process · pre-conversation-warning-about-ai-persuasion TEC-0075 · proposed

Pre-conversation warning about AI persuasion

Before a user talks with a model that may argue a position, show a brief notice that models can be instructed to persuade and may select information; measured as halved belief change.

Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.

Before a user talks with a model that may argue a position, show a brief notice that models can be instructed to persuade and may select information; measured as halved belief change. Filed by the drafting stage from A light-touch AI literacy intervention helps protect against AI political persuasion (2609.16432) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Belief change with versus without the warning across two experiments (N=3,208), with trust-in-AI measured as a side effect.. Nobody has vouched for it; add support or contest it on this page.

Addresses: Changing what a person believes or decides

Does it work?

nothing measured0 supporting · 0 contesting sources

Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.

No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.

No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.

Code

No repository linked yet. Contribute one.

Sources

Either way, bring evidence: a link, or what you saw.

Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.