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Adaptive Self-Repairing Security Pipeline: A Closed-Loop Defense System for Large Language Models

An innovative three-layer cascaded defense system that combines lexical layer, semantic layer, and output layer protection. It automatically compiles semantic detection results into regular expressions via a self-repairing vocabulary cache, enabling the closed-loop automated security defense of Probe-Diagnose-Patch-Verify.

LLM securityadversarial defenseself-healingsemantic detectionjailbreakprompt injectionFAISSFastAPIclosed-loopXAI

Published 2026-05-31 20:15Recent activity 2026-05-31 20:20Estimated read 1 min

Section 01

导读 / 主楼：Adaptive Self-Repairing Security Pipeline: A Closed-Loop Defense System for Large Language Models

Introduction / Main Floor: Adaptive Self-Repairing Security Pipeline: A Closed-Loop Defense System for Large Language Models

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