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Reducing Cloud Bill

· One min read
Nicholas Goh
AI Full Stack Engineer

Live demos hosted on AWS have been disabled to scale down EC2 instance to cut down cloud costs. Please refer to demo videos found in each blog instead.

Evaluating Agents in Real Time

· 5 min read
Nicholas Goh
AI Full Stack Engineer

Demo

This blog is built on top of FastAPI MCP LangGraph Template

📈 GitHub Stars Over Time

Star History Chart

Real Time Evaluation

  • Math Agent not adhering to Math Topic: (topic_adherence=0)
    • Query on Taylor Swift is not Math related
  • Math Agent adhering to Math Topic on 2nd Human Query: (topic_adherence=0.5)
    • Query what is 1+1 is Math related

ETL Automation

· 8 min read
Nicholas Goh
AI Full Stack Engineer

Demo

Check out the demo before I dive into the blog!

Introduction

In this blog, I explore how automation simplifies problem-solving by testing AI’s ability to break tasks into subproblems. This use case worked with a single agent, but more complex problems require multi-agent orchestration—covered in the next blog.

Agentic RAG

· 16 min read
Nicholas Goh
AI Full Stack Engineer

Demo

Feel free to check out the demo here before I dive into the blog!

Introduction

It has been a while since I last shared my thoughts on designing and building an Agentic RAG system in my previous Medium Blog. In this post, I aim to first discuss the inspiration behind building the system and then delve into the challenges I encountered, along with potential future hurdles.