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arXiv cs.LG
arXiv cs.LG
7/14/2026
AuditWeave: A Tamper-Evident, Auditor-Navigable Evidence Layer for AI-Assisted and Data-Transformation Workflows

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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