Introduction

The AI Capability Framework defines structured expectations for responsible human–AI practice.

This Resources section brings together applied and conceptual materials that extend the Framework into real professional contexts across:

  • Education and curriculum design
  • Research and knowledge work
  • Governance and institutional leadership
  • Public policy and civic decision-making
  • Professional services and advisory practice


These resources support structured judgement, defensible decision-making, and long-term capability development in environments where AI influences real outcomes.

They are not toolkits.
They are not compliance instruments.
They are guides for responsible practice.


AI Capability Briefs

Role-specific guidance for confident and defensible AI use

AI Capability Briefs are concise, professionally written resources designed to help people understand their responsibility when AI becomes part of their work.

Each brief:

  • Interprets the six domains of the Framework for a specific role or decision context
  • Translates abstract principles into practical judgement
  • Supports clarity under uncertainty
  • Strengthens explainability and accountability


Briefs are used by:

  • Academic and research leaders
  • Public servants and policy teams
  • Governance and assurance bodies
  • Professional services and advisory roles
  • Independent practitioners and consultants


🔗 Explore the AI Capability Briefs repository
https://github.com/cloudpedagogy/cloudpedagogy-ai-capability-briefs


Scenario Library

Facilitation-ready professional situations

The Scenario Library translates the Framework into structured, realistic professional contexts.

Rather than offering generic “best practice” checklists, scenarios explore:

  • How judgement is exercised when AI is present
  • Where responsibility remains human
  • What trade-offs and risks require explicit consideration
  • How decisions can be made defensibly


Scenarios are used in:

  • Leadership and strategy discussions
  • Governance and oversight meetings
  • Staff development and CPD
  • Research design conversations
  • Policy and public engagement contexts


They are written for non-technical professionals and support structured discussion without prescribing outcomes.

🔗 Explore the Scenario Library repository
https://github.com/cloudpedagogy/cloudpedagogy-ai-capability-scenarios


Books & Extended Reading

Long-form exploration of AI capability, ethics, and institutional responsibility

The CloudPedagogy Books Collection provides sustained conceptual and applied exploration of:

  • AI capability and professional identity
  • Generative AI and human–AI collaboration
  • Governance, ethics, and public accountability
  • Institutional transformation
  • Responsible innovation


These open-access texts deepen understanding and support long-term capability growth across sectors.

🔗 Explore the CloudPedagogy Books repository
https://github.com/cloudpedagogy/cloudpedagogy-books


How These Resources Relate

The ecosystem is intentionally structured:

The AI Capability Framework defines expectations.
The Applications operationalise capability.
The Briefs and Scenarios interpret and apply it in context.
The Books provide deeper conceptual grounding.

Together, they support responsible AI practice without centralising control or automating judgement.


Licence

All repositories are licensed under Creative Commons Attribution–NonCommercial–ShareAlike 4.0 International (CC BY-NC-SA 4.0).

They may be used and adapted for educational, research, and public-interest purposes with attribution and share-alike.

Commercial use requires permission.