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A newer version of the Gradio SDK is available: 6.8.0

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:

Record timestamps
Preserve citation hashes
Archive public URLs
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.