تغييرات الذكاء الاصطناعي هي عمليات نشر أيضًا

في هذا الدرس

treat prompt, model, and retrieval changes with the same discipline as code.

الموضوعات المخطط لها

• A prompt edit, a model version bump, or a retrieval setting can change behavior as much as a code change.
• Hidden changes: the provider updates a hosted model, the knowledge base is re-indexed, a tool description changes.
• Output is probabilistic, so "it worked once" proves little; you need evaluation over a set of cases.
• Editing a prompt in production by hand has no review, no test, and no rollback.