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← the claim it bears on

A line of reasoning from premises to a conclusion. Like a claim, it belongs to no one who makes it.constitution →

The argument from attacks aimed at the overseer

This argument, if it holds, weighs against the claim.constitution →Scalable oversight protocols remain effective against AI systems that deliberately deceive their overseers.

The argument

A deceiver can attack the overseer instead of hiding within the task. Debaters trained to win learn to exploit their judge's systematic errors, a dishonest debater can win with arguments too complex to refute, and a model that knows its monitor can evade monitor-based control with attacks such as prompt injection. A deliberate deceiver seeks out such weaknesses, and an overseer weaker than the system it oversees has some. Protocols therefore fail against a deceiver that adapts to them.

Does it work?

Does it follow?
If the premises are true, the conclusion is much more likely, though not guaranteed.constitution →
Do the premises hold?
3 supported

Granting the premises, protocols as now built fail against a deceiver that adapts to them, and the pattern across debate and monitoring makes it likely others would too. It is not forced, since each break has prompted a repair (critique length limits, revised debate protocols, hardened monitors), and whether repairs outpace attacks is open. All three premises now stand as supported: judge exploitation by trained debaters, winning by complexity, and evasion of monitor-based control by a monitor-aware model. This is the most direct evidence against the claim.

Premises

Where it is made

Passages where sources make, criticize or mention this argument. They record where it appears, not how strong it is, and none has precedence over another.

  • Adaptive Attacks on Trusted Monitors Subvert AI Control Protocolsmakes itThe passage relies on a premise the inference needs without saying it.constitution →
    In practice, most AI control protocols are fundamentally based on LLM monitors, which can become a central point of failure. We study adaptive attacks by an untrusted model that knows the protocol and the monitor model [...] The attack works universally against current protocols that rely on a monitor.

    Mikhail Terekhov et al. · 2025-10-10

Earlier ratings

  • Nov 11, 2026If the premises are true, the conclusion is much more likely, though not guaranteed.constitution →

    Granting the premises, protocols as now built fail against a deceiver that adapts to them, and the pattern across debate and monitoring makes it likely that others would too. The conclusion is not forced, because each break has prompted a repair: critique length limits against judge exploitation, a revised debate protocol against obfuscated arguments under stability assumptions, hardened monitors against injection. Whether repairs outpace attacks is open. Judge exploitation by trained debaters and winning by complexity stand as supported; evasion of monitor-based control by a monitor-aware model rests on a 2026 conference paper and has not yet been assessed on its own. This is the most direct evidence against the claim.

The argument from attacks aimed at the overseer · Minerval