Materials archive
The full corpus of training materials: syllabi, training levels, partnership engines, reference docs, and infographics. Use it when you want to go deeper than the main training paths.
Specialised Modules
Practical exercises for governing AI-assisted evidence, reporting, and evaluation workflows. Modules 2, 3 and 5 developed out of the April 2026 Detection Arc.
Legacy standalone HTML version of the Humans in the H∞P concept, now integrated into the Training Library.
Conceptual & Reference
Standalone practical case for using an AI ensemble as a working synthesis method.
Recent briefing on continuous stewardship, execution H∞P, and the governance labour model behind live AI systems.
Recent briefing on operational architecture for governing synthetic and agentic systems.
Recent briefing on the shift from tool governance to agentic-age operating control.
Recent briefing connecting governance principles to execution-level authority, stops, and evidence.
Recent briefing on using pilots to learn and govern, not to create cover for unmanaged deployment.
Recent briefing on moving from symbolic human-in-the-loop oversight to continuous execution governance.
Recent briefing on ESG data integrity, accountability drift, and how to avoid turning reviewers into liability sponges.
Briefing on the governance and operating layer between AI enthusiasm and accountable deployment.
Briefing for recognising when human review has become blame absorption rather than control.
Core briefing on the human-in-the-loop pattern that assigns responsibility without authority.
Human survival guide for moving from exposed sign-off to defensible control, evidence, and authority.
Audit-oriented briefing on reconstructable evidence, review discipline, and defensible AI-assisted work.
Briefing on the point where sociable systems, human judgement, and operational responsibility meet.
Briefing on the shift from liability absorption to accountable, dialogic sociable systems.
Infographics & Visual Artifacts
Comparative infographic — Western vs Global South AI governance approaches.
Interactive exploration of AI-ESG applications in mining and extractive industries.
Systems architecture visualisation and documentation.
Comparative analysis of 20 AI models reasoning about post-AGI economics.
Visual field guide mapping the loop fallacy, execution-governance gap, human impact, and agentic-age risk.
Visual field guide on moving from tool use to active execution governance and stop-work authority.
Visual map from blame sponge and house of control to collaborative intelligence and point-of-contact value.
Visual map contrasting symbolic oversight with dialogue, stop-work authority, and accountable sociable systems.
Visual prompt for spotting the moment a person is asked to absorb responsibility without control.
Visual prompt for moving from symbolic oversight to authority, pause, and accountable intervention.
Visual audit prompt for defending process, evidence, and human agency under review.
Workshop board for moving from blame absorption toward collaborative intelligence and accountable value.
Workshop board for locating the human point of contact in an accountable sociable system.
Workshop board for extending point-of-contact design into operational practice.
Workshop board for the H∞P foundation and the move beyond decorative human-in-the-loop review.
Workshop board for the H∞P operating model and execution-governance role design.
Workshop board for applying H∞P principles to live AI governance practice.
DataDragons Legacy Training
Detection Arc Materials
Integrated legacy training document from the source archive.
Integrated legacy training document from the source archive.
Integrated legacy training document from the source archive.
Integrated legacy training document from the source archive.
Integrated legacy training document from the source archive.