# Long-Context Teknikleri: Sparse, Sliding, Ring, RoPE Scaling

> Source: https://sukruyusufkaya.com/en/learn/prompt-caching-context-engineering/pcce-38-long-context-teknigi
> Updated: 2026-06-23T17:22:09.168Z
> Category: Prompt Caching & Context Engineering
> Module: 6. Long-Context Mimarileri: 200K, 1M, 10M
**TLDR:** 200K-2M context'leri mümkün kılan 4 ana teknik: sparse attention, sliding window, ring attention, RoPE scaling. Hangisi hangi modelde? Her birinin trade-off'u.