Head-to-head results and rolling evals, each published with its corpus, its setup, and the parts we did not test. We refresh these as models and datasets move.
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PII detection & classification across prompt and output surfaces, on a mixed India & ANZ dataset.
Recall on multi-turn jailbreak campaigns, measured against single-prompt classifiers. Publishing with the attack set.
How often plan-level checks stop a poisoned instruction before it executes, versus content filtering on the output.
Compute and latency per million documents as the cascade routes cases, benchmarked against a single frontier pass.
One benchmark live, more in flight. We publish each with its dataset and its limits as it lands.
Benchmarks, intent research, and the attacks we catch in real corpora. No noise, just what we find while building.
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