Vol. 1 · No. 118
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The Unvarnished AI Gazette

AI news distilled in its purest form
122Unique stories
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Industry & Market · 🌍 WORLD

Tokenmaxxing isn't an AI strategy

Tokenmaxxing—scaling model size and inference cost in lockstep—is an operational treadmill, not a strategy.

The Register examines whether AI ROI calculations account for actual deployment economics, not just capability benchmarks. The gap between lab performance and profitable production reveals whether a model's cost-per-token serves a real market demand or subsidises investor narratives.

Oliver's take: Bigger models, bigger tokens, bigger inference bills. Eventually someone has to buy the thing and actually use it. That date keeps moving.
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— The Unvarnished AI Gazette · Tuesday, April 28, 2026 · 122 stories from 168 sources · ← Back to the newspaper