The NCSC warns prompt injection is fundamentally different from SQL injection. Organizations must shift from prevention to impact reduction and defense-in-depth for LLM security.

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OpenAI on Thursday launched Aardvark, an artificial intelligence (AI) agent designed to autonomously detect and help fix security vulnerabilities in software code, offering defenders a potentially valuable tool against malicious hackers. The GPT-5-powered tool, currently in private beta, represents what OpenAI calls a “defender-first model” that continuously monitors code repositories to identify vulnerabilities as software..

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