code wiki / natstat

topic: natstat

5 modules sharing the natstat name family (derived from the tree's prefix discipline).

moduledescriptionlinesfuncs
nx_natstat.nxNATURAL-IMAGE-STATISTICS photoreal metric = the REVERSE AI JUDGE. Real photographs have a47121
nx_natstat_corpus.nxN2: fit the NATURAL-IMAGE model from a real-photo CORPUS (replaces hand-set thresholds1606
nx_natstat_hardcases.nxHARDEN the metric: axes 3 (colour) + 4 (ai-fingerprint) passed BOTH the target and905
nx_natstat_optimize.nxTHE REVERSE-JUDGE LOOP (operator: "use the evaluators in reverse to build more real633
nx_natstat_redteam_gate.nxSTANDING PROOF the photoreal grader is not gameable by noise. Locks in the803