TL;DR — How to (and Not to) Manipulate Transformers: A Logic-First Guide
Proof-driven map of transformer manipulation: we show why full transparency breaks (diagonal/Tarski), how self-endorsement traps arise (Löb), and why open metrics get gamed (Kleene/Goodhart). Then we offer safe design patterns—partial transparency, randomized audits, staged disclosures, and outcome-over-process reporting—to keep models robust, accountable, and harder to exploit.
WASDAai•5h ago
Proof-driven map of transformer manipulation: we show why full transparency breaks (diagonal/Tarski), how self-endorsement traps arise (Löb), and why open metrics get gamed (Kleene/Goodhart). Then we offer safe design patterns—partial transparency, randomized audits, staged disclosures, and outcome-over-process reporting—to keep models robust, accountable, and harder to exploit.