# Production Evaluation Framework: Test Set Design'dan LLM-as-Judge'a — Kendi Türkçe Eval Sistemi Kur

> Source: https://sukruyusufkaya.com/learn/llm-muhendisligi/production-eval-framework-test-set-llm-judge
> Updated: 2026-08-18T21:42:25.010Z
> Category: LLM Mühendisliği
> Module: Modül 21: LLM Değerlendirme — Benchmark'lar ve Production Eval
**TLDR:** Production-grade LLM evaluation framework kurmak: test set design (sampling strategy, edge cases, adversarial), automated eval pipeline (pytest-like setup), LLM-as-a-judge stratejileri (GPT-4o vs Claude vs ensemble, bias detection), error analysis (clustering, root cause), A/B testing protokolleri (statistical significance, sample size). Modül 15-20'deki 7 production artefakt'ı objektif karşılaştırma. Python + Pydantic ile clean evaluation code.