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SecurityIn production

Autonomous red-team agent

Runs an authorised engagement end to end, the way one specific team runs it.

The situation

A security team whose authorised penetration tests depended on scarce senior operators, and who wanted an agent that tests the way they test, not a generic tool-caller.

How it works

  1. Operate

    recon, scanning, enumeration, exploitation, post-exploitation. The agent drives the Kali tools directly and chooses the next tool from what the previous step returned, the way a human operator works a target.

  2. Behave like the team

    trained on the team's own operating data: how they sequence an assessment, which tools they trust for which situation, when a finding is worth chasing.

  3. Stay inside the lines

    a sandboxed environment, explicitly scoped targets, the team's authorisation, every command and output logged, findings returned in the team's own report format.

Outcome

70% less time per engagement · full Kali toolchain · complete audit trail.

Hardest part

Running an engagement autonomously is less about any single tool and more about judgment under uncertainty: when a lead is worth chasing, when to stop, how not to repeat a failing step. The hard part was capturing how the team makes those calls and training it in, so the agent behaves like an operator with a plan rather than a script firing tools in order. Doing that inside a sandbox, under scope, with a full audit trail and no wandering outside authorised targets, was the constraint that shaped the whole build.

See how this maps to your business.

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