Notes from the field

Writing

Short pieces about things I learned the hard way. No benchmarks, no hype — just what actually broke and what fixed it.

001
RAG in Production: What Nobody Tells You
Beyond basics — chunking strategies, retrieval quality, re-ranking, and the subtle failures that kill accuracy in real deployments. Written from 3 production systems.
RAG LLMs Production
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 002
I Used Pip for Years. Poetry for Teams. Then Uv Showed Up.
An honest comparison of pip, poetry, and uv from a working AI engineer. Written plainly, in five minutes.
Python Tooling AI Stack
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 003
Arabic Broke My RAG. Here's What Saved It.
Six small fixes that turned a broken Arabic-dialect chatbot into something usable. From a real production deployment, in three minutes.
RAG Arabic NLP Production AI
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