sociable systems.
All materialsSyllabus & OverviewsTraining Levels (0 → 6)Specialised ModulesPartnership & Skills TrainingConceptual & ReferenceInfographics & Visual ArtifactsDataDragons Legacy TrainingDetection Arc MaterialsSupporting Training Documents
Training library

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.

Syllabus & Overviews

Training Levels (0 → 6)

Specialised Modules

Partnership & Skills Training

Conceptual & Reference

Sci-Fi to Governance Rosetta Stone

Maps sci-fi governance concepts to real AI governance frameworks.

Legacy H∞P Reference: The New AI Labour Model

Older conceptual reference on the AI labour model, retained as archive material behind the current H∞P foundation.

Why Not Just Yes? The Case for the AI Ensemble

Conceptual framework for ensemble AI approaches to governance.

Why Not Just Yes? The Case for the AI Ensemble

Standalone practical case for using an AI ensemble as a working synthesis method.

Infinity Stewardship

Recent briefing on continuous stewardship, execution H∞P, and the governance labour model behind live AI systems.

Synthetic Operational Blueprint

Recent briefing on operational architecture for governing synthetic and agentic systems.

Governing the Agentic Age

Recent briefing on the shift from tool governance to agentic-age operating control.

Agency Governance: Constitution to Execution

Recent briefing connecting governance principles to execution-level authority, stops, and evidence.

Pilot, Not Alibi

Recent briefing on using pilots to learn and govern, not to create cover for unmanaged deployment.

Beyond the Loop

Recent briefing on moving from symbolic human-in-the-loop oversight to continuous execution governance.

ESG Data Integrity: Escaping the Liability Sponge

Recent briefing on ESG data integrity, accountability drift, and how to avoid turning reviewers into liability sponges.

The Missing Middle of AI Adoption

Briefing on the governance and operating layer between AI enthusiasm and accountable deployment.

Unmasking the Liability Sponge

Briefing for recognising when human review has become blame absorption rather than control.

The Liability Sponge

Core briefing on the human-in-the-loop pattern that assigns responsibility without authority.

Escaping the Liability Sponge

Human survival guide for moving from exposed sign-off to defensible control, evidence, and authority.

Defeating Liability Sponge Audits

Audit-oriented briefing on reconstructable evidence, review discipline, and defensible AI-assisted work.

Point of Contact

Briefing on the point where sociable systems, human judgement, and operational responsibility meet.

Sponge to Sociable System

Briefing on the shift from liability absorption to accountable, dialogic sociable systems.

Infographics & Visual Artifacts

Industrial Safety for Algorithmic Systems

Forensic briefing on the Khayali portfolio — charts covering sector risk exposure, liability-sponge mechanics, and the Calvin Convention counter-architecture.

The Global AI Governance Divide

Comparative infographic — Western vs Global South AI governance approaches.

AI & ESG in Extractive Industries

Interactive exploration of AI-ESG applications in mining and extractive industries.

Sociable Systems Architecture

Systems architecture visualisation and documentation.

20 AI Models on Post-AGI Economic Theory

Comparative analysis of 20 AI models reasoning about post-AGI economics.

The Synthetic Horizon

Visual field guide mapping the loop fallacy, execution-governance gap, human impact, and agentic-age risk.

The Synthetic Frontier

Visual field guide on moving from tool use to active execution governance and stop-work authority.

The Partnership Dividend

Visual map from blame sponge and house of control to collaborative intelligence and point-of-contact value.

Sponge to Sociable System

Visual map contrasting symbolic oversight with dialogue, stop-work authority, and accountable sociable systems.

You Are the Sponge

Visual prompt for spotting the moment a person is asked to absorb responsibility without control.

Escaping the Sponge

Visual prompt for moving from symbolic oversight to authority, pause, and accountable intervention.

Defeat the Sponge Audit Battle Plan

Visual audit prompt for defending process, evidence, and human agency under review.

Partnership Dividend Board

Workshop board for moving from blame absorption toward collaborative intelligence and accountable value.

Point of Contact Board 1

Workshop board for locating the human point of contact in an accountable sociable system.

Point of Contact Board 2

Workshop board for extending point-of-contact design into operational practice.

Humans in the H∞P Board 1

Workshop board for the H∞P foundation and the move beyond decorative human-in-the-loop review.

Humans in the H∞P Board 2

Workshop board for the H∞P operating model and execution-governance role design.

Humans in the H∞P Board 3

Workshop board for applying H∞P principles to live AI governance practice.

DataDragons Legacy Training

Detection Arc Materials

Supporting Training Documents

AI ESG Integrated Strategist The 201 Gap Study Guide

Integrated legacy training document from the source archive.

Beyond the Borrowed Brain A Guide to Professional Identity in the AI Era

Integrated legacy training document from the source archive.

Ethics Impact Memo Template

Integrated legacy training document from the source archive.

Governance Specification Protocol The Refusal Stack and Institutional Integrity Framework

Integrated legacy training document from the source archive.

Navigating the Jagged Frontier An Analysis of AI Performance and Risk

Integrated legacy training document from the source archive.

Operational Governance Framework The Interface of Conscience

Integrated legacy training document from the source archive.

Output Evaluation Rubric Template

Integrated legacy training document from the source archive.

Prompting Toolkit Template

Integrated legacy training document from the source archive.

Strategic Management Framework Relational Continuity and Institutional Memory in ESG Reporting

Integrated legacy training document from the source archive.

Strategic AI Brief Template

Integrated legacy training document from the source archive.

The 11.5 Second Trap How to Survive the AI Liability Sponge and Master the Jagged Frontier

Integrated legacy training document from the source archive.

The Pilot and the Sponge A Comparative Guide to Human AI Collaboration

Integrated legacy training document from the source archive.

Workflow Blueprint Template

Integrated legacy training document from the source archive.

Algorithmic Authority and the Crisis of Governance A Comprehensive Analysis

Integrated legacy training document from the source archive.

Procurement Protocol Specification The Calvin Convention for Interrogable Systems

Integrated legacy training document from the source archive.

Strategic Implementation Guide Transitioning to the H∞P Execution Authority Model

Integrated legacy training document from the source archive.

The Architecture of Obedience A Comparative Analysis of the Kubrick and Lucas Cycles

Integrated legacy training document from the source archive.

The Computer Says No 5 Uncomfortable Truths About the AI Systems Quietly Running Your Life

Integrated legacy training document from the source archive.

The Glass Box Illusion Why Seeing an AI’s Mind Isn’t the Same as Holding its Remote

Integrated legacy training document from the source archive.