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Applied AI·July 20, 2026·1 min read

Tokenmaxxing Didn’t Die. It Mutated

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The shift from “use more tokens” to “frontier models only” is just a new expression of the same belief — scale will brute‑force quality. For teams running real workloads, the counter‑strategy is clear: benchmark on task‑level ROI and latency, not model brand or context window bragging rights.