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+ # OMB & NIST AI Risk Management Framework (AI RMF) Mapping
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+
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+ ## Project
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+ **Federal FOIA Intelligence Search**
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+
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+ ## Applicable Frameworks
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+ - NIST AI Risk Management Framework (AI RMF 1.0)
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+ - OMB Guidance on Responsible AI Use (M-21-06, M-23-10)
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+
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+ ---
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+
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+ ## AI System Classification
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+
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+ **Risk Tier:** Low-Risk, Assistive, Non-Autonomous
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+ **Use Case:** Research assistance for public records
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+ **Decision Authority:** Human only
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+
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+ ---
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+
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+ ## NIST AI RMF Core Mapping
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+
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+ ### GOVERN (G)
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+
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+ | Control | Implementation |
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+ |------|----------------|
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+ | G-1 Transparency | Public documentation, disclosures |
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+ | G-2 Accountability | Maintainer governance, feature flags |
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+ | G-3 Human Oversight | User-initiated actions only |
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+ | G-4 Policy Alignment | FOIA, journalism, legal ethics |
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+
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+ ---
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+
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+ ### MAP (M)
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+
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+ | Control | Implementation |
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+ |------|----------------|
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+ | M-1 Context | Public FOIA materials only |
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+ | M-2 Stakeholders | Journalists, researchers, courts |
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+ | M-3 Harm Identification | Hallucination, misinterpretation |
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+
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+ ---
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+
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+ ### MEASURE (ME)
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+
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+ | Control | Implementation |
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+ |------|----------------|
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+ | ME-1 Output Evaluation | Citation anchoring |
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+ | ME-2 Performance | No accuracy claims |
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+ | ME-3 Monitoring | Integrity hashes |
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+
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+ ---
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+
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+ ### MANAGE (MA)
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+
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+ | Control | Implementation |
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+ |------|----------------|
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+ | MA-1 Risk Mitigation | AI opt-in, disclaimers |
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+ | MA-2 Incident Response | Disable AI feature flags |
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+ | MA-3 Change Control | Phase-based rollout |
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+
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+ ---
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+
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+ ## OMB Alignment Summary
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+
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+ ✔ No automated decision-making
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+ ✔ No surveillance functionality
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+ ✔ No personal data processing
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+ ✔ No training on user inputs
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+
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+ ---
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+
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+ ## Compliance Conclusion
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+
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+ This system aligns with **low-risk assistive AI** under NIST AI RMF and OMB guidance.