Vulnerability Management
Code Security
Cloud Security
Threat Hunting

The agent harness for cybersecurity

Automate workflows, investigate vulnerabilities, track down owners, and remediate fast — at scale, with zero engineering friction.

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Solution

Solve the hardest problems in cybersecurity using
frontier intelligence

Capabilities

Agentic Harness for Cybersecurity

Discover

Consolidate scanners into one AI-native layer for code and cloud.

Validate

Prove exploitability with full context before anything reaches engineering.

Act

Hand owners the evidence and precise remediation — no manual chase.

60+

AI agents ready to deploy

Fast deployment

Ready in your environment within 2 hours.

94.3%Highconfidence

Average confidence score

Hyper-tailored

Tune every aspect so agents fit your environment.

13,093,456

Agents run so far

Built for scale

Built for the largest, most complex environments.

Trigger firedAuto mode

threat feedNew threat published. Assess it against the environment.

Rival

Reasoned for 3s

Ran 1 agent

Assessment

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Recent Work by

research

Mythos 'Discovered' a CVE Already in Its Training Data — and That's Still Worrying

Anthropic made headlines claiming Claude Mythos achieved the "first remote kernel exploit discovered and exploited by an AI." We went looking for how — and found a 20-year-old bug hiding in plain sight.

research

Taxi: Debugging Agent Trajectories at Scale

Behavioral bugs in agents fail silently and repeatedly, quietly burning tokens, time, and quality. Taxi is how we find them — clustering agent trajectories into a taxonomy we can query, browse, and act on.

research

ClosedCaption: Finding Interpretable Clusters with LLMs

We discuss use cases for LLM-cluster interpretability in agent analysis, experimental designs to test these pipelines, and how we use these techniques to analyze our own agents.

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Every change needs a beginning.

Don't lose the race.

Book a demo See the platform

The agent harness for cybersecurity

Solve the hardest problems in cybersecurity using frontier intelligence

Agentic Harness for Cybersecurity

Recent Work by

Mythos 'Discovered' a CVE Already in Its Training Data — and That's Still Worrying

Taxi: Debugging Agent Trajectories at Scale

ClosedCaption: Finding Interpretable Clusters with LLMs

Every change needs a beginning.

Solve the hardest problems in cybersecurity using
frontier intelligence