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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-2026-007 · Evidence A · P1

On the same ResNet-50 comparison, IBM reported NorthPole at 22 times lower latency and five times higher frames per second per transistor than the matched-process GPU.

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

What this does not establish

Latency and transistor efficiency do not establish application accuracy, developer cost or deployability.

Counterevidence & uncertainty

Results may differ with batching and newer accelerator generations.

What would change the reading

Standardized current-generation comparison.

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.