May 1 · 11 min read · When a Geneva-based fiduciary asks you to deploy AI in their workflow, "just use ChatGPT" is not a valid answer. Neither is "use the Anthropic API directly". Both create the same problem: you cannot t
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Apr 29 · 15 min read · Key Takeaways On April 28, 2026, AWS quietly turned on three things: OpenAI's latest models on Bedrock, Codex on Bedrock, and a brand-new product called Bedrock Managed Agents, powered by OpenAI. All three are limited preview. This only happened bec...
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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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Feb 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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