I am a Software Engineer at Microsoft, where I co-engineer Agentic solutions alongside Azure’s largest global customers. I don’t just talk about AI; I’m in the trenches solving the messy, real-world problems that come with production-grade agents. My blog is a look behind the curtain—from the friction of aligning with business experts to the technical hurdles of implementation. If you’re looking for honest insights on building AI that actually works (and the lessons learned when it doesn't), you’re in the right place.
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Jan 7 · 4 min read · You’ve built a RAG pipeline. You’ve tuned your embeddings, optimized your chunk sizes, and maybe even added a re-ranker. For simple questions, it works perfectly. But then, I asked my system a question that required connecting two dots hidden at oppo...
Join discussionJan 3 · 5 min read · TL;DR Agentic AI challenges traditional IAM by introducing autonomous actors that can act on behalf of humans or organizations. Identity is no longer a single ID — it's rich metadata, context, and trust. Delegation, recursive access, and dynamic too...
Join discussionJan 2 · 5 min read · Inspired by "Identity Management for Agentic AI: The new frontier of authorization, authentication, and security for an AI agent world" (arXiv:2510.25819) TL;DR Agentic AI breaks the assumption that the user is present and interactive. Authentication...
Join discussionJan 1 · 8 min read · TL;DR: In 2024, we worried about what LLMs said. Now, we worry about what AI Agents do. By testing GPT-4.1-mini vs. GPT-4.1-nano in a "Research & Update" workflow, I discovered a 40% hijack success rate for Indirect Prompt Injection on smaller models...
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