Model
103d agoNew LLM Architectures Slash Long-Context Costs
KV sharing and compressed attention mechanisms now define the latest open-weight releases. Gemma 4 and DeepSeek V4 implement these techniques to reduce memory overhead during inference. This shift allows models to handle massive contexts without linear hardware cost increases.
The Signal
Practitioners can now deploy longer-window applications on more modest GPU clusters.