Audit Without Verification: When LLM Accountability Layers Relay Rather Than Check

Paul-Peter Arslan

Multi-agent LLM pipelines increasingly span organisational boundaries; when a fault surfaces, someone must determine where it entered. The artifact available is rarely a full execu…