Articles

Field notes for production AI adoption.

Direct, practical essays for teams moving from AI experiments to measurable, governed workflows.

The Demo Is Not the Product. The Workflow Is the Product.

A practical workflow readiness map for teams trying to move from clever AI demos to production systems the business can trust.

A practical stance for cautious builders: stay engaged, stay skeptical, and shape AI adoption from inside the work.

A practical reality check for AI products that need measurable value, healthy cost per workflow, and defensibility beyond a model wrapper.

A direct look at the human fear underneath AI adoption, and why serious leaders should address it instead of dismissing it.

A four-level customer exposure gate for deciding when an AI agent is safe enough to move from internal assistant to customer-facing system.