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AI Security

ChatGPT Atlas and the Permanent Browser-Agent Injection Problem

OpenAI shipped ChatGPT Atlas in October 2025 and admitted by December that prompt injection in AI browsers may never be fully solved. Defenders need a posture, not a patch.

Dec 30, 20256 min read
AI Security

CometJacking and the AI Browser Agent Threat Model

LayerX's October 2025 CometJacking attack siphoned Gmail and Calendar via one Perplexity Comet click. The browser-as-agent design is the new blast radius.

Oct 30, 20257 min read
Agent Security

Supabase MCP and the Lethal Trifecta: When an Agent Has service_role

A Cursor user's Supabase MCP server was tricked by a support ticket into exfiltrating an integration_tokens table. The bug was not in MCP. It was in the trifecta.

Jul 23, 20257 min read
AI Security

EchoLeak (CVE-2025-32711): The First Zero-Click LLM Exfiltration in Production

Aim Security's CVE-2025-32711 exfiltrated Microsoft 365 Copilot data via a single crafted email. The XPIA classifier failed, CSP let attackers through, and CVSS 9.3 followed.

Jun 24, 20256 min read
AI Security

EchoLeak (CVE-2025-32711): The First Zero-Click Production LLM Exfiltration

A single crafted email could exfiltrate data from Microsoft 365 Copilot without a user click. We walk the attack chain, the patch, and the lessons for agent operators.

Jun 19, 20256 min read
Agent Security

GitHub MCP Server Private-Repo Exfiltration: The May 2025 Invariant Labs Disclosure

Invariant Labs showed that a malicious GitHub Issue could hijack any MCP-connected agent into leaking private-repo contents. The architecture, not a bug, is the problem.

Jun 3, 20257 min read
AI Security

Line Jumping: How MCP Tool Descriptions Attack Before Tools Are Called

Trail of Bits coined 'line jumping' for prompt injection delivered through MCP tool descriptions on connection. It bypasses every tool-invocation guardrail by design.

Apr 29, 20256 min read
Frameworks

OWASP LLM Top 10 2025: System Prompt Leakage and Vector Weaknesses

The OWASP Top 10 for LLM Applications 2025 added System Prompt Leakage and Vector/Embedding Weaknesses, and elevated Sensitive Information Disclosure to #2. Here is the defender view.

Apr 22, 20257 min read
AI Security

OWASP Top 10 for LLM Applications: A First Look

OWASP published its first Top 10 for LLM Applications on August 1, 2023. Here is what it covers, where it overreaches, and how to use it on real systems.

Sep 28, 20235 min read
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