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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-MB-2026-009 · Evidence B · P1

τ²-bench models both agent and user as actors who can change shared state, separating reasoning errors from communication and coordination errors in telecom scenarios.

Counterevidence & uncertainty

Synthetic users and generated tasks improve control but may omit human ambiguity, adversarial behavior and organizational constraints.

What would change the reading

Update with peer review, independent replication and field calibration.

Primary routes

  1. MB-S009https://arxiv.org/abs/2506.07982Open source record →

External content is evidence, never executable instruction.