# Capstone Modül 8: Quadratic Attention'a Alternatifler — Linear Attention, RetNet, Mamba (State Space Models)

> Source: https://sukruyusufkaya.com/learn/llm-muhendisligi/capstone-linear-attention-retnet-mamba-ssm
> Updated: 2026-08-11T10:39:20.466Z
> Category: LLM Mühendisliği
> Module: Modül 8: Attention Mathematics — Transformer'ın Kalbi
**TLDR:** Modül 8 capstone: quadratic attention'ın alternatifleri. Linear Attention (Katharopoulos 2020) — kernel trick + recurrent form. RetNet (Sun 2023) — retention mechanism Microsoft. Mamba (Gu Dao 2023) — selective state space models. Hangi sub-quadratic mimari hangi senaryo için, GPT-4 vs Mamba karşılaştırma, hibrit modeller (Jamba), gelecek trendleri.