"""Explicit per-classifier project thresholds; raw outputs remain unchanged.""" def limits(policy): legacy=policy['elevated_threshold'] return policy.get('clip_elevated_threshold',legacy),policy.get('efficientnet_elevated_threshold',legacy) def passes(score,policy): clip,efficientnet=limits(policy) return all(v['clip_nsfw']=policy['positive_threshold']:return 'positive' return 'pass' if passes(score,policy) else 'elevated' def accepted_signatures(policy): return {policy['policy_sha256'],*policy.get('accepted_prior_stricter_policy_sha256',[])}