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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

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 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

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

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

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

The end by any means. This sounds like progress. It is the abdication of governance. defined, verifiable tasks is not fundamentally different from any industrial automation — a robot that learned This means that for every AI agent performing work that involves discretion, a human being must be managerially When a loan officer uses an AI agent to assess a loan application, the assessment is the loan officer's Their manager is accountable for the loan officer's output, including the quality of how the loan officer

producing the scientific evidence necessary for a more comprehensive risk assessment Proportionality means Non-discriminatory means that comparable situations should not be treated differently, and that different Consistency means that measures should be of comparable scope and nature to those already taken in equivalent Subject to review in the light of new scientific data, means measures based on the precautionary principle Organizations will need to learn when and how to apply the Precautionary Principle to their decision-making

Adaptive – capable of learning from the past to improve future outcomes.

Continuously Adapt and Improve : Embrace a culture of continuous improvement, where lessons learned from

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