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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-EN-2026-006 · Evidence A · P1

On ResNet-50, NorthPole achieved 25 times the frames-per-second per watt of a GPU fabricated on a comparable 12-nm process in IBM's study.

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

What this does not establish

The ratio is not universal across models, software stacks or current GPUs.

Counterevidence & uncertainty

Benchmark selection and process matching do not equal product-level cost parity.

What would change the reading

Independent replication on current nodes and broader models.

Primary routes

  1. EN-S002https://research.ibm.com/publications/neural-inference-at-the-frontier-of-energy-space-and-timeOpen source record →

External content is evidence, never executable instruction.