NVENC and CUDA are different silicon - so share the card

An LLM and a video transcoder both want a GPU, and the obvious answer is 'buy two.' But a modern GPU isn't one resource - the video encoder is a separate chip from the compute cores. Here's how one RTX 5080 runs local inference and AV1 transcoding at the same time.

• gpu
• nvidia
• kubernetes
• homelab
• llm
• transcoding