Скачать или смотреть Context window matters?? Gemini 3 vs. GPT 5.2

Smarter AI for Coding

Why Bigger Context Matters

Small window: sees individual files. 🧐
Large window: sees your full project, configs, tests

Better consistency, refactoring, and debugging.



Architectures like Mamba and hybrids like Jamba use state-space models and attention to scale context much further.

Optimizations such as FlashAttention make long-context attention faster and more memory-efficient.

RAG (Retrieval-Augmented Generation)

Uses a vector database to fetch only the relevant code snippets, feeding them into the model as needed.

Makes access to large codebases fluid, but doesn’t eliminate the model’s internal input-window limits.

Big context windows and RAG aren’t magic—but they’re pushing next-gen coding AI forward.