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Applied AI·September 28, 2026·1 min read

AI models are becoming outdated at record speed — so what does that mean for the tokens that companies are spending millions on?

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If models older than three months are being treated as obsolete, your real asset isn’t tokens spent — it’s the workflows, evals, and abstractions that let you swap models without breaking things. Treat model choice as a per-quarter variable and design contracts, architecture, and monitoring around churn, not loyalty.