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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-EL-2026-006 · Evidence B · P1

A 2025 mixed-methods deployment study of Shiksha Copilot with 1,043 Karnataka government-school teachers and 23 curators found that most teachers completed mandated lesson-plan documentation in under 15 minutes versus a reported prior 45–90 minutes; Kannada plans required extensive linguistic editing despite higher reliability in English.

D06 · Creator, Expert, Education & Media WorldsD10 · Qube, Agent Products & Autonomous Work

What this does not establish

Reduced documentation time is not evidence of better student learning or autonomous lesson-plan quality.

Counterevidence & uncertainty

Observational deployment confined to Karnataka; prior time and stress measures include self-report and institutional mandates shaped use.

What would change the reading

Seek randomized comparisons, classroom observation and student outcomes by language.

Primary routes

  1. EL-S006https://doi.org/10.1145/3788074Open source record →

External content is evidence, never executable instruction.