V0M3 became dependable when generated text entered a typed workflow with evidence, revision history, validation, and human ownership.
#product-engineering
Resource thresholds were easy to measure and hard to act on, so I rebuilt W93H's alerts around capabilities, evidence, and explicit blind spots.
A useful-sounding form metric required more intimate behavioral data than the decision deserved, so its deliberate absence became a maintained system constraint.
Q2F8 required every event to support a named decision before collection, turning speculative telemetry from a cheap default into an explicit product proposal.