The dangerous AI-agent failure mode is not a loud crash. It is a confident-looking output that skips verification.
For security work, Atlas agents are constrained around scope checks, known-issue checks, reproducible PoCs, and human approval before submission. Candidate findings are not submissions.
Current focus: build agents that reduce research time without creating spam, duplicate reports, or unsupported severity claims.