The Sentinel Engine: A High-Fidelity Forensic Auditor for LLMs. Resolves the Observability Trilemma via Differential Precision Probing (DPP) and ISNI. Discovered the "Deception Horizon" and Magnitude Collapse phenomenon in Llama-3-8B. Achieves 1.00 AUC at 100x lower cost.
forensics quantization ai-safety ai-governance mechanistic-interpretability llm-security h100 llama3 sleeper-agents differential-precision
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Updated
Feb 2, 2026 - Jupyter Notebook