Personal reflections, lessons learned, and insights from cloud engineering work. This is where I share stories, challenges, and thought pieces that go beyond step-by-step guides.

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The Year We Taught Our Knowledge Base to Talk Back

Published: December 2025

Reflections on deploying a RAG-based AI assistant in a financial institution. From a cold morning at the Microsoft AI Tour to 20% employee adoption in month one—lessons on executive buy-in, user collaboration, infrastructure security, and roadblocks you’ll actually face.

Key Topics: AI adoption, Microsoft Foundry, secure infrastructure, financial services compliance, change management


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