AI & Engineering7 min
Change capacity: the metric that replaces productivity
Individual productivity no longer explains engineering performance. What sets organizations apart is how much of the system they can change safely in a week.
read articleInsights — Research & Thinking
Research notes and direct pieces on the technical and organizational decisions that most affect cost, risk and speed in the companies we work with.
AI & Engineering7 min
Individual productivity no longer explains engineering performance. What sets organizations apart is how much of the system they can change safely in a week.
read articleAI & Engineering8 min
AI agents do not enter as an individual tool: they enter as new participants in the workflow. That requires a contract of responsibility, verification and bounded reach.
read articleAI & Engineering6 min
AI didn't only change how fast code is written. It moved the bottleneck — and most organizations are still optimizing the wrong step.
read articleArchitecture & Organization6 min
Every architecture choice locks in a recurring cost and a speed limit. Treating it as a purely technical matter is outsourcing a financial decision.
read articleCloud & FinOps5 min
Cutting resources lowers the bill for a quarter. The cost returns, because the cause sits in the system design, not in the billing console.
read articleNext steps
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