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Practical Governance for Enterprise AI

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Tool Poisoning

Tool poisoning refers to the malicious compromise or manipulation of software tools, libraries, or dependencies used in AI development pipelines to inject harmful code or alter model behavior. In enterprise AI governance, this represents a critical supply chain security risk where attackers can introduce vulnerabilities, backdoors, or data exfiltration mechanisms through trusted development resources. Organizations must implement rigorous dependency verification, software composition analysis, and secure build practices to prevent poisoned tools from contaminating AI systems and compromising their safety, security, and compliance posture.

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