See the work
Name the documents, messages, or steps people already handle by hand.
Priority concept demos only — educational, not a services catalogue. AI assists; humans stay accountable.
We keep this lab short on purpose: three priority demos that match how the community learns responsible automation. These are learning notes — not offers to automate a business.
Name the documents, messages, or steps people already handle by hand.
Sketch where a model might extract, draft, or route — then add a review gate.
Someone still signs off. These demos are for learning that boundary, not skipping it.
Short blurbs for study groups and lab hours — nothing else on this page.
Explicit review gates, responsibility boundaries, and design choices that keep people in control — the core rule for every lab automation demo.
Educational walkthrough of extracting and organizing information from documents — with human review in the loop.
Simple diagrammed pipelines showing where AI-assisted steps can support people without removing oversight.