Latest Blog
How Does NUMA Locality Affect Multi-GPU Home AI Inference?
NUMA locality matters when CPU threads, host buffers, and GPUs cross socket or partition boundaries, adding latency and consuming interconnect bandwidth.
How Does Read-Ahead Affect Model Loading Time and Shared Storage Traffic?
Read-ahead can hide sequential model I/O latency, but excessive or duplicated prefetch consumes cache and shared-storage bandwidth without useful work.
How Does Vector Index Compression Affect Search Recall and RAM Use?
Compression replaces full-precision vectors with smaller representations, reducing RAM while introducing distance error that can reorder neighbors.
How Does Camera Frame Rate Affect Object Detection Accuracy and NVR Load?
Higher FPS improves temporal coverage for fast events, but each analyzed frame adds decode, inference, memory, and often storage work to the NVR.
How Does Approval Granularity Affect Home AI Automation Speed and Safety?
Finer approvals reduce the blast radius of uncertain actions but add waiting time and reviewer fatigue unless gates follow risk and reversibility.
How Remote-Access Design Affects Plex Reliability
Treat remote Plex as an end-to-end path: public reachability, NAT or proxy routing, upload headroom, authentication, and client behavior can fail separately.
Why Plex Home Servers Are Moving From Single Hosts to Service Stacks
Service stacks help when Plex-adjacent roles need separate state, updates, and failure boundaries; more containers alone do not add resilience.
How to Tell Whether Plex Delay Comes From the Client or Server
Use controlled client and server substitutions to locate Plex latency: same file, same network, alternate client, then alternate playback path and server load.
