Investigative audit platform modeling automated ad filtering vulnerabilities, synthetic likeness risks, and oversight triggers.
The saved page has seven prewritten textual sample records, not three hundred fifty scanned images. At forty pixels per count the seven sample bar is two hundred eighty, its six flagged records two hundred forty and one unflagged anomaly forty. Sliders do not classify or change these records. No images are inspected, no safety model runs and no external policy investigation is verified here. The default configuration overrides formulas to display three hundred fifty flags, twelve anomalies and risk ninety four point eight. Those numbers are fixture content, not independently obtained findings or legal compliance evidence. Outside the default override, assigned flags equal batch times zero point eight plus sensitivity times zero point two, rounded and capped. At batch three hundred fifty and sensitivity point eighty five the generic expression is three hundred thirty nine point five rounded three hundred forty. The default instead shows three hundred fifty, ten more. At point five sensitivity, it gives three hundred fifteen. At one pixel per flag the three bars are three hundred fifty, three hundred forty and three hundred fifteen. Lower sensitivity reduces assigned flags while anomalies round one minus sensitivity times batch times one quarter. These are invented arithmetic relationships, not evaluated precision or recall. Generic risk is sixty plus thirty times synthetic ratio plus ten times sensitivity minus one tenth queue depth, clamped from forty to ninety nine point nine. At the default inputs, sixty plus twelve point six plus eight point five minus one point four is seventy nine point seven. The fixture substitutes ninety four point eight, a gap fifteen point one. At three pixels per score the bars are two hundred eighty four point four, two hundred thirty nine point one and forty five point three. Labels such as subpoena or inquiry are chosen by thresholds rather than actual legal events. The digest is a fixed thirty two character string labeled SHA two fifty six, not a computed sixty four character hash. Native formula changes and JSON exports work before missing D three throws; graphs and actual audit conclusions are unproved.