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GitLab Patches Critical 9.9 AI Gateway Flaw Allowing Command Execution on Self-Hosted Servers

GitLab patched CVE-2026-90970, a critical (CVSS 9.9) flaw in its self-hosted AI Gateway service powering GitLab Duo features. An authenticated user with Duo Agent Platform access could escape the prompt template sandbox via a specially crafted flow configuration, leading to arbitrary command execution on the AI Gateway. Fixes shipped in versions 19.2.4, 19.3.2, and 19.4.1; GitLab-hosted instances are already protected.

sandbox-escape · remote-code-execution · prompt-injection · tool-abuse
ai-gateway · llm · gitlab-duo · ai-agents

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From Prompt Injection to Web Exploitation: Revisiting Classic Vulnerabilities in LLM-Integrated Applications

A research paper by Spiros Tsigkopoulos and Christoforos Ntantogian introduces "LLM-mediated web attacks," a class where attacker-controlled input is transformed by an LLM-integrated application and then reaches traditional web-app sinks, systematized as LLM2X variants (LLM2SQLi, LLM2XSS, LLM2SSTI, LLM2CommandInjection, LLM2IDOR, LLM2CSRF, LLM2XXE, LLM2SSRF). The authors implement TicketOracle, a Flask-based LLM-integrated app, to evaluate LLM2SSRF across five scenarios and seven LLMs, finding substantial model-specific variation in susceptibility. Details →
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