AIC-Education may integrate:

• Simulation engines
• Learning analytics systems
• User modeling frameworks
• Behavioral adaptation modules

Given this scope, security and privacy are foundational requirements.

1. Privacy by Design
2. Minimal Data Collection
3. End-to-End Encryption (in transit and at rest)
4. Ethical Logging (no unnecessary behavioral profiling)
5. No Dark Patterns
6. Transparent Algorithmic Adaptation

If you discover a security vulnerability:

1. Do not publicly disclose it immediately.

2. Report it to: security@aic-circle.org

3. Include:

   • Environment details
   • Reproduction steps
   • Potential impact
   • Suggested mitigation (if available)

We aim to respond within 7 days.

• Manipulated adaptive scoring systems
• Data poisoning in learning datasets
• Behavioral exploitation via personalization
• Model hallucinations in generated educational content
• Governance capture or curriculum bias

Security in AIC-Education is not purely technical; it is also ethical and structural.