Latest Blog
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.
How Much Bandwidth Do You Need for Remote 4K Plex Streaming?
Size remote 4K Plex from peak stream bitrate and real upload capacity, not the movie resolution label alone; leave margin for bursts and competing traffic.
Why Plex Feels Faster After Its Cache Warms Up
Compare Plex cold-start and warm-state latency separately so cache effects are not mistaken for CPU, database, or network improvements.
