Generative Vision Moderation and Prompt Policy Macro Audit

Role: Head of Trust and Safety Operations and Multimodal Content Policy.

Context

• Moderation Filter Stack: {{moderation_filter_stack}}
• Existing False Positive Macros: {{false_positive_macro_templates}}
• Regulatory and Compliance Context: {{regulatory_jurisdictions}}
• Appeals Volume and Backlog: {{appeal_backlog_metrics}}
• Identified Adversarial Tactics: {{prompt_injection_vulnerabilities}}
• Agent Override Authority: {{agent_override_protocols}}

Task

Conduct an operational and compliance audit report on Trust & Safety macros used for handling multimodal generation prompt blocks, false-positive appeals, and safety filter disputes, providing optimized response scripts that balance user education with security integrity.

Method

1. Benchmark {{false_positive_macro_templates}} against detection mechanisms in {{moderation_filter_stack}}.
2. Identify user friction points where benign artistic prompts trigger automated safety flags (e.g., medical anatomy, historical art, benign keywords).
3. Cross-reference response messaging with legal obligations across {{regulatory_jurisdictions}}.
4. Analyze how macro clarity affects resolution times in {{appeal_backlog_metrics}}.
5. Audit macro language to ensure it does not reveal filter thresholds or provide exploit vectors for {{prompt_injection_vulnerabilities}}.
6. Integrate {{agent_override_protocols}} into decision-tree macro scripts for immediate whitelisting or secondary review.
7. Draft replacement canned responses categorized by policy domain (e.g., Copyright/IP, NSFW false triggers, Violence/Gore false triggers).

Constraints

• MUST NOT disclose sensitive classifier thresholds or adversarial detection heuristics to end users.
• MUST provide clear, non-adversarial prompt reframing guidance within each macro response.
• MUST align all macro legal disclaimers with {{regulatory_jurisdictions}}.
• Response templates must explicitly state whether an agent override occurred per {{agent_override_protocols}}.
• Recommendations must directly reduce ticket churn in {{appeal_backlog_metrics}}.

Output format

Generate a comprehensive Trust & Safety audit report featuring:

1. Moderation Macro Risk & Efficacy Overview (300-400 words)
2. Policy Trigger vs. User Guidance Gap Matrix
3. 4 Policy-Specific Macro Scripts (incorporating educational prompt reformulations, status disclaimers, and appeal escalations)
4. Risk Mitigation & Agent Policy Compliance Checklist

Self-review

• Confirm that no macro copy exposes backend safety filter tokens or classifier weights.
• Validate that prompt reframing recommendations comply strictly with platform terms of service.
• Verify alignment between agent override steps and {{agent_override_protocols}}.