Organizational governance, policies, decision-making processes, roles, and accountability frameworks for OSSAfrica.
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Updated
Jan 6, 2026
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oversight-framework
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A governance doctrine for AI systems based on explicit oversight. Externalizes trust and uncertainty into auditable, adversarial, and constrainable layers. A design framework, not an implementation guide.
provenance systems-architecture explainability ai-governance adversarial-testing risk-containment ai-safety-design oversight-framework capability-gating
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Updated
Dec 27, 2025
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