Last month, I did something that, looking back, was probably the most educational practice of my year. I tried using Claude and GPT to build a complete multi-source RAG system from scratch. This wasn'
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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
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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
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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
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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
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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.
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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
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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
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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
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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
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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
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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
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