DATA LEAKAGE: 0
STAGE 1/4: REQUEST RECEIVED
Client initiates checkout. Untrusted payload arrives at decision engine.
LAYER 1: REQUEST & COMPUTATION PIPELINE LAYER 2: POINT-IN-TIME FEATURE TIMELINE (HISTORICAL VS FUTURE) CLIENT REQUEST 422 CLIENT_DERIVED_BLOCKED SERVER-DERIVED FEATURES Computed at Decision Moment t₀ ML RISK MODEL TRUST ENGINE RESPONSE HISTORICAL DATA (PAST / LEGAL) TARGET DATA (FUTURE / ILLEGAL) ORDER HISTORY t = -30d BUYER ACCT AGE t = -120d SELLER LISTINGS t = -1d DEVICE SHARING t = -2h PRIOR RETURNS t = -7d PRIOR DISPUTES t = -14d EVENTUAL OUTCOME t = +3d RETURN NEXT WEEK t = +7d RING DISCOVERY t = +14d FUTURE DISPUTE t = +45d BLOCKED t₀ DECISION ↔
field_name
LEGAL
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