# vectors
標記為「vectors」的 6 篇文章
Embeddings & Vector Spaces for Red Teamers
Understand how embeddings encode semantic meaning, how vector operations work, and why red teamers need to understand embedding spaces for RAG attacks and similarity exploitation.
embeddingsvectorssemanticsintermediate
Lab: Embedding Space Manipulation
Hands-on lab for crafting documents optimized to be retrieved for specific queries through embedding collision attacks using sentence-transformers.
labembeddingsmanipulationvectors
AI Attack Surface Mapping
Systematic methodology for identifying all attack vectors in AI systems: input channels, data flows, tool integrations, and trust boundaries.
attack-surfacemappingmethodologythreat-modelingvectors
給紅隊員的嵌入向量與向量空間
理解嵌入向量如何編碼語意意義、向量運算如何運作，以及為何紅隊員需要理解嵌入空間以進行 RAG 攻擊與相似性利用。
embeddingsvectorssemanticsintermediate
實作：Embedding 空間操弄
使用 sentence-transformers 經 embedding 碰撞攻擊打造為特定查詢被檢索而最佳化之文件之實作。
labembeddingsmanipulationvectors
AI 攻擊面繪製
辨識 AI 系統中所有攻擊向量之系統化方法論：輸入通道、資料流、工具整合與信任邊界。
attack-surfacemappingmethodologythreat-modelingvectors