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from other actions triggered by symptoms and not systemic causes a reaction to a non-conformance leading

Celebrate your successes and learn from your failures.

And when you look at AI systems through that lens, you run into a problem that won't go away no matter Yes and no, depending on what you mean by "regulate." is the values and ethics layer—deciding what we want, what tradeoffs we'll accept, what "good" even means What I've Learned I'm still skeptical when people claim AI will solve everything.

When compliance is viewed primarily as a means of imposing rules, it's no wonder many regard it as an However, this comes with the requirement that organizations develop their own means (their own rules) It requires leading the organization towards better outcomes.

GRC establishes the context by which the "ends" defined by the board are met through the "means" of an This is indicative of companies that use an audit-fix cycle as the means of steering their organizations However, it is too slow and too late to address the effects of non-conformance leading to loss of life

Companies may elect to delay activities associated with meeting certain or parts of obligations and leave

Treat uncertainty by buying down risk Develop capabilities to increase knowledge of the threat and learn

The causality model chosen to describe a system often leads to specific methods and tools to address

This engagement leads to a workforce that actively seeks ways to improve safety and compliance measures

This doesn't mean the output from AI is not correct or may not work. many standards consist of a mixture of perscriptive, performance, and outcome-based obligations, this leaves

of integration while losing sight of its intended purpose—bridging the gap between the ends and the means between operational activities and organizational purpose, creating the illusion of better control while leaving The critical gap between means (how we operate) and ends (what we aim to achieve) persists, despite GRC's

This separates the observer from the environment to isolate interactions but it also leaves out how observers This doesn’t mean we can bend physics to our will but rather only that our choices influence the way