Public signal
Delta | Feb 27, 2026
Row Finder Depth Expansion
Structural delta.
Core rule
Row Finder must include credible mid-tier tools and asymmetric pairings; every row must be mechanism-based and constraint-amplified.
What changed
Structural delta.
Structural problem
Without enforced expansion, Row Finder repeats dominant tools and overlapping logic, reducing viable rows.
Tradeoff
Including less common tools may reduce immediate search volume in exchange for coverage and uniqueness.
Failure mode before
Rows become repetitive, triage rejection rises, production slows, and category gaps persist.
Structural impact
Scaling depends on systematic tool-set expansion, not weakened triage or diluted comparisons.