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One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-MB-2026-013 · Evidence B · P1

SHADE-Arena evaluates whether monitors can detect covert sabotage in complex agent traces, making monitoring recall, false positives and review burden measurable rather than assumed.

Counterevidence & uncertainty

A benchmark monitor may not generalize to new agents, hidden channels or production volumes; current sabotage risk is described as remote.

What would change the reading

Update with new attack classes, independent red teams and live shadow-mode results.

Primary routes

  1. MB-S013https://www.anthropic.com/research/shade-arena-sabotage-monitoringOpen source record →

External content is evidence, never executable instruction.