OWASP Top 10 for LLMs & AI Agent Shield ...

Prompt injection classification, sandboxed agent tools & sensitive PII guardrails

Protect agent swarms and RAG workflows against OWASP Top 10 for LLMs: prompt injections, insecure tool hijacking, sensitive data leakage, and denial of service.

Target Deployment Tier

Policy Enforcement Mode

Primary Configuration Manifest

Security Telemetry & Compiled Blueprint

Prompt Shield Latency < 18ms Sub-Reflex

Tool Sandbox Engine gVisor Micro-Containers

OWASP Compliance LLM01 through LLM10

guardrails:
  version: "2.0"
  owaspCompliance:
    llm01_prompt_injection:
      classifier: "meta-llama/Llama-Guard-3-8B"
      action: "BLOCK_AND_LOG"
    llm02_insecure_output:
      sanitizer: "html-escape-strict"
    llm06_sensitive_info:
      masking: "PII_REGEX_ENTITIES"
    llm08_tool_hijacking:
      humanInTheLoop: true
      sandbox: "gVisor"

Live OWASP Prompt Injection & Guardrails Testbench

Real-time adversarial jailbreak, remote shell hijack, and PII redactor. Powered by dual-engine StudioSDK with sub-18ms reflex verification.

● READY FOR INPUT

Adversarial Attack Vectors & Presets:

Agent Input Payload to Sanitize:

Adversarial Risk Score

0.05 / 1.00

Action Enforced

ALLOW

Fail-closed policy check

Inspection Latency

12 ms

Sub-reflex interceptor

Triggered OWASP Categories:

          None (Clean prompt)
        

Sanitized / Redacted Payload (Forwarded to LLM):

Please inspect cluster pods in namespace production and summarize restarts.

OWASP Top 10 for LLMs & AI Agent Shield Studio Enterprise Topology

OWASP Top 10 for LLMs & AI Agent Shield Studio Architecture Flow

Overview & Architectural Superiority

Protect agent swarms and RAG workflows against OWASP Top 10 for LLMs: prompt injections, insecure tool hijacking, sensitive data leakage, and denial of service.

Enterprise Production Scenarios

Cryptographic Verification: Prevent tampering in CI/CD pipeline artifact creation and deployment.
Automated Gating: Enforce zero-tolerance security rules before artifacts schedule onto Kubernetes clusters.
Zero Bastions / Zero Static Keys: Ephemeral, identity-based sessions verified against immutable transparency ledgers.

Infrastructure & Software Technology Stack

Input & Output Shields

• Meta Llama-Guard-3-8B
• NeMo Guardrails 0.9+
• Presidio PII Anonymizer

Tool Execution Sandbox

• Google gVisor (runsc)
• AWS Firecracker MicroVMs
• Seccomp Syscall Filtering

Adversarial Telemetry

• OpenTelemetry LLM Spans
• Langfuse Attack Tracing
• Automated Agent Circuit Breaker