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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.