---
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canonical_url: "https://aidr.today/4abcf74a?lang=en"
title: "Exposure Is Not Commitment: Double-Stratified Evaluation of Latent Monitors for Tool-Using Agents"
lang: "en"
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published_at: "2026-10-30T04:00:00.000Z"
category: "Research"
topics: ["safety"]
source_urls: ["https://arxiv.org/abs/2610.37679"]
summary: "A double-stratified evaluation protocol separates injection exposure from behavioral commitment in latent monitors for tool-using agents, improving prediction of unsafe tool calls."
---

# Exposure Is Not Commitment: Double\-Stratified Evaluation of Latent Monitors for Tool\-Using Agents

> [Open the canonical story](<https://aidr.today/4abcf74a?lang=en>)

**Published:** 2026-10-30T04:00:00.000Z
**Category:** Research
**Topics:** safety

## Summary

A double\-stratified evaluation protocol separates injection exposure from behavioral commitment in latent monitors for tool\-using agents, improving prediction of unsafe tool calls\.

## Sources

- [Story source](<https://arxiv.org/abs/2610.37679>)