Human-in-the-Loop Foundations™
The human capability layer for the AI era. A productised course equipping practitioners with the structural preconditions for Execution Integrity in organisations operating with AI.
What this course covers
Human-in-the-Loop Foundations™ (HILF) establishes the practical groundwork for any practitioner working at the intersection of human teams and AI-assisted execution. It is the entry product in the ACORN V9 pathway — a productised capability course, not a diluted consulting tier or diagnostic service.
- •Human Debt™ — what it is, how it accumulates, and why it is structural execution risk (not a culture problem)
- •Execution Integrity — the condition in which AI-assisted work is continuously verified against external reality
- •Human-Machine Co-Regulated Execution — the patent-pending framework for maintaining verification density as AI scales
- •Execution Debt™ — the compound failure state created when Human Debt and Technical Debt interact under low visibility
- •Execution Pods — adaptive human-AI work units that replace traditional teams and restore Execution Integrity in real time
- •Practical assessment: measuring your organisation's Human Debt baseline and identifying the first verification gaps
ACORN V9 Certification Pathway
Who it is for
HILF is designed for practitioners who need to understand the human-side risks in AI-assisted organisations before progressing to the practitioner-level CEIP certification. It is suitable for:
- •HR leaders and People practitioners in organisations deploying AI
- •Engineering and product managers building with AI-assisted teams
- •Executives seeking to understand execution risk before commissioning diagnostics
- •Consultants and coaches building a practice around Execution Integrity
Conceptual lineage
HILF is grounded in the frameworks published at duenablomstrom.com and applied through PeopleNotTech. The Human-Machine Co-Regulated Execution framework — the patent-pending structural core of HILF — is created by Duena Blomstrom and Dave Ballantyne. Human Debt® and Execution Debt® are co-created by Duena Blomstrom and Dave Ballantyne.
For concept lineage and full IP provenance, see the provenance hub.
© 2026 PeopleNotTech. Human Debt™, Execution Debt™ & associated frameworks by Duena Blomstrom and Dave Ballantyne. Patent pending. Provenance →