Research

What we measured, reported the way we measured it.

Detection and enforcement claims are only worth what's behind them. These are the write-ups — including the results that don't clear our own targets yet, and what we do about that in the meantime.

SecuritySeptember 7, 2026

Red-teaming our own detector

We ran a published white-box evasion attack against LS-Stat's own deployed probe: 14 of 16 held-out attacks evaded under a gradient-optimised suffix, against 1 of 16 for padding alone — plus the two bugs we found before trusting that number.

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DetectionSeptember 2, 2026

Measuring exposure detection under hard negatives

Our own detection gate for LS-Stat is not met yet. What we measured, four attempts to close the gap, and what we're telling customers in the meantime.

Read the paper