FOIA_Doc_Search / MODEL_RISK_MANAGEMENT.md
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Model Risk Management (SR 11-7–Style Framework)

Scope

This document evaluates risks associated with AI components used in Federal FOIA Intelligence Search.


1. Model Inventory

Component Description
LLM External, general-purpose language model
PDF extraction Optional text extraction utility
Visual analytics Metadata-only plotting

2. Intended Use

  • Research assistance
  • Contextual explanation
  • Metadata summarization

Not intended for:

  • Legal advice
  • Evidence creation
  • Predictive analysis
  • Decision automation

3. Risk Identification

Key Risks

  • Hallucinated statements
  • Citation misuse
  • User overreliance
  • Misinterpretation of public records

4. Risk Controls

Risk Control
Hallucination Citation anchoring
Overconfidence Disclosure banners
Scope creep Feature flags
Data misuse Public-only constraint

5. Validation & Testing

  • Manual review of AI outputs
  • Cross-checking against citations
  • Integrity hashing for auditability

6. Governance & Oversight

  • Phase-based feature rollout
  • Hard-gated experimental features
  • Maintainer approval for expansions

7. Change Management

  • Version-controlled releases
  • Feature flags for AI
  • Kill-switch capability

8. Residual Risk Assessment

Residual risk is Low to Moderate, acceptable given:

  • Non-decision-making role
  • Explicit user warnings
  • Absence of automation

SR 11-7 Alignment Summary

This application aligns with low-risk assistive model classifications under SR 11-7-style governance.