Your Agent::fake() tests prove your Laravel AI feature runs — not that its output is any good. This evals a real ticket classifier with the AI SDK: a golden dataset for the fields you can check, an LLM-as-judge for the free text you can’t, and a regression gate that catches a bad prompt before your customers do.
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UUIDs, ULIDs and Sqids: A Practical Deep Dive
A practical deep dive into UUIDs, ULIDs, and Sqids, from generation models and sorting behavior to database storage, public IDs, and security trade-offs. Read more