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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-KI-2026-022 · Evidence B · P1

BHASHINI's official repositories describe ULCA data and model infrastructure covering machine translation, automatic speech recognition, text-to-speech and OCR.

What this does not establish

Repository coverage does not prove every language, dialect or modality is production-ready.

Counterevidence & uncertainty

Production SLA, commercial terms, language coverage and independent task quality remain incomplete.

What would change the reading

Update on production SLA/terms, model-language matrix, independent benchmarks and API/version changes.

Primary routes

  1. BHASHINI DIBD GitHub organizationhttps://github.com/bhashini-dibdOpen source record →
  2. ULCA repositoryhttps://github.com/bhashini-dibd/ulcaOpen source record →
  3. BHASHINI API documentationhttps://dibd-bhashini.gitbook.io/bhashini-apisOpen source record →

External content is evidence, never executable instruction.