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process, assets, and the plant: The following chart is an example of a process review using the 5M+E model

This shift will require an operational model that is more than training, audits and corrective actions

According to the DIKW model, wisdom arises from knowledge, particularly knowledge derived from experience

This includes deploying large language models for simple text tasks that simpler algorithms could handle , running complex AI models when rule-based systems would suffice, or using resource-intensive processing

The real world is not in our AI models either.

What happens when your models degrade over time?

This is why a feed-forward process is needed using a model-driven control. It is the model that provides predictive capabilities that can help to address the effects of uncertainty

exists because we don't know enough about the system, haven't collected sufficient data, or lack the models There's model uncertainty —the risk that our fundamental assumptions about how systems work are flawed

It acts as a virtual model, allowing you to identify potential issues before they snowball into problems

OLD FACTORY MODEL The first category are organizations that are operating under the OLD FACTORY MODEL NEW FACTORY MODEL The second category are organizations that are operating under the NEW FACTORY MODEL This model is based on seeing the supply chain as a network or hub. The goal of the NEW FACTORY MODEL is to continuously add new value for each customer.

This approach is based on Lean Startup model by Eric Ries which we have adapted to the compliance domain

These centers feed our most advanced language models, which parse through billions of words describing