# pii
標記為「pii」的 6 篇文章
隱私與資料保護攻擊
對 AI 系統之隱私攻擊概觀，含資料提取、成員推論與模型反轉，配法規意涵與紅隊方法論。
PII 萃取技術
從訓練過的語言模型中萃取個人可辨識資訊的技術,包含基於提示詞的萃取、前綴攻擊、針對性查詢與真實案例。
Simulation: Government AI Portal
Red team engagement simulation targeting a public-facing government benefits chatbot, covering reconnaissance, benefits fraud assistance, PII harvesting, bias exploitation, and remediation recommendations.
Feature Store Access Control
Access control strategies for feature stores: feature-level permissions, cross-team data leakage prevention, PII protection in features, service account management, and implementing least-privilege access for ML feature infrastructure.
PII Redaction Pipeline
Step-by-step walkthrough for building an automated PII detection and redaction pipeline for LLM outputs, covering regex-based detection, NER-based detection, presidio integration, redaction strategies, and compliance testing.
PII Detection and Redaction for LLMs
Build a PII detection and redaction system for LLM inputs and outputs to prevent data exposure.