The Changed Build Risk
When AI coding tools compress a three-month build to two weeks, the economics of the build/pass decision change fundamentally. Risk tolerance thresholds that made sense before don't apply to the same calculation anymore.
Ai-Tools
The Data Layer Hierarchy
Not all data is equal. Public data is widely available, contested, and commoditized. Private data is scarce, specific, and where the real leverage lives.