Intelligence

Field notes from
real deployments.

Writing on adoption, evaluation, governance, and the unglamorous work of moving AI from notebook to production at institutions that don't get to fail loudly.

[00]Policy

Reading Canada's draft AI strategy as a delivery partner

Eight pillars, one honest read: where the AI for All draft is strongest, where the delivery gap is, and what we'd build first.

Published

[01]Adoption

Why most institutional AI pilots stall at month four

A pattern we see across hospitals and universities — and the four interventions that unstick it.

Coming soon

[02]Evaluation

Evals are the product

If you can't measure your AI system's quality on your own data, you don't have a system. You have a vendor demo.

Coming soon

[03]Governance

Lightweight AI governance for organizations that actually ship

A governance pattern small enough to use, structured enough to defend to a board or a regulator.

Coming soon

[04]Architecture

Retrieval is a product decision, not an engineering one

What changes when you treat your retrieval layer as a first-class part of the user experience.

Coming soon

New essays in the pipeline. In the meantime, read 20+ years of writing at hammad.blog.

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