Zero copy memory mapping for Distributed Runtimes
High-throughput distributed runtimes frequently suffer from performance degradation due to memory copying overhead between user space and kernel space. When microservices process gigabytes of streaming data per second, traditional socket I/O operations force the CPU to constantly move data blocks across distinct isolation boundaries. This data migration ...
Vector database partition pruning for Enterprise AI
As enterprise Retrieval-Augmented Generation (RAG) pipelines scale beyond the tens of millions of embedding chunks, traditional in-memory vector search architectures begin to fracture. When high-dimensional floating-point datasets approach the billion-vector threshold, holding a monolithic Hierarchical Navigable Small World (HNSW) graph entirely in RAM introduces severe latency spikes ...