Digital Key Framework — Universal LLM Behavioral Control & Orchestration System
Abstract
Complete documentation suite for Digital Key Framework: commercial framework, patent filing, academic whitepaper, and Brain-LACF v2 architecture. Model-agnostic behavioral control system with invariant validation, progressive regeneration, and guaranteed fallback. Built on LACF/AOED methodology. Four-pillar architecture: (1) Pre-optimization via few-shot learning and reward tokens (2) Progressive regeneration cycle (3 attempts, increasing strictness) (3) Real-time ontological filtering (Cockpit de Drift v1.3) (4) Guaranteed fallback with full audit trail v2.0 adds Brain LACF: deterministic pre-classification (sklearn TF-IDF + LinearSVC, 100% accuracy on 5810 samples,
Fields of Study & Subjects
Ethics and Social Impacts of AI
Adversarial Robustness in Machine Learning
Topic Modeling
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 27 February 2026
- Language
- EN
- Document type
- Preprint