AI Red TeamingAn adversary that never clocks out.
Red teams emulate real attackers. AI red teaming makes that continuous.
Strix agents chain exploits across your stack and prove every path.
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What is AI red teaming?
AI agents as the red team
What changes when the adversary is autonomous.
Adversary emulation
Agents plan, probe, and chain weaknesses into attack paths, mirroring how a human operator works a target.
Continuous operations
A human red team engagement lasts weeks. Agents attack every deploy, all year.
Full-stack targets
Code, APIs, web apps, infrastructure, and cloud, attacked by one agent with shared context.
Proven attack paths
Every path ships with the requests that walked it, so the blue team replays exactly what happened.
Red teaming AI systems
If you ship LLM features, they are part of your attack surface.
Prompt injection
Attacker-controlled input that hijacks the model's instructions, directly or through poisoned content.
Jailbreaks & guardrail bypass
Coaxing the model past its safety and policy constraints to produce restricted output or actions.
Data exfiltration
Extracting system prompts, secrets, or other users' data through the model's context and tools.
Tool abuse
Turning the model's own function-calling and integrations into an attack vehicle against your backend.
AI red teaming vs traditional red team engagement
How continuous autonomous adversaries compare to the scheduled human operation.
Strix agents
Traditional red team
Strix agents
Traditional red team
Strix agents
Traditional red team
Strix agents
Traditional red team
Strix agents
Traditional red team
Strix agents
Traditional red team
Strix agents
Traditional red team
From issue to fix in seconds
Find critical issues, auto-validate, and auto-fix with merge-ready PRs.
SSRF via URL Parameter in /api/proxy
TL;DR
The /api/proxy endpoint accepts a user-supplied URL without validation. An attacker can access internal services, read cloud metadata, and exfiltrate credentials.
Impact
Access to cloud metadata at 169.254.169.254, potential credential theft, and internal network scanning.
Location
acme/api · proxy-handler.ts:23Severity
CVSS
8.6Fix Effort
LowDiscovered
2h agoDiscover & Validate
Pentests your entire attack surface continuously. Reproduces each finding, confirms exploitability with proof, and prioritizes by real impact.
How do I fix it?
Validate and restrict the target URL using an allowlist of permitted hostnames. Reject private/internal IP ranges and enforce HTTPS-only.
| 23 | 23 | const targetUrl = req.query.url; |
| 24 | const resp = await fetch(targetUrl); | |
| 24 | const parsed = new URL(targetUrl); | |
| 25 | if (!ALLOWED_HOSTS.has(parsed.hostname)) { | |
| 26 | throw new ForbiddenError("blocked"); | |
| 27 | } | |
| 28 | const resp = await fetch(parsed.href); | |
| 25 | 29 | return res.json(await resp.json()); |
Auto-Fix
Generates a fix, retests to confirm the vulnerability is gone, and delivers a merge-ready PR. Review, merge, done.
Frequently asked questions
Common questions about AI red teaming.
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Solutions
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Continuous adversarial testing across your stack, with proof for every path.