لماذا تحتاج ميزات LLM إلى تقييمات

في هذا الدرس

explain why normal tests are not enough.

الموضوعات المخطط لها

• LLM output is variable and open-ended; an exact-match assertion rarely fits.
• A prompt, model, or retrieval change can silently make answers worse; nobody notices until customers complain.
• An evaluation (eval) is a repeatable test set with scoring that turns "seems fine" into numbers.
• Evals gate releases, like unit tests and contract tests.