TOOLS / DISAGGREGATED PREFILL / TOOL #68

Enterprise Autonomous Agent Disaggregated Pre-fill & KV Paged Routing Simulator

Model compute-bound pre-fill decoupling from memory-bound decode nodes, RDMA RoCE v2 chunked KV transfer, sub-4ms TTFT, and heterogeneous GPU pod cost optimization.

Disaggregated Decoupled Inference Profile

Isolates compute-heavy prompt pre-fill onto dense H100/H200 Tensor Parallel pods while streaming chunked KV-cache pages over InfiniBand/RoCE v2 to high-concurrency L40S/A100 decode nodes.

Time-To-First-Token: Sub-3.8ms Decoupled
Decode Concurrency: Up to 5.4x Higher
Cluster FinOps Savings: 38% - 54% TCO