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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-SR-2026-010 · Evidence B · P0

Interview-grounded agents reduced racial and ideological accuracy bias compared with agents given only demographic descriptions.

What this does not establish

Reduced bias is not zero bias and is not validated outside measured groups.

What would change the reading

Track subgroup error plus privacy impact under alternative grounding depth.

Primary routes

  1. SR-S004https://arxiv.org/abs/2411.10109Open source record →

External content is evidence, never executable instruction.