A single-GPU RAG stack works once you decide which process owns the GPU. The most predictable pattern reserves the GPU for generation and keeps embeddings and retrieval…
Prompt caching and prefix caching both reuse the key-value (KV) state a model already computed for an unchanged prompt prefix, so a new request can skip that…
A slow local AI model is usually not one problem. Separate model loading, prompt processing, and token generation first, then check GPU offload, context length, quantization, and…