ResourcesSolution brief

Backend.AI + VAST Data:
Line-Rate KV Cache Offloading

A benchmark look at line-rate KV cache offloading for heavy agent workloads

Backend.AI + VAST Data: Line-Rate KV Cache Offloading

See how Backend.AI sessions offload KV cache directly to VAST Data storage over GPUDirect Storage so agents re-enter long contexts without recomputing them, and what the benchmarks say about response time.

Related Services

Backend.AI

Backend.AI is a vendor-agnostic accelerated workload hosting platform based on our own home-grown orchestration and job scheduler, running on top of either cloud or on-premises (air-gapped) clusters.

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VAST Data

VAST Data is the AI Operating System company. The VAST AI OS unifies data services, compute services, and agentic runtime into a single scalable platform, built on the DASE parallel distributed architecture to remove trade-offs between performance, scale, simplicity, and resilience.

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