4 posts
Prompt engineering is now engineering, not art. Automated optimization with DSPy, an eval-driven workflow, structured output, prompt chaining, and Turkish-specific evaluation.
What is LLM evaluation? A comprehensive enterprise guide to eval metrics, benchmark and test set design, LLM-as-judge, calibration, RAG evaluation, and production monitoring.
LLM-as-a-judge is the dominant automated evaluation method but biased; RAGAS human correlation is only 0.55. A reliable eval guide covering best practices, biases, in a Turkish/KVKK context.
'Seems to work' is the costliest sentence in AI. Moving to measurable quality with eval sets, LLM-as-judge, RAGAS, and retrieval metrics — including Turkish eval.