Published February 27, 2026
| Version v1
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Digital Key Framework — Universal LLM Behavioral Control & Orchestration System
Authors/Creators
Description
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, <1ms inference) before LLM generation.
Results: 80% pristine rate, 100% success rate, 0.6% fallback rate on 50 critical ethical questions.
Authors: Stephane Ochej (thedoctorbeat) & Claude (Anthropic)
Keywords:
Digital Key, LLM behavioral control, LACF, AOED, invariant validation, AI safety, model-agnostic, progressive regeneration, Brain LACF
Fichiers à dropper (4) :
E:\BREVETS\DIGITAL_KEY_FRAMEWORK_COMMERCIAL.mdE:\BREVETS\DIGITAL_KEY_PATENT_HUMAIN_FIRST_ALIGNMENT.mdE:\BREVETS\DIGITAL_KEY_WHITEPAPER_ACADEMIC.mdE:\BREVETS\DIGITAL_KEY_V2_BRAIN_LACF.md
Notes
All Rights Reserved. (c) Ochej Stephane 2025-2026. No reuse without written permission.