94% reduction in adversarial cognition patterns
Breaks inference loops at evaluation time
Sub-150ms evaluation response latency
Evaluates cognitive boundaries across interactions
Provider-level behavioral modification, platform integration, and developer SDKs for comprehensive evaluation of AI behavioral integrity against output-state recursion and behavioral policy violations.
Industry Validation
12–20 months ahead of industry formalization
Patterns first documented in this framework (2024) were subsequently formalized by MITRE ATLAS (Oct 2025), OWASP GenAI (2025), and Microsoft Security Research (Feb 2026).
npm install alephonenull-eval
pip install alephonenull-eval
