系统内核

Linux 内核 CXL 内存分层架构深度实战——从 CXL.io/cache/mem 协议栈到 Dynamic Capacity Device 与 Fabric 网络的内存解聚革命

深入剖析 CXL (Compute Express Link) 协议栈全景:从 CXL.io/cache/mem 三大子协议协同、Type 1/2/3/Switch 设备矩阵,到 Linux 内核 cxl_pci/cxl_mem/cxl_region 子系统架构、分层 NUMA 策略与 Soft Reserved 机制、DCD 动态容量热添加/移除、CXL 3.0 Fabric 网络与 Port Based Routing (PBR)。包含CXL 2.0 vs DDR5延迟带宽基准数据、AI训练内存扩展部署实践、MHD多Host共享内存场景,以及 ndctl/cxl-cli 完整工具链运维指南。

AI Application Cost Engineering: From Token Economics to Multi-Tier Model Routing - A Complete Cost Governance Architecture for Production Systems

Complete Guide for AI Application Cost Engineering: From Token Economics micro-analysis to multi-tier model routing architecture, covering Prompt caching strategies, speculative decoding acceleration, KVCache management, cost attribution systems, ROI quantification framework, and L1-L5 cost maturity model for production-level cost governance systems.