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Shadow AI in your pipeline is a non-human identity problem, not a chatbot problem

Shadow AI — AI tools in the software lifecycle without approval, ownership, or monitoring — has a new...

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Shadow AI in your pipeline is a non-human identity problem, not a chatbot problem

CNCF maps Shadow AI—agents in pipelines without approval or ownership—as non-human identities with permissions spanning laptop to Kubernetes, via prompt injection vulnerabilities. Governance requires unique owner, least-privilege RBAC, policy-as-code, and monitoring; perimeter controls alone fail.

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AI Agent Lifecycle Risks

Organizations unwittingly host 109 non-human identities per user with 82% running unapproved shadow agents; just 21% can properly decommission them. Lack of identity-first lifecycle governance creates persistent compliance risk and expands attack surface exponentially.

Shadow AI in your pipeline is a non-human identity problem, not a chatbot problem

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Shadow AI in your pipeline is a non-human identity problem, not a chatbot problem

AI Agent Lifecycle Risks

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CNCF's shadow-AI post makes the case for treating agents as identities

Shadow AI in your pipeline is a non-human identity problem, not a chatbot problem

AI Agent Lifecycle Risks