Sovereign Infrastructure Engine #48

Enterprise Autonomous Agent GPU VRAM PagedAttention Fragmentation & Prefill KV Cache Allocator Simulator

Simulate non-contiguous virtual memory allocation, chunked prefill batching, and GPU VRAM fragmentation elimination for enterprise multi-agent swarms.

GPU VRAM Paging & Prefill Latency Telemetry

PagedAttention Virtual Memory Paging

Partitions the KV cache into discrete non-contiguous blocks, slashing memory fragmentation to under 4% and boosting GPU VRAM utilization to 96%+.

Chunked Prefill & Decode Decoupling

Co-schedules prompt chunks with single-token decodes in each scheduling iteration, eliminating inference jitter and slashing TTFT by up to 74%.