI Inference Routing

    Python

  5. free-genai-bootcamp-2025 free-genai-bootcamp-2025 Public

    GenAI Bootcamp 2025: Organized by Andrew Brown & ExamPro Documenting my journey through the 6 (+3) - week bootcamp, covering GenAI fundamentals, system design, model deployment, and real-world AI a…

    Python 19 1

  6. yoga-assistant-knowledge-rag yoga-assistant-knowledge-rag Public

    An end-to-end Retrieval-Augmented Generation (RAG) system and lightweight conversational agent for yoga knowledge. It retrieves and summarizes structured information on poses, breathing techniques,…

    Jupyter Notebook