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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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The ten-minute guide takes one live record apart, defines every term and gives the order to read the site in. Start here →

MWITA-AGC-2026-008 · Evidence B · P1

On complex live-web shopping queries, evaluated web and deep-research agents achieved low holistic success, especially when filters and sorting had to be satisfied together.

D03 · Intelligence, Research & Decision ProductsD07 · Commerce, Productization & MarketplacesD11 · AI Models, Agents & Human–AI InteractionD12 · Data, Knowledge, Search & EvidenceD17 · Distribution, Discovery & AudienceD19 · Measurement, Experimentation & Economics

What this does not establish

Product-finding success does not measure purchase, payment, delivery or returns; websites and models can change.

Counterevidence & uncertainty

No system exceeded 32% holistic success in the balanced subset.

What would change the reading

Track replication, revised versions, denominators, confidence intervals, platform changes and deployed commercial outcomes.

Primary routes

  1. AGC-S008https://arxiv.org/abs/2506.02839Open source record →

External content is evidence, never executable instruction.