EchoLeak: Anatomy of a Zero-Click Prompt Injection and How to Prevent the Next One
Pavan Reddy April 17, 2026 EchoLeak (CVE-2025-32711) is a concrete example of “prompt injection becomes a breach”: a reported vulnerability affecting Microsoft 365 Copilot associated with unauthorized information disclosure over a network. This talk dissects the engineering failure as a repeatable learning model: where trust boundaries were crossed, why layered mitigations didn’t fully hold, and how real systems accidentally grant models the ability to move data across compartments. Attendees will leave with a defensive blueprint that applies beyond this incident, design patterns for provenance isolation, retrieval compartmentalization, least-privilege tool design, output controls, and a test plan for continuous adversarial evaluation that can be integrated into shipping pipelines.

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![Nicholas Carlini - Black-hat LLMs | [un]prompted 2026](https://i.ytimg.com/vi/1sd26pWhfmg/hqdefault.jpg?sqp=-oaymwE9CNACELwBSFryq4qpAy8IARUAAAAAGAElAADIQj0AgKJDeAHwAQH4Af4JgALQBYoCDAgAEAEYciBmKDYwDw==&rs=AOn4CLBn1sRfbeYcMnkqD2mtRZhq1TO6JQ)
Nicholas Carlini - Black-hat LLMs | [un]prompted 2026

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