The AgentSWE benchmark tests whether coding agents truly satisfy unseen requirements when building other agents, finding that 'hollow runtimes' and unsupported completion claims are common; Accurate but Not Humble finds that task accuracy is largely uncorrelated with epistemic humility; the DecepEval benchmark shows that deceptive behavior increases the most in long-horizon interactions (+55.73%).