Why is AI filling my codebase with slop?
Why some teams compound AI speed while others compound review, recovery, and codebase decay—and the foundations that change the outcome.
Hard-won, practical judgement for founder-led teams learning like a startup while customers already expect a dependable product.
Why early proof creates an execution gap—and how every release, hire, and customer insight can make the next move faster.
Understand the execution gap →Choose the question closest to the friction you’re feeling now.
Product judgement · Architecture · Quality · Team capability
Why some teams compound AI speed while others compound review, recovery, and codebase decay—and the foundations that change the outcome.
How to bring in expertise without surrendering consequential judgement or undermining real ownership.
How making repeatable judgement explicit frees capacity for the work that still needs people.
Why AI changes the economics of building and raises the value of product judgement.
How product and engineering roles converge around end-to-end outcome ownership as AI changes the cost of implementation.
From Vibe to Viable brings product decisions, proportionate technical foundations, release confidence, and team capability together.