Metatron Intelligence
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What a claim record is How to read this page

One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-ASDO-2026-012 · Evidence A · P1

Explicit or implicit cues to a user's racial identity significantly changed recommendations across popular consumer LLMs, while model explanations obscured that identity had influenced the output.

D01 · Marketing, Brand & Revenue SystemsD06 · Creator, Expert, Education & Media WorldsD17 · Distribution, Discovery & Audience

What this does not establish

Model text differences do not measure human uptake, conversion, satisfaction or realized discrimination; U.S. racial cues do not map unchanged to other cultures or protected characteristics.

Counterevidence & uncertainty

The same identity-linked shifts appeared whether users intentionally disclosed identity or revealed it indirectly, undermining a simple personalization-consent interpretation.

What would change the reading

Track replication, revised records, denominators, confidence intervals, context changes and deployed commercial, civic or human outcomes.

Primary routes

  1. ASDO-S012https://aclanthology.org/2025.findings-acl.1254/Open source record →

External content is evidence, never executable instruction.