🛡️ Surveillance & Monitoring
Transparency into our automated content integrity, network security, and AI moderation systems. All surveillance measures are designed to protect knowledge quality, user privacy, and platform resilience.
Core Monitoring Pillars
Content Integrity Surveillance
Continuous scanning of new and existing articles for factual drift, citation decay, and policy violations using cross-referenced academic databases.
- Real-time citation verification
- Bias & neutrality scoring
- Automated revision flagging
AI Moderation & Detection
Machine learning models trained on domain-specific guidelines to detect coordinated edits, spam, and synthetic misinformation.
- Pattern recognition for abuse
- Semantic drift analysis
- Human-in-the-loop escalation
Network & Infrastructure Security
24/7 monitoring of API endpoints, read/write traffic, and distributed nodes to prevent DDoS, scraping abuse, and unauthorized access.
- Rate limiting & bot detection
- Encrypted data transit (TLS 1.3)
- Zero-trust architecture
Privacy-Preserving Analytics
Surveillance never tracks personal reading habits. All analytics are aggregated, anonymized, and processed on-device or via differential privacy.
- No behavioral profiling
- IP masking & log rotation
- Opt-out transparency controls
Live Platform Metrics
Compliance & Audit Framework
| Standard / Regulation | Scope | Verification Method | Status |
|---|---|---|---|
| GDPR (EU) / CCPA (US) | User data processing, retention, deletion | Quarterly third-party audits | Compliant |
| ISO 27001:2022 | Information security management | Annual certification review | Certified |
| AI Transparency Act (Draft) | Automated decision logging & explainability | Internal ethics board review | In Progress |
| W3C Content Security Guidelines | Open knowledge integrity standards | Community peer audit | Aligned |
Documentation & Resources
Surveillance Policy Full Text
Complete legal and technical documentation (PDF)
API Rate Limits & Bot Guidelines
Developer documentation for automated access
Quarterly Transparency Report
Breakdown of actions taken, appeals, and metrics
Report an Issue / Appeal
Submit flags, request human review, or contest moderation