multi-layer systems

Why AI provenance tools fail when their layers disagree

The article explains that AI provenance tools fail not just at capturing prompts or parsing output, but more seriously when multiple system layers (editor extension, backend, API) disagree on describing the same event, leading to consistency bugs. This lack of alignment between layers breaks trust and user experience, even if individual components are technically correct.