Prototype to production, without the panic · vibe2value workshop · Thu 23 Apr 2026

topic : assist

Using tools to do the routine bits so judgment can go where it matters.

launch

3.2.1 - The Difference Between Learning and Being Stuck - Name the learning signal: say what question is being answered, what signal will answer it and what decision comes next.

Published 3 months ago 4 min read launch

3.2.2 - Explain Your Decisions Before Asking for Review - Explain the review context: say what was decided, what trade-off it created and what question you want reviewers to answer.

Published 3 months ago 4 min read launch

3.2.3 - Iteration Should Increase Value - Check the iteration value test: say what changed, what user outcome it is meant to improve and what signal will show that it did.

Published 3 months ago 4 min read build event

The AI assist you actually need · vibe2value workshop · Thu 29 January 2026 - If the assist makes you think less about a bug, you will pay that thinking back with interest.

1 min read build

Pressure moving upstream - The bottleneck isn't typing. It's clarity. AI makes building fast. AI doesn't remove responsibility, it exposes it.

Published 2 months ago 1 min read build

Reviewing AI-Assisted Code Changes - When AI changes a lot of code quickly, review is no longer about reading lines. It’s about making sure you still understand what will happen in production.

Published 2 months ago 1 min read shape

If AI Is Your Guardrail, You’ve Already Lost - AI can move fast. But it won’t fix direction. If that part isn’t clear, speed just gets you to the wrong place quicker.

Published 20 days ago 1 min read