Apr 13 · 11 min read · Turn your company's endless docs into a smart search system that answers questions like a human. Prerequisites Install python 3.11 Install gitbash Install Claude desktop Need to create a local IAM
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Apr 6 · 19 min read · The fourth time I had to debug a LangChain agent that silently returned malformed JSON and crashed a client's order processing pipeline, I decided I was done patching type errors at midnight. That was eight months ago. Since then I've built 14 produc...
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Apr 6 · 19 min read · The fourth time I had to debug a LangChain agent that silently returned malformed JSON and crashed a client's order processing pipeline, I decided I was done patching type errors at midnight. That was eight months ago. Since then I've built 14 produc...
Join discussionFeb 3 · 9 min read · How It All Started On November 1, 2025, I attended the AWS Student Community Day in Tirupati, and honestly, one session significantly changed my perspective on developing AI applications. Amin Ali, a Software Engineer at Target Australia and an AWS-c...
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Jan 30 · 4 min read · Today, I worked on GeoHook, and what I achieved within an hour of coding using Claude Code is truly impressive. The first feature was adding BLE-support for triggering webhooks - what that means is that a specific BLE devices has to be near the phone...
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Dec 13, 2025 · 17 min read · Introduction & Motivation RAG, RAG, and more RAG. Back in 2023, LLMs became the buzzword with the introduction of ChatGPT. Soon after, “prompt engineering” took off. Then came RAG. Today, we are talking about agents, multi agents, and even “vibe codi...
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Oct 18, 2025 · 13 min read · Introduction Hello everyone!Welcome back to the AWS series, I hope you’re doing well and taking care of yourself. In the last post, we talked about something a little personal i.e. how I dealt with that early cloud-cost anxiety that so many of us fa...
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Sep 28, 2025 · 5 min read · You are probably aware of how complex it can be to build and scale generative AI models. The process often requires heavy infrastructure, specialized skills, and long development cycles. With Amazon Bedrock, you can bypass those challenges and focus ...
Join discussionAug 5, 2025 · 2 min read · 🚀 Introduction Recently, we put our FeedbackHub platform through a rigorous real-world scenario—testing its ability to handle intense traffic spikes. By leveraging AWS ECS Auto Scaling, CloudWatch Alarms, and SNS notifications, we validated our infr...
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