ai-inclusive-collaboration

Read [runtime](../../content/RUNTIME.md) and [advisory rules](../../content/policies/advisory.md) before applying this skill. Other Foreman layers and the catalog are in `../../content/`, relative to this SKILL.md. # AI Inclusive Collaboration Amazon warehouse workers, supervised by algorithms that tracked their every movement, eventually gathered outside their facilities with a rallying cry: "We are not robots." One employee distilled the grievance: "[Productivity] is all they care about. They don't care about their employees. They care more about the robots than they care about the employees." This was not a failure of technology. The algorithms performed precisely as designed. It was a failure of inclusion -- a leadership decision to optimise for efficiency while treating human workers as interchangeable with the machines monitoring them. The third pillar of AI-savvy leadership confronts this dynamic directly: when people are excluded from the design and deployment of AI systems, they resist, retreat, or revolt. The question every leader must answer is not whether their people can work with AI, but whether the people who will be most affected by AI were present when the system was designed. --- ## The Framework ### The Exclusion-Inclusion Spectrum The framework identifies two fundamentally different models for integrating AI into organisations: **The Exclusion Model** aims to minimise humans in the technical loop. Business operations and strategy are driven by a lo...