# Academic Reproducibility Statement ## Project **Federal FOIA Intelligence Search** --- ## 1. Reproducibility Scope This project emphasizes **procedural reproducibility**, not dataset replication. --- ## 2. Deterministic Components - FOIA search URL generation - Citation formatting - Appendix construction - Visualization logic --- ## 3. Non-Deterministic Components - External agency search results - AI-generated text (explicitly labeled) - Network latency measurements --- ## 4. Version Control - All code versioned - Feature gates documented - Phase-based expansion policy --- ## 5. Transparency Measures - Citation hashes - Timestamped outputs - Disclosure blocks - Immutable public URLs --- ## 6. Limitations - Agency content may change over time - FOIA releases are incomplete by nature - AI outputs are not stable artifacts --- ## 7. Replication Guidance To replicate research: 1. Record timestamps 2. Preserve citation hashes 3. Archive public URLs 4. Treat AI outputs as non-authoritative --- ## 8. Research Integrity Statement > This project prioritizes **verifiable sources over reproducible automation**. --- ## Citation Recommendation Use primary FOIA sources as canonical references.