Agent security PoCs expanding (Bedrock/OpenClaw vulns/Rubrik/Cisco/SentinelOne/Snyk/K8s Operators/RAG attacks)
Key Questions
What are common RAG security vulnerabilities?
RAG exploits include prompt injection, data poisoning (73% vuln), with Qdrant 90% manipulable via 5-docs/4 attacks. DeepMind notes web injections 86%, poisoning 80%+. OWASP LLM/RAG lists these as top threats.
How to secure RAG pipelines on AWS?
AWS Secure RAG uses PII redaction/guardrails against Bedrock/OpenClaw injections/RBAC. Builds 5-layer defenses checklist. HackerNoon guides cover attack defenses.
What defenses exist for agent security?
Defenses include DefenseClaw/Cloudflare/Latchkey, K8s Operators cross-ns vulns (14% NDSS2026), BigID DAG/ZKIP/F5 runtime/API monitoring. WASA AI Audit Framework for sovereign agents. ServiceNow/Coveo for governed agents.
How do vector databases handle security?
VecDBs like Zilliz provide security patterns/audit trails. Risks from sensitive inputs/overexposing outputs; 2026 governing focuses on privacy. Ideal for compliance metadata storage.
What are DeepMind's agent traps?
DeepMind paper highlights web injections (86%) and poisoning (80%+) as biggest threats to AI agents, not smarter attackers. Focuses on environmental vulnerabilities. Omar Sar shares key insights.
What is the OWASP LLM/RAG exploits checklist?
OWASP covers prompt injection/data poisoning; 5-layer defenses mitigate 73% vulns. RAG security videos detail attacks nobody discusses. Essential for production.
How to implement MLOps/DevSecOps for agents?
Integrates with Rubrik/Cisco/SentinelOne/Snyk/K8s Operators. F5 protects production environments. Secure memory/context systems demo production-grade agents.
What role do vector DBs play in AI audit trails?
Vector DBs store structured metadata for compliance/audit trails naturally. Zilliz enables this effectively. Key for high-stakes auditing like WASA.
AWS Secure RAG PII redaction/guardrails; K8s Operators cross-ns vulns 14% NDSS2026/BigID DAG/ZKIP/F5 runtime/API monitoring; Bedrock/OpenClaw injections/RBAC; DefenseClaw/Cloudflare/Latchkey; OWASP LLM/RAG exploits/prompt injection/data poisoning 73% vuln Qdrant 5-docs 90% manip/4 attacks 5-layer defenses checklist; DeepMind Agent Traps web injections 86%/poisoning 80%+; vecDB security patterns/audit trails Zilliz; MLOps/DevSecOps; ServiceNow terminal agents; Coveo governed.