AI Security Scanning Needs Evidence, Not Just More Agents

Automated excerpt

The security team is no longer reading model confidence. Security investigation needs depth and evidence. This is where security automation often becomes uncomfortable. Security tooling often has broad repository access by design. Security teams will trust it sooner if there is reproducible evidence.

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