Insights

Notes on engineering intelligent systems.

Perspectives on generative AI, agents, machine learning, and building software that lasts.

Building RAG systems that hold up in production

Retrieval is easy to demo and hard to trust. A look at evaluation, grounding, and the architecture decisions that separate a prototype from a system.

Latest

The highest-leverage automation isn't customer-facing. It's the repetitive internal work that quietly consumes teams.

Coupling your product to a single model is a bet against the market. How to design a routing layer that keeps you free to choose.

A framework for tying AI investment to business metrics your leadership already tracks.

The strangler-fig pattern, an integration core, and how to add AI to systems that predate it.

What we're seeing across Saudi Arabia, the UAE, and Qatar as enterprises move from strategy to production AI.

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