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What Causes Delayed Smooth Direct Play in Plex Under Mixed-Client Concurrency?
Delayed Direct Play usually comes from client negotiation or delivery-path delay, not from video transcoding that Direct Play is supposed to avoid.
Why Does Plex Use More GPU Memory Under Mixed-Client Concurrency?
GPU memory rises when mixed clients keep different decode, transform, and encode working sets alive at the same time.
What Is Temporal Consistency in Home Video AI, and Why Does It Matter?
Temporal consistency keeps video AI predictions coherent across frames, preserving identity and stable state while still responding to real changes.
What Is a Multimodal Embedding, and When Does It Matter for Home Media Search?
A multimodal embedding places media types in a comparable semantic space, enabling text-to-photo, video, or audio retrieval across private archives.
What Is a Tool-Execution Trust Boundary in a Local AI Agent?
A tool-execution trust boundary separates model intent from privileged side effects, requiring validation and authority before an action crosses it.
What Is Agentic RAG, and Where Does It Stop Being Simple Document Search?
Agentic RAG controls retrieval decisions and iterations; it stops being simple search when evidence gathering becomes a stateful decision loop.
What Is a RAG Evaluation Dataset, and When Does It Matter for Private Search?
A RAG evaluation dataset uses repeatable queries and expected evidence or answer behavior to detect retrieval and generation regressions in private search.
What Is Structured Output Constrained Decoding, and Why Does It Matter?
Constrained decoding narrows the model's legal next-token set as text is generated, enforcing structure before invalid output can be sampled.
