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InfographicAI CNAPP

Agents that work like engineers — across your cloud

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.

Mean Time to Remediate
4.8h
agent‑led autofix
Surface Coverage
> 95%
multi‑cloud + k8s + AI
False Positive Rate
< 1%
context graph
Agent LifecycleDetect → Plan → Fix → Verify → Explain5-step process
Context‑aware
Detect
1
Plan
2
Fix
3
Verify
4
Explain
5

Always context‑aware. Truly full‑stack.

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.

Compute & policies: lock down firewalls, patch servers, follow CIS basics
IAM: remove risky role combos, stop privilege‑escalation paths
Kubernetes: isolate bad pods, rotate secrets, fix access (RBAC)
Containers: rebuild clean images, sign them, block unsafe versions
Data & AI: protect model endpoints, keep LLM keys behind policy
Network & storage: segment traffic, fix egress, make buckets private
Live security graph in motion
CLOUD SURFACESLive Discovery
Agents online
Compute / Instances / PoliciesIdentity & Access (IAM)Kubernetes: Clusters • Pods • ContainersData & AI: Datastores • Models • LLMs1INSTANCEEC2 / VM2POLICIESSecurity Groups3VMCompute4IAM ROLEIdentity5POLICYAccess Control6CLUSTERKubernetes7PODK8s Pod8CONTAINERDocker9DATADatastores10MODELSAI Models11LLMsEndpointsContext Graph Onlinerisk = perms × exposure × blastChange-Aware Plansdiffs • owners • blast-radius
Agent output artifacts
FixPlan.yaml
pre‑approval ready
Evidence.pdf
before/after repro
Why.md
root cause explained
Guardrails
  • Least‑privilege actions with just‑in‑time creds
  • Approval workflows with owners & change windows
  • Rollback plans & post‑fix verification
  • Audit trail + signed intents
Outcomes
Agent Autofix
72%
approved changes
Noise Reduced
93%
policy + context
SLA Met
99.8%
cross‑team routing

Always context‑aware. Truly full‑stack.

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.

  • Compute & policies: lock down firewalls, patch servers, follow CIS basics
  • IAM: remove risky role combos, stop privilege‑escalation paths
  • Kubernetes: isolate bad pods, rotate secrets, fix access (RBAC)
  • Containers: rebuild clean images, sign them, block unsafe versions
  • Data & AI: protect model endpoints, keep LLM keys behind policy
  • Network & storage: segment traffic, fix egress, make buckets private
Policy EngineValidation over CVSS

Ship policies based on validated risk, not just CVSS

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.

CVSS‑only (naïve)
policy "block_high_cvss" {
  when: artifact.vuln.cvss >= 7
  action: block
}
# Problem: may block issues that are non‑exploitable here 
Validation‑gated (recommended)
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
} 
CI/CD outcome: Block only when exploit is proven in this repo/cluster/runtime.
IntegrationsTicketing & ChatOps
Auto‑create tickets

When a vulnerability is validated, BUGB opens/updates tickets and routes owners automatically.

JiraLinearAsanaClickUpTrelloSlackNotionZoho
Assignee = owner(identity.role, repo/module)
Priority = exploitability × blast‑radius
Status sync: verify → fixed → re‑verify
Agent Prompt Console
Natural‑language ops
Sample session
Set a policy so validated vulns block pushes to github:main.
Policy gate_on_validated_vuln created. Scope: repos/*, action: block_push on validated exploitable findings.
Create a PoC to reproduce SSRF on service payments‑api in a sandbox.
Generated PoC_Template.yaml with replay steps and redaction. Evidence pack ready.
Identify what's breaking pod restarts in cluster‑prod‑ap‑1.
Found CrashLoopBackOff due to missing secret. Plan: rotate secret, update deployment, verify healthcheck.
Try a prompt
Deploy AI Agents Connect a cloud