The Layer Product & Engineering Run On
Software infrastructure always cut the cost of production. The next layer doesn't. It stores what a team knows.
For twenty years, every breakthrough in software solved the same problem: make building faster. AI finished that job. Now the bottleneck moved upstream. It's the gap between what your team knows and what your work can access. That gap costs you in duplicated code, mid-sprint surprises, and decisions that live only in someone's head.
This guide shows where the real bottleneck is, why Agile's core assumption no longer holds, and how it's reshaping leverage at every level of your organization.
What we found:
Why AI doesn't create this problem. It multiplies it.
The "Handoff Test" measures if your org runs on conversations or shared product context
How decisions in people's heads multiply cost downstream
Why this is infrastructure, not documentation and why that distinction reshapes everything