Writing

I write about Large Language Models, Generative AI, and the practical challenges of building production ML systems. Here you’ll find deep dives into model architectures, training techniques, and lessons learned from deploying AI at scale.

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A Practical Recipe for LLM Workflows

August 13, 2025

A practical, no-nonsense recipe for LLM workflows: evaluate what matters, design simple systems, prompt with intent, and observe everything so you can ship something that actually works.