Sealed Task Bank

A sealed task bank is a fixed, versioned set of evaluation tasks kept confidential so agents cannot be trained or tuned specifically to pass it.

Sealing prevents the benchmark equivalent of teaching to the test: because the tasks are held out and rotated, a high score reflects real capability.

WorkForce records the bank version on every AQO score so results stay reproducible and auditable as banks are updated.