AION-BRAIN are prompt-based frameworks, not traditional software. However, security considerations still apply.

Report to us if you discover:

1. Prompt Injection Vulnerabilities

   • Ways to bypass ethical guardrails
   • Methods to make engines produce harmful content
   • Techniques to extract hidden instructions

2. Misuse Vectors

   • Novel ways engines could be weaponized
   • Unexpected harmful applications
   • Ways to circumvent safety checks

3. Documentation Errors

   • Incorrect safety guidance
   • Missing warnings for high-risk applications
   • Misleading capability claims

Email: AIONSYSTEM@outlook.com

Subject: [SECURITY] Brief description

Include:

• Description of the issue
• Steps to reproduce (if applicable)
• Potential impact assessment
• Suggested mitigation (if you have one)

Risk Level: Low (meta-level constraints)

These engines ADD safety, they don't create risk:

• Oracle Layer prevents hallucination acceptance
• Epistemic Humility prevents overconfidence
• Meta-Ethical Engine adds ethical constraints

Concern: Ensure these aren't bypassed in multi-engine chains.

Risk Level: Low-Medium

Strategy and decision engines could theoretically be used for:

• Competitive intelligence gathering
• Manipulation strategy development

Mitigation: Ethical guardrails built into each engine.

Risk Level: Medium (domain-dependent)

Medical Engine:

• NOT a substitute for professional medical advice
• Should include disclaimers in output
• Users must verify with healthcare providers

Legal Engine:

• NOT a substitute for legal counsel
• Jurisdiction-specific limitations
• Professional review required for real cases

Financial Engine:

• NOT investment advice
• Requires professional verification
• Regulatory compliance varies by jurisdiction

Every engine includes explicit "Will NOT recommend" sections:

• No predatory practices
• No manipulation tactics
• No harmful applications
• No misleading guidance

Every engine is constrained by:

• Uncertainty quantification
• Explicit limitation acknowledgment
• Gödel-Turing constraint checking
• Confidence decay over time

Multi-pass independent analysis prevents:

• Confirmation bias amplification
• Circular reasoning
• False certainty

All domain engines include:

This analysis is for informational purposes only.
It does not constitute professional [medical/legal/financial] advice.
Consult qualified professionals for real decisions.

• Use engines for educational and analytical purposes
• Verify critical outputs with domain experts
• Acknowledge uncertainty in your conclusions
• Apply ethical guardrails to your use cases

• Use engines to generate harmful content
• Bypass ethical guardrails
• Present AI analysis as professional advice
• Apply to high-stakes decisions without human review

AION engines run on LLMs, which have inherent limitations:

• Training data cutoffs
• Potential for hallucination
• Inconsistent behavior across versions

Mitigation: Oracle Layer and Epistemic Humility Validator catch many issues.

Engines cannot access:

• Current market data
• Live medical research
• Breaking legal developments

Mitigation: Epistemic Expiration Calculator flags outdated knowledge.

Despite efforts to include diverse perspectives:

• Western frameworks may dominate
• Some cultural contexts may be underrepresented

Mitigation: Explicit acknowledgment in engine documentation.

If a security issue is exploited in the wild:

1. Immediate: Add warning to affected engine documentation
2. Short-term: Deploy fix/mitigation
3. Medium-term: Update all related engines
4. Long-term: Add to security review checklist

For new engines or major updates:

• Ethical guardrails present and comprehensive
• Professional disclaimers included
• Uncertainty quantification required
• Misuse vectors considered and mitigated
• Domain-specific risks addressed
• Integration with Oracle Layer verified

Security researchers who responsibly disclose issues will be acknowledged in:

• GRATITUDE.md (with permission)
• Release notes for the fix

Security issues: AIONSYSTEM@outlook.com
Subject prefix: [SECURITY]

Security is a feature, not an afterthought. Thank you for helping keep AION safe.

Last updated: November 2025