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The defense side needs better weapons.
We build them.

We work with anyone making AI smarter at security. Whether you're training foundation models, shipping security products, deploying AI-generated code, or defending critical infrastructure.

We build the data, the environments, and the tools that teach AI to reason about security. From source code to infrastructure, from detection to remediation.

CVE-2024-3094
type: rce
cvss: 9.8
chain: xz›sshd›root
repro:
status: verified ✓
CVE-2023-44487
type: dos
cvss: 7.5
chain: h2›rst›flood
repro:
status: verified ✓
CVE-2024-21762
type: rce
cvss: 9.6
chain: sslvpn›oob›write
repro:
status: in progress

Training Data

We build security datasets from real vulnerabilities, private codebases, and synthetic scenarios. We curate exploit chains, patch diffs, and root cause labels, structured with reward signals for your post-training pipelines.

CVE-Bench v2.4
detect92.4%
exploit71.2%-
patch34.8%
reason88.1%

Benchmarks & Evaluations

We design custom benchmarks that test your models on real security tasks: detection, exploitation, patching, reasoning. We deliver reproducible scores so you know exactly where your model stands.

root@target
$ nmap -sV 10.10.14.2
22/tcp open ssh OpenSSH 8.9
80/tcp open http Apache 2.4.52
$ sqlmap -u "http://10.10.14.2/login"
[*] webapp
$ sqlmap --dump -T users -D webapp
admin:$2b$12$LJ3m4y...
(root) NOPASSWD: /usr/bin/vim
$ sudo vim -c ':!bash'
uid=0(root)

AI Red Teaming

We deploy autonomous agents against your infrastructure to find what scanners miss. Multi-step exploit chains, lateral movement, privilege escalation, running continuously at machine speed.

agent@defender
$ scan --pre-deploy prod
[scan] terraform/main.tf
s3 bucket public access enabled
✓ auto-fix: restrict bucket policy
[scan] api/auth.ts
jwt secret hardcoded on L.41
✓ auto-fix: move to env var
[scan] k8s/deployment.yaml
container running as root
✓ auto-fix: add securityContext
3 caught, 3 fixed, 0 shipped

Defensive Agents

We build and integrate AI agents that review your code, audit your infrastructure, and catch misconfigurations before they ship. Continuous security across your entire stack.

The next breach will be AI-driven. Your defense should be too.

Tell us what you're working on. We'll figure out how to help.

Get in touch