Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Learn how the OWASP Top 10 CI/CD Security Risks map the modern software delivery attack surface, and why credential hygiene sits at the center of so many real-world failures.

Ask AI to Choose a prompt Write a TLDR of this post Explain the security risk Summarize what CISOs should know Every AI security framework names the risks you have to control. Zenity is built to implement those controls at runtime. Here's the 2026 OWASP Top 10 for LLM Applications, entry by entry, with the gaps marked honestly. Paste a booby-trapped instruction into a chat window, and nothing much happens.

Prompt injection has a CWE, and the two incidents everyone cites were not filed under it. That is not a clerical detail. A CWE ID is a claim about root cause, and every entry carries a mitigation table that follows from the root cause it names. When a record says CWE-1427, it is saying the product failed to neutralise input before building a prompt, and it is implying that neutralising the input is the fix.

A prompt injection test suite can only report on the payloads it contains. That sentence is the whole problem with the number most teams have. Somewhere in a ticket there is a scan result: a scanner threw several hundred probes at the endpoint and a percentage got through. The percentage is real.