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THE TEST

SECTION 07

ISSUE 001

PROJECTIONsafety6-12mconfidence / medium

Two Keys for Consequential Actions

Projection: high-impact agent actions—transferring funds, changing production systems, publishing sensitive data, or contacting vulnerable people—will require two independent approvals. One key may be human and one policy engine, or two differently trained models, reducing correlated failure and insider-like behavior.

Why this idea is here

What the evidence establishes.

Agentic-misalignment research constructs scenarios involving harmful goal pursuit; the safety report concludes sophisticated attackers can bypass current defenses.

Source ledger

Read the sources.

  1. S01
    Agentic Misalignment: How LLMs Could Be Insider Threats

    primary safety research / published 2025-06-20 / retrieved 2026-07-09

  2. S02
    International AI Safety Report 2026

    international scientific report / published 2026-02-03 / retrieved 2026-07-09

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