teleo-codex/domains/ai-alignment/national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-as-foundational-architecture.md
Teleo Pipeline 8c46b20ce0 extract: 2024-11-00-ai4ci-national-scale-collective-intelligence
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2026-03-15 15:38:44 +00:00

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type domain description confidence source created secondary_domains
claim ai-alignment UK research strategy identifies human agency, security, privacy, transparency, fairness, value alignment, and accountability as non-negotiable trust requirements experimental UK AI for CI Research Network, Artificial Intelligence for Collective Intelligence: A National-Scale Research Strategy (2024) 2026-03-11
collective-intelligence

National-scale collective intelligence infrastructure requires seven trust properties as foundational architecture

The UK AI4CI research strategy identifies seven trust properties as structural requirements for collective intelligence systems operating at national scale:

  1. Human agency — systems must preserve meaningful human decision-making capacity
  2. Security — protection against adversarial attacks and system compromise
  3. Privacy — data protection that enables participation without surveillance risk
  4. Transparency — legible system behavior and decision processes
  5. Fairness — equitable treatment across demographic groups
  6. Value alignment — incorporation of user values rather than imposed priorities
  7. Accountability — clear responsibility chains for system outcomes

These are not aspirational goals but foundational requirements. The strategy frames them as prerequisites for establishing "appropriate infrastructure in a way that is secure, well-governed and sustainable" at scale.

The emphasis on "user values" rather than predetermined priorities suggests these systems must be pluralistic by design — accommodating diverse values simultaneously rather than converging on a single aligned state.

Evidence

From the UK national research strategy:

  • Seven trust properties explicitly listed as infrastructure requirements
  • Systems must incorporate "user values" rather than imposing predetermined priorities
  • AI agents must "consider and communicate broader collective implications"
  • Scale brings challenges in "establishing and managing appropriate infrastructure in a way that is secure, well-governed and sustainable"

Infrastructure Implications

The strategy specifies required infrastructure across two dimensions:

Technical:

  • Secure data repositories
  • Federated learning architectures
  • Real-time integration capabilities
  • Foundation models

Governance:

  • FAIR principles (Findable, Accessible, Interoperable, Reusable)
  • Trustworthiness assessment frameworks
  • Regulatory sandboxes for experimentation
  • Trans-national governance coordination

Relevant Notes:

Topics:

  • domains/ai-alignment/_map
  • foundations/collective-intelligence/_map