黃正宇

SFD-Defense: Engineering Validation of the Semantic Flow Dynamics Defense Framework

2026 · Zenodo (CERN European Organization for Nuclear Research)

Multi-turn jailbreak attacks rely on cumulative effects in conversation history. Existing defenses work at the signal level and are structurally ineffective against such attacks. This paper derives a four-layer defense architecture (Precepts-Samadhi-Teacher-Wisdom) from the Semantic …