AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
TL;DR
Bounded Reclamation of User-space Memory Mappings makes reclamation latency a first-class resource that can be accounted for, thereby improving isolation and reliability in edge clouds.
A remote Spectre attack that leaks a JWT token from a co-located victim worker in the Cloudflare Workers production environment is demonstrated, outperform the existing attack by orders of magnitude.
Results show that standardizing the host-interface layer reduces both the engineering cost of PIM simulator development and the energy overhead of simulation-driven workload evaluation, while reducing host CPU utilization and package energy by up to 50% on transfer-intensive workloads.
When the aggregate working set of active processes exceeds physical RAM capacity, the machine experiences memory pressure. Applications may therefore slow down before the kernel kills a process. Linux provides several ways to observe and respond: Pressure Stall Information (PSI) can detect memory-related task stalls, z...
SerMC is proposed, a memory-controller-based tripwire mechanism that validates accesses when metadata arrives from Dynamic Random Access Memory and extends enforcement to DRAM-bound accesses issued by both processors and DMA-capable devices, and provides practical average-case overhead but still exposes a clear worst-c...
SolidAttention is introduced, an LLM inference engine which addresses limitations through a tight co-design of dynamic attention sparsity algorithms and SSD-based storage management and minimizes SSD-induced blocking latency.
SmartNICs promise hardware offloading for network applications like traffic analysis and virtual host dispatching. However, due to memory bandwidth limitations, SmartNICs are unable to effectively accelerate applications like intrusion detection and deep packet inspection that require high-speed reassembly. We argue th...
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