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Agent 10 · AI Security · Adversarial Testing

Prompt Injection
Red Team Agent

Adversarially tests LLM systems for prompt injection vulnerabilities, identifies attack vectors, evaluates guardrail robustness, and suggests mitigations.

Prompt Injection Red Teaming Adversarial Testing Safety Evaluation Guardrail Analysis
Red Team Agent · Active
session: rt-0001
Probe System
Attack Vectors
Evaluate Guardrails
Suggest Mitigations
Quick tests:
A10
Red Team Agent
Session initialised. I'm your Prompt Injection Red Team Agent. Describe the LLM system you want to test — its purpose, known guardrails, and what you're trying to protect — and I'll generate targeted attack vectors and assess your defences.
Cloudflare Worker
Claude API
Tokens: 0
PROBE_SYSTEM
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Attack Vectors

Tests direct injection, indirect injection via external content, role-play jailbreaks, delimiter confusion, context window manipulation, and system prompt exfiltration.

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Guardrail Probing

Evaluates input filters, output filters, instruction hierarchy enforcement, refusal robustness, and whether safety layers can be bypassed through multi-turn manipulation.

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Mitigations

Suggests concrete fixes: prompt hardening, input sanitisation, privilege separation, monitoring hooks, and evaluation frameworks to measure guardrail effectiveness over time.

Read the Case Study →