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Frontier systems, built to be safe in production.

The more capable a system is, the more its controls matter. We design both together, from the first week.

How we build

Evaluate first

We define what good looks like and build the tests before the system. Nothing reaches live work without passing them.

Constrain the action space

Agents get the narrowest set of tools and permissions the task needs, and every action is checked against policy.

Keep people in charge

Approval gates sit at thresholds you set. The system explains what it did and why, in terms a reviewer can check.

Observe everything

Inputs, outputs, tool calls and approvals are logged in your environment, so any decision can be replayed.

Fail safely

Every system has a rollback path, a kill switch and a fallback to the human process it replaced.

What we build at the frontier

Superintelligence-grade capability is only useful when it is reliable. These are the systems we put into production.

Autonomous agents

Long-running agents that plan, use tools and recover from errors, inside clear limits.

Multi-agent systems

Specialised agents that hand work to each other, with a supervisor that checks the result.

Knowledge at scale

Retrieval and reasoning over millions of documents, with every answer traced to its source.

Tuned models

Fine-tuning and distillation when they make a system cheaper, faster or more accurate on your work.

Evaluation harnesses

Automated test suites, model-graded checks and human review loops that run on every change.

Secure deployment

Your cloud, a dedicated environment or your own hardware, with your keys and your logs.

Safety in layers

No single control is enough. Each system we ship has five, and each one is tested.

  1. Policy and permissions
  2. Sandboxed tools
  3. Evaluation on every change
  4. Human approval gates
  5. Monitoring and rollback

Building something ambitious?

Tell us what you want the system to do. We will tell you how we would make it safe.