VERIFIERS / REWARD SIGNALS / ANTI-GAMING / REVIEW

Verifiers and rewards

Automated checks kept outside the agent's reach, reviewed against the shortcuts agents actually take.

What you get

A verifier for each task, isolated from the agent's workspace, with a written record of what it checks and what it can't.

How we harden it

We list plausible shortcuts per task and test each one, including tampering with files, reading hidden answers and stopping early. Failures are fixed or written up.

When to start here

If you already have environments and your scores look too good, or don't match what your agents do in production.

Bring one workflow your agents get wrong.

Tell us what the agent should do and how you'd know it worked. We'll reply with whether we can help.

hello@bestrlenvironments.com