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Rethinking AI Security: Why CASB and DLP Need an Interaction-Aware Layer

securityweek.com 2026-08-04 AI agent abuse High

Executive Summary

An article argues CASB and DLP need an interaction-aware layer to keep sensitive data, IP and agent behaviour within safe-use boundaries.

What Happened

Build your strategy around answering these questions to ensure employees use AI productively while keeping sensitive data, IP, and agent behavior within the boundaries set for safe AI use. The post Rethinking AI Security: Why CASB and DLP Need an Interaction-Aware Layer appeared first on SecurityWeek .

Vulnerability / Attack Technique

Not applicable (strategy guidance)

Technical Mechanism

The piece discusses controls for AI usage rather than an attack.

AI Security Category

LLM02:2025 Sensitive Information Disclosure

Relevant Frameworks

LLM02:2025 Sensitive Information Disclosure

RealGround Analysis

Traditional DLP sees files, not prompts. RealGround analysis: inspect AI interactions, not only uploads.

Recommended Controls

  • Extend DLP to AI prompts and responses

Related RealGround Service

Secure AI Agent Build · or start with the free AI Agent Security Scanner.

Sources

securityweek.com: https://www.securityweek.com/rethinking-ai-security-why-casb-and-dlp-need-an-interaction-aware-layer/

Summary and analysis written by RealGround from the source above; last updated 2026-10-18.

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