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Posted at: 06 Aoû '15 Published in Blogs
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lundi, 12 octobre 2026 08:00Changing a prompt can alter tool selection even when ordinary chat examples still look correct. Treat prompts, model settings and retrieval rules as deployable artifacts with review history. https://ai-software-development.net
Before wider exposure, compare the candidate against a fixed evaluation set and inspect failures by workflow. An LLMOps release process should block promotion when a protected behavior regresses, even if the average score improves.
An AI deployment workflow needs a tested rollback path for application code and model configuration. Compatibility matters during a partial rollback. An older prompt may depend on a tool schema that a newer application no longer provides.
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lundi, 12 octobre 2026 07:59An AI feature should have a defined response when one dependency becomes unavailable. Repeating the same request can amplify load and still return no useful result. An AI reliability design should separate retryable failures from conditions that require a user message or manual path.
Decide which functions can continue without generation. Search results may remain available while summarization is paused, and a draft action can wait instead of executing with missing data. https://ai-software-development.net
A [url=https://ai-software-development.net]production AI workflow[/url] also needs timeouts, bounded retries and circuit breaking outside the model. Recovery tests have two jobs. They must verify that queued work is not duplicated and that users can tell whether an action completed.
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