Illustrative scenarios, not customer testimonials.
“Same project, but every tool knows something different — each change means re-briefing them all.”— backend dev on a team of four
“Our docs live in a dozen places — when background is missing, AI just makes it up.”— lead juggling three projects
“Everyone brings a different AI, and there's no shared record of what was handed over.”— founder of a ten-person startup Business track →
“I have the idea — I just freeze at the first sentence, unsure where to begin.”— solo builder Vibe coding track →
Map your project and work with the AIs you need.
Keep track of how the design changes and what gets made.
Describe your project, or start with a document you already have.
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Take only what you need.