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  5. KV Cache
Infrastructure & Hardwareaka Key-Value Cache

KV Cache

A KV cache stores attention keys and values from earlier tokens so autoregressive generation does not recompute them at every step.

Ask Melo about this← all terms

Each new token attends to cached states and adds its own key and value. The cache reduces repeated computation but consumes memory that grows with sequence length, layers, and active requests.

Related terms

ThroughputBatchingFLOPsModel CheckpointNeural Image Signal ProcessorCUDA Graph Capture

Where KV Cache comes up

  • MemTensor MemT-1.0: Open Models With Native Memory, 66x Smaller Than a KV Cache
  • DeepSeek V4.1 Flash Cuts KV Cache HBM by ~75% — What Changed
  • Laplace 3B: A Linear Attention Model With a Fixed 29.5 MB State on Trainium2
  • Cloudflare Workers AI Leaked Other Customers' Data Through GLM-5.3: 155 Responses, One SGLang Bug