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The rapidly advancing field of artificial intelligence, particularly large language models (LLMs), is

encapsulated in the Good Regulatory Theorem of Cybernetics, which states that a regulatory system must be a model

We have used this model in the past and in some cases it still make sense to do so.

guideline can be easily combined with existing management systems to provide an overall governance model

required to fulfill them Track promise-makers and promise-keepers—who commits versus who delivers (RACI Model

The causality model chosen to describe a system often leads to specific methods and tools to address This may create blind spots when the causality model does not adequately reflect reality.  Make sure that your continuous improvement programs improve system models as well as processes.

Introducing frameworks such as the OCEG model may inadvertently burden management teams resulting in

Training requirements for large models double approximately every few months, creating an unsustainable

Policies, training modules, and basic monitoring catch honest mistakes but miss deliberate evasion. in creating environments where: Compliance serves as a strategic asset, not a necessary evil Leaders model

following diagram illustrates how a compliance chain can be constructed using Porter's value chain as a model

Risk management demands horizon scanning, scenario modelling, and proactive deployment of countermeasures

Each level in his model exists because there is a qualitatively different kind of work to be done — work