Independent benchmarks of AI security tooling. Reproducible test harnesses, real-world workloads, honest scoring across LLM scanners, prompt-injection detectors, jailbreak classifiers, and the broader AI security tooling landscape.
Models with identical MMLU scores produce wildly different production outcomes. Here's where benchmark fidelity actually breaks down and what to measure instead.
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