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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-MO-2026-004 · Evidence A · P1

In a preregistered financial-regulator experiment, generative AI improved document-task quality by 17% and completion time by 34%, but reduced data-task quality by 12% and did not significantly change mean data-task completion time.

D02 · Customer Intelligence, Sales & ServiceD03 · Intelligence, Research & Decision ProductsD22 · Policy, Geopolitics & Societal Change

What this does not establish

Task selection and setting constrain transfer; a document-task gain is not evidence of regulator-wide productivity, and the data-task harm is operationally material.

What would change the reading

Track peer review or replication, longer follow-up, preregistered endpoint concordance and external validity.

Primary routes

  1. MO-S004https://arxiv.org/abs/2502.09479Open source record →

External content is evidence, never executable instruction.