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Why Can a Home AI Server Feel Fast for One User but Not a Family?
A home AI server can feel fast alone yet slow for a family when requests compete for compute, KV cache memory, and scheduler attention.
Why Must a Home Media Server Adapt Streaming Bitrate Quickly?
Fast bitrate adaptation protects the playback buffer when remote bandwidth changes, but it requires suitable renditions, segments, and server capacity.
Why Does Media Scanning Create Bursty Home Server Load?
Media scanning is a staged pipeline, so CPU, storage, network, and database load arrive in short bursts separated by waits and commits.
Why Does Frame-Accurate Editing Stress NAS Storage?
Frame-accurate editing replaces steady playback with repeated seeks, decode dependencies, cache reads, and concurrent timeline requests.
Why Separate Active Cache From Source Media on a Creator NAS?
Active cache and source media need different storage behavior: caches favor low-latency churn, while originals favor shared capacity and protection.
Why Can Media Containers Change Home Server Playback?
A container can change playback without changing video quality because it controls track packaging, timing, indexes, subtitles, and client compatibility.
What Happens When Two Editors Share One NAS Project Database?
Two editors collaborate safely only when the project system coordinates transactions and locks; sharing one database file is not enough.
Why Does Waveform Generation Stress a NAS Differently Than Playback?
Playback reads a timed stream, while waveform generation analyzes long audio ranges and writes derived peak data across the project.
