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Notes on systems, AI, and the work between them.

Longer posts on projects, demos, industry signals, and practical delivery. Start with Insights for shorter opinions.

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14 articles

Article

Enterprise AI starts with the workflow

The durable lesson from applied AI cases is simple: define the work, shape the handoffs, and make responsibility visible before asking a model to act.

AI practice · 2026-09-05
Case note

A useful AI CRM starts with the customer record

A lightweight customer workflow can create more value than a complex AI layer when it keeps identity, follow-up, reminders, and context together.

CRM & customer operations · 2026-09-01