BUGB AI agents span instances, policies, IAM, containers, clusters, pods, models, LLMs and data. They stay context‑aware via a live security graph, so every action is correct in this environment, not a generic baseline.
BUGB AI CNAPP agents behave like seasoned engineers—reading the relationships between compute, identity, Kubernetes and data/AI through a live security graph—so fixes fit your environment, not a generic script.
BUGB AI CNAPP agents operate like seasoned engineers. They understand relationships between compute, identity, Kubernetes and data/AI systems through a real‑time security graph. That context lets them choose the right fix for your environment — not a one‑size‑fits‑all script.
A raw CVSS≥7 rule can block noise. BUGB agents validate exploitability in your environment (context graph, reachability, secrets, perms) and gate CI/CD on that validation signal.
policy "block_high_cvss" {
when: artifact.vuln.cvss >= 7
action: block
}
# Problem: may block issues that are non‑exploitable here policy "gate_on_validated_vuln" {
when: agent.validate(vuln).exploitable == true
and: impact.blast_radius >= "service"
action: block_push(targets=["github:main"]) # stop merge
else: warn
} When a vulnerability is validated, BUGB opens/updates tickets and routes owners automatically.






