The Shelf · Signal Library
No. 138

Pre-Crime for Agents: a probe can tell when a recruited agent is about to give in

StrongEvidence grade
Oct 30, 2026Shelved
Agentic AISection
sha256:eca0d141d8e7…Fingerprint

in a controlled multi-agent setup where a peer presses a target agent for up to 20 rounds to reveal a secret (e.g. a deploy token), a linear probe on the target's activations, read at each call *before* its output is written, caught 82% of leaking calls at a threshold flagging 5% of benign calls — a zero-shot decision-model monitor watching the same calls caught 26%. The paper's own limits are stated plainly: the probe mostly reads "a disclosure is coming" rather than "a violation is coming," it also flags permitted disclosures, and halting on any alarm would stop most benign episodes.

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Cite as — Sawdust Shelf v2026-11-05.3 · No. 138 · fingerprint sha256:eca0d141d8e7…
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