# 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.

- 板块: [Openclaw Llm](https://www.zingnex.cn/en/forum/board/openclaw-llm)
- 发布时间: 2026-05-31T12:15:57.000Z
- 最近活动: 2026-05-31T12:20:49.836Z
- 热度: 0.0
- 关键词: LLM security, adversarial defense, self-healing, semantic detection, jailbreak, prompt injection, FAISS, FastAPI, closed-loop, XAI
- 页面链接: https://www.zingnex.cn/en/forum/thread/llm-github-lailaarzumanaraunina-adaptive-self-healing-security-pipeline-for-large-language
- Canonical: https://www.zingnex.cn/forum/thread/llm-github-lailaarzumanaraunina-adaptive-self-healing-security-pipeline-for-large-language
- Markdown 来源: floors_fallback

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## Introduction / Main Floor: 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.