A so-called 'autonomous intelligence system' generally refers to a class of software pipeline capable of completing data collection, cleaning, structuring, modeling inference, and content generation end to end, whose core feature is the removal of human intervention in the vast majority of steps, and which typically comprises a four-layer architecture of a collection layer, a storage and cleaning layer, an inference layer, and a delivery layer.