Resources

Ideas for building with AI.

Practical notes on workflows, automation, knowledge systems, and responsible AI adoption.

Where AI fits best in a business workflow

How to identify repeatable steps where AI assistance can add value without removing human oversight.

From scattered tasks to repeatable systems

A simple framework for mapping inputs, decisions, actions, and owners.

Designing AI features people can trust

Why clear outputs, review steps, and useful context matter when adding AI to software.