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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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MWITA-EN-2026-030 · Evidence A · P1

Google states Gemma 3n E2B can reduce its effective loaded parameter set from more than five billion to 1.91 billion through PLE caching and parameter skipping.

D11 · AI Models, Agents & Human–AI InteractionD13 · Software Platforms, Cloud & IntegrationD19 · Measurement, Experimentation & EconomicsD24 · Frontier Science & Wildcards

What this does not establish

Effective parameters are not total model parameters or measured RAM bytes.

Counterevidence & uncertainty

Storage bandwidth and runtime overhead affect actual performance.

What would change the reading

Reproducible device-memory measurements.

Primary routes

  1. EN-S010https://ai.google.dev/gemma/docs/gemma-3nOpen source record →

External content is evidence, never executable instruction.