shape
vibeCoding is not AI-assisted coding (and confusing them costs you)
Same tools, opposite intent. The mistake is using vibeCoding habits on work that is actually AI-assisted coding, then wondering why it collapses in week three.
Matt
build
All the research, nothing to show for it - what if you could deliver this week?
You bought the books. Watched the tutorials. Spun up projects on three different stacks with two different AI coding tools. Investigated frameworks, compared hosting platforms, read threads from people who sound like they have it figured out.
shape
A different set of eyes makes all the difference
A single suggestion from a fresh perspective can change everything.
shape
Multi-Sided Systems Blur Faster
The issue wasn’t that the user was vague. It was that there wasn’t just one.
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.
Context
A short logbook note about vibe2value journey to now.
shape
Where the Thinking Is
A rework based on what’s holding up in real builds and where the shape+build+launch thinking is right now.
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.
build
Pressure moving upstream
The bottleneck isn't typing. It's clarity. AI makes building fast. AI doesn't remove responsibility, it exposes it.
build
Don’t Reinvent the Wheel, Question the Price Tag Instead
More people are pausing and asking a simple but powerful question: “Should I really be paying this much for that?”
launch
When effort and systems stop being the same thing
At small scale, effort and systems look identical. The moment they stop looking identical is the moment you should have built the system one project ago.
shape
1.1.1 - If You Can’t Name the User, You’re Guessing
Name the user definition: say who the user is, what starts the need and what result they are trying to reach.