Live Wikimedia Edit Radar
Real-time non-bot article edits streamed across EN, FI, DE, RU, and SV Wikipedias and scored against behavioral signals and false-positive guardrails.
Risk scores are triage signals, not proof: 0–29 low, 30–59 uncertain, 60–100 suspicious.
Revision Inspector & Forensic Sandbox
Analyze any live or historical Wikipedia revision diff with deterministic behavioral scoring, guardrail checks, and Hostinger AI Router adjudication.
Favors:
- Editor
- Total Edits
- Account Age
- Diff Delta
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Triggered Behavioral Risk Signals
No behavioral risk signals triggered on this revision.
False-Positive Guardrails Applied
No mitigating guardrails applied.
Side-by-Side Revision Diff
AI-generated summary; the original text is preserved below for verification.
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Citation & Editor Network Graph
Interactive relationship map linking Wikipedia editors, edited articles, and injected external domains. Highlights multi-editor clusters targeting the same external domain.
Selected Node Details
Click any editor, article, or external domain node in the graph to view risk score and linked revisions.
Coordinated Domain Clusters
Domains linked across multiple editors or elevated-risk revisions.
No multi-editor domain clusters observed at the current filter threshold.
Benchmark Calibration & Precision
Evaluated against real historical Wikipedia revisions (reverted COI/link-injection edits vs. clean Featured Article volunteer edits).
Confusion Matrix (n = )
Threshold Calibration Sweep
Click any calibration row to snap the threshold slider to that operating point.
| Threshold | TP / FP / TN / FN | Precision | Recall | F1 | FPR |
|---|---|---|---|---|---|