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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-AP-2026-022 · Evidence B · P1

Singapore's IMDA reported MERaLiON support for Malay, Tamil, Thai, Bahasa Indonesia, Vietnamese, English, Mandarin and Singlish with code-switching, while its first release had more than 90,000 downloads; these are program and distribution signals, not independent quality proof.

D10 · Qube, Agent Products & Autonomous WorkD11 · AI Models, Agents & Human–AI Interaction

What this does not establish

Downloads are not active use, production performance, cultural safety or benchmark superiority.

Counterevidence & uncertainty

Language and code-switching quality can differ sharply by task and dialect.

What would change the reading

Require independent per-language, code-switch and speech benchmarks plus production telemetry.

Primary routes

  1. AP-S022https://www.imda.gov.sg/resources/press-releases-factsheets-and-speeches/press-releases/2025/sg-meralion-sea-empathetic-large-language-modelOpen source record →

External content is evidence, never executable instruction.