1h ago · 5 min read · Week 2 done. This week felt heavier than week 1 — VPC on the AWS side took the most time, and shell expansion on the Linux side was more interesting than I expected. AWS Side VPC — Virtual Private Clo
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53m ago · 6 min read · The codebase didn't look broken from the outside. Five Lambda functions, all working. Clients calling them directly. Auth logic copy-pasted into each one — slightly different every time, written by di
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11m ago · 15 min read · The ritual nobody questioned For months, our MySQL master had a thing it did. RAM would creep up past 90%. CloudWatch alarm would fire. Someone would SSH in, restart MySQL, memory would drop back down
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9h ago · 11 min read · Why I Started This Project I have been exploring TinyML and edge AI because I am interested in how machine learning can move from notebooks and cloud servers into real physical devices. It is easy to
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3h ago · 7 min read · Most fintechs don't know their end-to-end payment performance until a merchant complains. By then the conversation is already about churn, not optimisation. The Merchant Conversation You Don't Want to
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23h ago · 8 min read · Why I Even Tried Claude Code on Bedrock I have been using Claude Code for a while now, connected to Anthropic directly. It works well. But two things were bothering me. First, the usage limits. Claude
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1d ago · 9 min read · I had the fantastic opportunity to attend the AWS Student Community Day in Tirupati on November 1, 2025. The sessions were great and covered a wide spectrum of cloud subjects but one particular speake
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23h ago · 32 min read · I recently took a client's full-stack platform from "it works on my laptop" to production-grade infrastructure that can handle 100,000 users — across a Node.js backend, Next.js web app, and React Nati
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1d ago · 9 min read · Let’s face it, tech events are thrilling, but can also be quite overwhelming. I went to AWS Student Community Day on 1st November 2025 in Tirupati. There were some great sessions all day long on diffe
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1d ago · 13 min read · Introduction If you've been learning cloud and DevOps, you've probably heard terms like microservices, Kubernetes, and EKS thrown around constantly. But understanding them in theory is very different
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