"""The scoring brain (build blueprint).

Stats/geometry NOMINATE candidates; the frontier model only judges/expands a pre-filtered shortlist
(§5.1). Every count that feeds a score routes through the independence primitive (EISC), never a raw
source count (§4.5). Every scorer reads `visible_claims` (as-of filtered), never `claims` directly.
"""