Years ago, one of my mentor gave me a piece of advice that sounded oddly simplistic at the time: “Give ’em the bones, and they’ll play with it.” I laughed when I first heard it. Back then, I interpreted it as a shortcut mindset. A way of saying “just throw something out there” Over the years, working across enterprise programs, modernization initiatives, and high pressure delivery environments, I realized it meant something far more practical. It was never about lowering standards. It was about understanding how organizations react to uncertainty. As architects, we operate in an uncomfortable middle layer: The…
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Happy to share the news that I am a Microsoft Certified AI Transformation Leader now
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I was lucky to participate in the event last Saturday 14/Mar/2026.
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Completed two courses from AMD AI Academy: AI Agents 101: Building AI Agents with MCP and Open-Source Inference AI Agents 201: Design to Deployment: A Guide to Multi-Agent Systems A good, hands-on course on Building AI Agents with MCP and Open Source Inference. Course uses vLLM, Qwen3, Pydantic-AI, and MCP. The best part is, you get a fast AMD GPU for free to do the exercises. You can join AMD AI Developer Program here – https://www.amd.com/en/developer/ai-dev-program.html
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Credential: https://www.coursera.org/account/accomplishments/verify/CLYE6URBOYLQ
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As 2025 wraps up, this year looked very different from my earlier ones. I did less physical reading overall, with most of my learning happening digitally. That said, here are my notable offline reading milestones. Deep Work by Cal Newport : Picked this up based on Reddit recommendations. A solid read on managing distractions and cultivating focus. Did it completely change my habits? I am still figuring that out. Mathematical Statistics by S.C. Gupta and V.K. Kapoor : A classic from my college days. Unexpectedly relevant again, and extremely helpful for revisiting the foundations behind my more traditional AI learning.…
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Verify Credential: https://coursera.org/share/04a64b6baff82d00ce17a04e94726d31
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I’m happy to share that I’ve obtained a new certification: AI for Product Management from Pendo.io! Verify: https://www.credly.com/badges/10e7acce-1f49-49f4-b348-33e3568f7c29/public_url
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Course Link: https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/ Verify: https://learn.microsoft.com/en-gb/training/achievements/learn.wwl.develop-ai-solutions-azure-openai.trophy?username=ninethsense&sharingId=6DD90F4634231D41