All system signals

Public signal

Delta | Feb 27, 2026

Differentiation Density Upgrade

Structural delta.

Core rule

Every failure claim must specify the concrete mechanism and the user-facing friction it produces under the constraint.

What changed

Structural delta.

Structural problem

Constraint-only verdicts create semantic repetition and corpus interchangeability.

Tradeoff

Comparisons lacking behavioral grounding are rejected or delayed.

Failure mode before

Pages become thin, repetitive, and less credible as claims detach from observable behavior.

Structural impact

Row Triage and Page Factory must enforce mechanism → friction → failure to preserve distinction at scale.