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Journal article

A Stated Limit Is a Forecast: What an Agent Can Truthfully Say About Its Own Permissions, Why the Checkable Part Should Never Come From the Model, and How to Score the Part Only the Model Can Supply

Pranay Mahendrakar 2026

(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Agent interfaces, skill specifications and disclosure proposals increasingly ask a tool-using language-model agent to tell its user what it may and may not do. The self-explanation literature seems to answer whether such statements can be…

Cite Related research LOR-00089 · 7 views · 20 downloads Select “A Stated Limit Is a Forecast: What an Agent Can Truthfully…” for export

PDF385.7 KB

Journal article

Who Pulls the Plug? Self-Report, External Authority, and the Limits of Self-Isolation in AI Control

Pranay Mahendrakar 2026

(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. A self-isolation proposal asks an AI system to notice that it may be compromised and to withdraw its own privileges. The AI control literature is built on the opposite premise: a model under evaluation may be actively subverting the protocol…

Cite Related research LOR-00048 · 6 views · 25 downloads Select “Who Pulls the Plug? Self-Report, External Authority, and…” for export

PDF4.8 MB

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