I constantly rely on AWS Billing and Cost Management and Trusted Advisor to monitor costs and security. However, manual billing reviews are time-consuming, and raw Cost Explorer data doesn't provide t
Read more
I constantly rely on AWS Billing and Cost Management and Trusted Advisor to monitor costs and security. However, manual billing reviews are time-consuming, and raw Cost Explorer data doesn’t provide t
Read more
After building a custom RAG system on Amazon EKS, my son asked why the application could only handle one question at a time, while ChatGPT allows users to continue conversations through follow-up ques
Read more
The Idea I've previously built Local RAG and ChatBot applications using OpenWebUI, and after exploring AWS Bedrock by creating a knowledge base with an S3 data source, I saw a bigger opportunity. M
Read more
For those experienced with Kubernetes, managing traffic between microservices often brings tools like Istio to mind. I had done some posts before on Istio for Distributed Tracing and Traffic Routing.
Read more
In this post, I’ll demonstrate how to install and use the Kubernetes MCP server GitHub repo with Claude Code , and then show how I migrated the previous AWS serverless OpenWebUI + Bedrock solution to
Read more
Recently Data team reached out, trying to build an EC2 running Open WebUI, connecting to AWS Bedrock, to offer team member AI application. This guide provides step-by-step instructions for deploying a
Read more
I recently found an interesting tool run-gemini-cli, a GitHub Action that integrates Gemini directly into your repositories. I was intrigued by its promise to perform pull request reviews, triage issu
Read more
In the past few days, I got an idea from my recent electricity and gas bills—thinking about how to run data analysis to examine usage patterns and trends using the Python approach: employing Pandas fo
Read more
This was a linguistic analysis project where the primary goal was not just to count words, but to evaluate the language, themes, and emotional tone of the children's show "Peppa Pig" (specifically, th
Read more
In the last post, I used Claude Code with Kimi K2 to complete the Django web app layout optimization. One thing I wasn’t satisfied with was the pagination system on this Django blog. It used a numbere
Read more
I originally used Jekyll, a straightforward static site generator, to build my blog. It was easy to set up and ideal for managing content in Markdown. However, it had its limitations: serv
Read more