arXiv cs.LG
7/14/2026

AuditWeave: A Tamper-Evident, Auditor-Navigable Evidence Layer for AI-Assisted and Data-Transformation Workflows
Short summary
AuditWeave is a lightweight Python library that records AI-assisted and data-transformation workflow steps into an append-only, hash-chained ledger for post-hoc auditability. It uses a system-agnostic event vocabulary spanning RAG pipelines and tabular transformations, enabling end-to-end tracing of conclusions to supporting evidence. Integrity guarantees cost tens of microseconds per event, and verification detected all injected mutations across 2,000 randomized trials.
- •Lightweight Python library creates tamper-evident hash-chained ledger for AI workflow audit trails
- •Spans both RAG pipelines and tabular/lakehouse transformations with one event vocabulary
- •Tens of microseconds overhead per event; 100% mutation detection across 2,000 trials
Generated with AI, which can make mistakes.
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