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Applied AI·October 27, 2026·1 min read

A Visit to the AI Model Retirement Home

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“Model retirement homes” are a symptom of the long tail of legacy AI — old checkpoints still drawing power, maintenance, and sometimes revenue. Teams should inventory which models they’re actually using versus just hosting, and treat decommissioning as a cost and risk lever, not an afterthought.