The Shoelace Framework (Adversarial Human Risk Management)

AI failures are human challenges, often hidden until it's too late.

The Problem
Your organisation deploys AI that appears to work great.

Your metrics say it’s working. But somewhere, someone is being harmed.

And your systems aren’t designed to flag or address it.

By the time you find out, it’s a PR disaster.
A compliance nightmare.
Or real human suffering.

The Shoelace Framework teaches you how to see these invisible harms before they scale.

A 20-Year Journey from Story to System
In 2006, Cha'Von Clarke-Joell wrote a short story for a newspaper writing competition in Bermuda about what happens when communities signal suffering that systems aren't designed to measure, children caught in economic crisis, invisible harms compounding in silence.

In 2026, those same invisible harms are being amplified by AI systems that optimise for efficiency while missing human dignity, cultural disruption, and systemic harm.

The Shoelace Framework is described in formal contexts as the Adversarial Human Risk Management or AHRM, and emerged from the same story. It offers a way for leaders, auditors, and ethics teams to see potential human harms in AI systems that technical assessments miss:

• The cultural erosion hidden in "digital transformation"
• The dignity costs of "algorithmic efficiency"
• The community fractures that metrics call "optimisation"

This is AI ethics through the lens of narrative architecture, because the stories we tell about technology shape the systems we build. The course is educational and reflective only. It is not legal, financial, or therapeutic advice.

What You’ll Master

1. Adversarial Oversight: Apply the Shoelace Framework to uncover the Prime 7 invisible harms in any AI or digital project within 48 hours.
2. Ask Better Questions: Move beyond "Does it work?" to "Who does it harm?"
3. Prevent Displacement: Identify when "improvements" mask job loss or community fracture.
4. Lead Ethically: Respond with integrity when technology causes unintended harm.
5. Build Trust: Create systems humans actually want, not only systems that work.

The Prime 7 framework examines invisible harms through multiple lenses; some categories operate at both operational and adversarial levels, revealing deeper complexity than surface audits can detect.

Who This Is For
If you are responsible for technology that impacts people, this is for you.

• Product Managers & AI Teams
• Digital Transformation Leaders
• Risk & Compliance Professionals
• Leaders asking: But what about the humans?

How It Works
120 minutes. Self-paced. Immediately relevant regardless of industry. Experience a relatable story, identify hidden patterns, and apply proven frameworks to your actual projects.

What’s Included:

• 5-part audio Practical Modules
• Interactive Digital Workbook with real-world risk considerations
• Invisible Harms Assessment Checklist for your current projects
• Ethical Response Protocols
• Professional Certificate of Completion
• 90-Day Access to all materials + Private Community Access
• The Integrity Scorecard: Learn how to apply the 12/16 threshold to determine if your project is a social liability before you hit 'deploy'.

Why This Is Different

• Story-Based Learning: You’ll remember this because it’s a narrative, not a lecture.
• Strategic Diversity: Learn from a community that made invisible suffering visible using only shoelaces and collective intelligence.
• Transparent and Honest: No corporate speak. Real talk about systemic failure and how to manage it.

Course Curriculum

• Module 1: Why Most Risk Assessments Fail
• Module 2: The Shoelace Story (The 2006 case study)
• Module 3: Pattern Recognition (Infrastructure solutionism & displacement)
• Module 4: Innovation at the Margins (Collective intelligence)
• Module 5: Tools for Your Work (Action planning & ethical protocols)

Common Questions

• Is this a technical course? No coding experience required, but if you make decisions about technology that affect people, this is for you.
• How long do I have access? You have 90-day access to the course materials and the community, allowing you to learn at your own pace and revisit key frameworks.
• Will I get a certificate? Yes. A certificate is issued upon completion, perfect for LinkedIn and professional records.

The Choice
Don't wait until your AI deployment causes harm and then try to fix it when you can see what’s coming to build better from the start.

The fancy buses still have screens. The children are still hungry. Are you listening?

. 120 minutes • Self-paced • Certificate included

The Shoelace Framework: Notice of Professional Use

By enrolling in this course, you acknowledge that the Shoelace Framework and the Invisible Harms Assessment are diagnostic tools designed for human systems adversarial testing.

Purpose: This framework identifies social, cultural, and psychological risks that standard technical audits (Red Teaming) miss.
Responsibility: While this tool provides a forensic stress test for your projects, it is not a substitute for legal, regulatory, or formal ethical counsel.

Action: The user assumes all responsibility for the implementation of the results. Identifying harm is the first step; the responsibility to mitigate it remains with the human leadership in the room.