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#kv-cache
4 articles exploring kv-cache. Expert insights and analysis from our editorial team.
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Infrastructure & Runtime
K-Token Merging Compresses Sequences in Latent Space, Lowering KV Cache Floors for 24GB and 48GB Cards
K-Token Merging compresses prompts in latent space before attention, cutting prefill KV cache 75% on 0.5B models and extending feasible context on 24GB and 48GB consumer GPUs.
Industry & Business
KV Packet's Recomputation-Free Cache Exposes a Gap in How Cloud AI Vendors Price Multi-Document RAG Inference
KV Packet proves near-zero-FLOPs context-independent KV reuse is achievable, exposing how prefix-only vendor caching tiers structurally exclude multi-document RAG.
Infrastructure & Runtime
vLLM Block-Level Preemption and FlexKV Shift the Long-Context Bottleneck From GPU Memory to PCIe
vLLM v0.19 block preemption and v0.18 FlexKV shift the long-context bottleneck from GPU memory to PCIe and CPU cache, but require experimental flags and carry unresolved.
Infrastructure & Runtime
KV Cache Is Becoming a Distributed Infrastructure Layer: What KV Packet and llm-d Mean for Self-Hosted LLM Teams
KV Packet eliminates cross-request recomputation; llm-d brings cache-aware routing to Kubernetes. Here's what both mean for vLLM capacity planning.