What we have learned building this
Notes from production, not predictions about the industry. Everything here comes out of work we have actually shipped, including the parts that did not go well the first time.
Arabic RAG is harder than it looks
The retrieval stack most teams copy from English tutorials quietly loses a third of its recall on Arabic corpora. Here is where it goes, and what to do instead.
What data residency actually requires
Choosing an in-Kingdom region is the easy five per cent. The other ninety-five is in the places most architecture diagrams do not draw.
The evaluation set comes first
If you cannot say what "working" means as a number before you build, you will not be able to tell afterwards whether you succeeded.
Buy, build, or neither
Custom software is worth building exactly where your process is your advantage. Everywhere else it is a liability you pay for twice.
Tell us what you are trying to build.
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