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AI-APP-DEPLOYMENT4 MIN READ

Release Commands For Small AI Changes

Recall practical release rules that keep AI app changes small and deployable.

What is the release rule for AI behavior changes? One dominant behavior surface per release unless coupling is explicit. Prompt, model route, index, guardrail, and tool-permission changes should be separable enough to diagnose. Large bundled release versus small reviewed release: which is easier to recover? Batch size Small batches make production evidence legible. It is only a prompt change, so it does not need review. Objection The prompt controls claims guidance in production. Your line A prompt can change product behavior as much as code. It needs the same release path: review, version, canary, and rollback. Treating prompts as copy…

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