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    Safety — AI transformation lever in the Future Positive Atlas

    GOVERN AI / GV-05

    Safety

    0.44Adaptability average

    Safety is the discipline of designing AI systems that prevent physical, psychological, financial or societal harm through rigorous risk assessment and continuous monitoring. KPMG calls for technical safeguards and fail-safes implemented during development, alongside incident-response frameworks, so system behaviour stays predictable and secure throughout its operational life. The aim is to actively mitigate malfunctions and unintended consequences before they can reach individuals or the broader environment, holding resilience to a measurable standard rather than treating it as an aspiration.

    Potential across the 5 Future Positive Principles

    Self-Directed
    Agency-Centered
    Impact-Led
    System-Focused
    Evolution-Driven
    Industry Standard baseline
    Future Positive potential

    Source Frameworks