How a 45-Minute 'Exit Drill' Prepares Developers for Free AI Tier Shutdowns

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Developers who rely on free AI server tiers risk sudden disruption when allowances expire, often without a clear migration plan in place. A practical "exit drill" involves grepping codebases to locate every reference to a remote endpoint, consolidating those references into a single environment variable, and spinning up a local model server as a fallback. Running a self-hosted open-source server locally can be achieved via Docker, though hardware limitations may affect model performance compared to managed offerings. Switching endpoints then becomes a single environment variable change, after which smoke tests can reveal hidden bugs such as strict JSON parsing failures that only surface during an actual endpoint swap. The exercise, completable in under an hour, exposes configuration and code fragility before a real outage forces a costly, unplanned migration.

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