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AI Stewardship Practice (AISP): The Sovereign Stack Framework

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Key Details

Organisation Name

dHub Group

Location

2060 Comox Street, Suite 1202, Vancouver BC V6G 1R8
Canada

Social

eMHIC Member Status

Community Member

At a Glance

Description

dHMH’s AI Stewardship shifts in 2026 from reactive ethics to proactive Sovereign Infrastructure via the Strategic Bifurcation approach in the Sovereign Stack Framework.

Implementation Status

Early-stage development

Early-stage initiative collaborating via APEC Digital Hub, First Person Network, Ayra.forum, Linux ToIP, My Terms IEEE 7012, AISP Hub, Social Enterprise, and Canadian Centre for Nonprofit Digital Resilience.

Target Population

Individuals

You and me

Communities

All - communities within communities

Mental health providers

Clinicians, organizations, caregivers, health authorities

Health researchers

Academia, government, private

The canoe stays level not by staying still, but by reading the water ahead.

Mark Abbott

AI tools are already shaping the way we work and communicate …. we enter the age of ‘Identic AI’

Don Tapscott and Joseph Bradley

Related Articles
Knowledge Bank images-2025 - 2025-10-28T210831.377
Building Trust: The APEC Blueprint for a Sovereign, AI-Powered Mental Health Ecosystem
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Now accepting submissions of interest for the upcoming issue.

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Email [email protected]

Read the 2025 edition here

Initiative Overview

The Current Gap

As AI systems rapidly move from concept to deployment, tensions are emerging between innovation speed, data sovereignty, trust, convenience, and public accountability. Current systems often prioritise frictionless experiences and data extraction over user agency, transparency, and long-term stewardship, particularly in high-trust sectors such as healthcare and mental health.

A Sovereign AI Master Blueprint (2026)

  • Stress Testing
  • Urgency Paradox – Stewardship vs Speed
  • Blueprint to Utility
  • Infiltration vs Observation
  • Convenience vs Sovereign Agency
  • Zero Friction vs Zero Trust
  • The Narrative

The “Proof of Concept”: Sovereign Mental Health

To demonstrate the stack, we model a high-stakes mental health support interaction:

  • Patient’s Identic Agent receives a request for support
  • MyTerms are automatically broadcast to the service provider
  • The CGI Layer verifies the provider is running a secure, non-extractive kernel
  • Data is processed locally or under strict, machine-enforced “zero-retention” rules.

Our Solution

Strategic Framework: AISPP Two-Tiered Governance & Infrastructure:

  • Tier 1: The Sovereign Technical Stack
    The “Engine Room” moving from policy promises to mathematical certainty
  • Tier 2: Governance Oversight (AISP)
    The “Control Tower” ensuring technology remains a public utility

Key Features

1

Sovereign Technical Stack

The "Engine Room" moving from policy promises to mathematical certainty

2

Governance Oversight (AISP)

The "Control Tower" ensuring technology remains a public utility

3

AI Stewardship

Human in the Loop

Collaboration in Action

Main Collaborators

APEC Digital Hub for Mental Health
First Person Network
Ayra.forum
Linux ToIP Kernel
MyTerms IEEE 7012
AI Stewardship Practice digital Hub
Social Enterprise Through Social Inclusion
Canadian Centre for Nonprofit Digital Resilience

Join Our Global Community

Three ways to get involved:

Choose the level that fits.

become a member

Key Learnings

On-going challenges surrounding vision, goals, startup, AI, ethics, governance and change.
The challenge primarily exists around adopting and embedding related technology advancement into existing procedures and processes in the betterment of human health. On the digital front; identity, data sovereignty, cybersecurity, AI stewardship, governance, among others are key considerations and challenges.
Mental health is a universal healthcare matter. IEEE 7012 2026 My Terms – individuals as first parties (https://myterms.info/ieee7012-standards/) provides useful context for understanding this pivotal standard.

Looking Ahead

Embedding two-tiered AISP governance and infrastructure into Building Trust: The APEC Blueprint for a Sovereign, AI-Powered Mental Health Ecosystem.
Definitely open to civil society.

Resources

IEEE Standard for Machine Readable Personal Privacy Terms
7012-2025.pdf

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