Understand the work
Meet the people involved. Follow the information, tools, decisions, and exceptions. Identify the friction and the constraints a useful solution must respect.
The approach
Make the decisions clear. Make the work usable.
Good delivery begins with a shared understanding of the problem and a practical definition of success. We keep those decisions connected to what gets built.
Choose a useful first outcome
Agree on the workflow worth improving, what success looks like, and how it will be accepted. Make priorities and tradeoffs explicit.
Design the whole experience
Work through the interface and architecture together, including permissions, failures, uncertainty, and the handoffs between people and systems.
Build and validate
Deliver a complete increment, review it with the people who will use it, and test the behavior against the agreed criteria. Make remaining limitations visible.
Release and improve
Prepare the documentation, responsibilities, and support needed to use the system. Learn from operation and choose the next improvement deliberately.
A foundation that can grow, with useful progress along the way.
The aim is to deliver something people can use while keeping future work understandable. That means clear boundaries, maintainable choices, and evidence for the next decision.
Applied AI, with clear boundaries
AI systems people can inspect and control.
The useful work is in the whole system: evidence, permissions, decisions, and what happens after an action.
Offer v3Workshop + guide listingRecipient and scope reviewedApproved
Scope adds a promotion
Offer v4Workshop + listing + promotionPrevious approval no longer appliesNeeds review
A new version can be drafted immediately. Acting on it requires approval for that version.
Make the evidence inspectable
Show the source behind a recommendation. Keep supported facts, interpretations, and unknowns distinct.
Give actions a clear boundary
Define what the system may prepare, what it may change, and which actions require a person’s decision.
Tie approval to the actual proposal
Review a specific recipient, scope, and version. A material change should invalidate the previous approval.
Treat source material as information
A document or message may contain instructions. It must not grant itself authority over the workflow.
Verify the resulting state
Check what happened in the receiving system. Report pending, failed, and completed actions accurately.
Make recovery part of the experience
Preserve useful progress, explain the exception, and give people a safe way to retry or take over.
A useful next step
Discuss your projectWhat would you like to make work better?
Tell us what you are building, what is getting in the way, and where you could use help.