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Internal AI Adoption

Thoughts and practical lessons on helping AI spread and take root inside organizations. I write about adoption, training, enablement, and day-to-day operations based on real experience.

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Internal AI Adoption February 22, 2026

Internal AI Adoption Does Not Move Forward with Training Alone

In this rollout, sharing why AI mattered before training turned out to be especially important. Based on a real rollout in an organization of about 70 people, this post looks back on meaning-making, access distribution, and usage observation.

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Internal AI Adoption February 22, 2026

The First Step in AI-Driven Process Improvement Is to Break Down the Workflow

A common first move in AI-driven process improvement is to look for tasks AI can replace. This article argues for a different starting point: break the workflow down first, redesign as much of it as possible deterministically, and use AI only where it truly belongs.

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