Research Alignment
How AlephOneNull aligns with established safety, security, and risk-management practices.
AlephOneNull aligns most naturally with existing security and safety practices rather than a new doctrine.
Security Engineering
The project treats risky model behavior as something to test with fixtures, controls, logs, and repeatable review.
Red Teaming
Prompt suites should probe failure modes across protected and unprotected settings, then record both successes and failures.
Human Factors
Long-running assistant interactions can influence trust, dependence, and perceived authority. Evaluations should include these human-facing risks.
Risk Management
Claims should stay bounded by evidence. When risk is high, route toward qualified human support and independent review.
Documentation
A useful safety claim includes the threat model, detector categories, limitations, evaluation data, and known failure cases.