Collaborative human-AI learning process model

Collaborative human-AI learning process model
Event-driven SIPOC map auto generated by the ProcessHorizon web app

Peter Senge's five disciplines define the behavioral architecture of a learning organization. An event-driven SIPOC model defines its operational architecture.

1. Personal Mastery

AI augmentation by AI copilots to personalize learning, generate simulations, recommend courses, evaluate progress & coach employees continuously.

2. Mental Models

AI assists by generating alternative viewpoints, detecting inconsistencies, identifying hidden assumptions & simulating scenarios while humans remain accountable.

3. Shared Vision

Generative AI can summarize strategy, personalize communication, analyze stakeholder feedback & measure organizational alignment.

4. Team Learning

AI agents summarize meetings, retrieve knowledge, recommend experts, identify duplicate work & propose improvements.

5. Systems Thinking

AI continuously monitors ecosystems, detects anomalies, predicts failures, recommends optimizations & performs digital twin simulations.

Senge originally described the five disciplines as the foundations of a learning organization. In the age of AI, they can be viewed as five core governance processes that continuously improve an organization's capability to learn, decide, collaborate, align & adapt.

Using the following link you can access this sandbox SIPOC model in the ProcessHorizon web app and adapt it to your needs (easy customizing) and export or print the automagically created visual AllinOne SIPOC map as a PDF document or share it with your peers: https://app.processhorizon.com/enterprises/ar9seGEz6NRoxmTogtAeqLrW/frontend

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Integrated Quality Management within GRC: A Foundation for Responsible Agentic AI

Integrated Quality Management within GRC: A Foundation for Responsible Agentic AI

Governance defines what should be achieved. Risk Management determines what could go wrong. Compliance establishes what must be respected. Quality Management ensures that processes and their outcomes consistently fulfill requirements & intended objectives. Together, they establish an integrated management system for responsible human & AI-driven enterprise operations. Event-driven SIPOC model

By Peter Haenni