Combine streams.
The enemy is cost-per-bit; the deadline is a job. MuxNode is the cost-and-quality economics of assembling essence into a deliverable — where savings are measured, not asserted.
muxnode.ai · the encode / package / assembly plane
What MuxNode covers.
Per-title / per-scene encoding and bitrate-ladder search on pinned encoder builds.
VMAF / NR-VQA scoring on every rung, against golden reference outputs.
CMAF / HLS / DASH packaging and transcode pipelines, end to end.
Integrity note: ML pre-processing (denoise, super-resolution, grain synthesis) must not hallucinate detail — synthetic enhancement is disclosed where content integrity matters.
Encoding economist.
Profile → propose ladder → encode → VMAF-score each rung → pick lowest-bytes-at-target-quality → package CMAF → savings ledger. The ladder search and scoring are a deterministic component with golden reference outputs and pinned encoder builds, so the savings are measured, not asserted.