LinkedIn Articles on AI

• Exploration of Vertex AI - Part I [29 Aug 2025]

• Time Gated RAG [18 Aug 2025]

• Model Context Protocol [18 July 2025]

• Context Engineering: The power behind AI Agents. [ 8 July 2025]

Github Repositories  of AI Projects.

• Exploration of Vertex AI: Part- I

An exploration of Vertex AI and its features to build models through quick tools as well as traditional manual methods with intense ML Ops involved. 

https://github.com/shyamvaidhyanathan/VertexAI_Exploration_1 

• A Time-Gated RAG based Chat 

A novel "Time Gated RAG Retreiveal Augmented Generation" implementation that allows options to use LLMs on Google VertexAI and Google AI. Application is deployed and usable on Google Cloud at https://tinyurl.com/pdf-rag-chat

https://github.com/shyamvaidhyanathan/gcloud_pdf_rag_chat

• MCP Server Demo  

A demo of an agent using a MCP server.. The code implements all three things 

• • • the Agent 

    • the MCP Server 

    • the Tool (implemented using FastAPI).

https://www.github.com/shyamvaidhyanathan/PatientAppointmentMCP

• AI Agent

A Travel Agent using CrewAI framework.

https://www.github.com/shyamvaidhyanathan/TravelAgent