# Sampling Art Deep Dive: Greedy, Beam, Top-K, Top-P, Min-P, DRY, Tail-Free — All in Production

> Source: https://sukruyusufkaya.com/en/learn/llm-muhendisligi/sampling-sanati-temperature-top-p-min-p-dry
> Updated: 2026-05-13T13:00:24.719Z
> Category: LLM Mühendisliği
> Module: Module 4: The Mental Model of LLMs
**TLDR:** Production-level sampling strategies: temperature/top-k/top-p/min-p/typical-p/tail-free/DRY repetition penalty, beam search and diverse beam, contrastive decoding, speculative sampling, sampling in reasoning models, sampling with structured output, multi-sample self-consistency.