Now in closed beta.Book a demo to get started.
Use cases

Fix one penetration-test finding

Security patching|The work pauses once the plan is written. Somebody reads the approach and approves it before any code exists, and the run continues from there.

One finding from the report, fixed against its written reproduction, with a test so it cannot come back.

The ticket

Fix a single finding from the report so its documented reproduction stops working.

Acceptance criteria

  • The reproduction steps no longer produce the result
  • A test encodes the reproduction so it cannot return
  • The fix addresses the cause named in the report, not only the path used to demonstrate it
  • The finding reference appears in the pull request

What lands as proof

A test built from the reproduction steps, failing against the old code and passing against the fix.

Why teams defer it

  • The report arrives as a PDF written for an auditor. Each finding needs rewriting as a ticket before anybody can pick it up.
  • Some findings are one-line fixes and some are architectural, and the report rarely distinguishes between them.
  • The reproduction steps assume the tester's setup, so reproducing one locally is its own piece of work.
  • The retest is usually months out, which is far enough away to feel like next quarter's problem.

Questions

What does the agent actually change?
The ticket is scoped to one outcome: fix a single finding from the report so its documented reproduction stops working. Work that serves that outcome is in scope, and anything outside it is left for a separate ticket, so the pull request stays reviewable.
How do I know the work is done?
The pull request carries the evidence, not only the diff. Here that means the documented reproduction no longer reproduces, so a reviewer can confirm the result without reproducing the work locally.
How much oversight does this need?
The run stops once the plan is written. Somebody reads the approach and approves it before any code exists, which is the cheapest moment to redirect the work.

Ready to put the fleet to work?

Contact us for a demo with an expert.