KV sharing and compressed attention now power Gemma 4 and DeepSeek V4 to lower memory overhead. These architectural shifts reduce the computational cost of processing massive prompts. Developers gain efficiency without sacrificing reasoning quality.
The Signal
This trend makes long-context windows commercially viable for smaller, open-weight deployments.