AI is a technology that operates within existing systems—systems that in highly-regulated, high risk MOC Process safety regulations require an MOC to be conducted before modifying any safety-critical operation For instance, if operators begin relying on AI alerts instead of conducting scheduled inspections, the Principle 2: Protect Operational Systems Isolate the hazard, then control the risks. This is the work of engineering: not making perfect systems, but making systems that fail safely, that operate

occur before deployment, not afterwards. by Raimund Laqua, PMP, P.Eng  As a professional engineer with over This creates what I call an “operational compliance gap.” They give the appearance of protection, but without the operational capabilities to ensure that what consequences of deploying unengineered AI systems aren’t abstract future concerns; they’re immediate risks to operational

Modern compliance must regulate at faster rates to keep an organization always on-side and operating In modern switch-mode power supplies this happens at a frequency between 20,000 to 2 million cycles per The number of days spent operating outside the lines along with the time it takes to return to acceptable What impact would being off-side for two-years have on your operations? This process functions as a real-time compliance regulator to keep an organization always operating between

There are times when leadership sets their gaze on operations in order to better delight their customers , increase margins, or improve operational excellence. Over-simplification (a source of improvement waste) can create new or expose existing vulnerabilities Productivity programs serve the value chain by improving margins through operational excellence and LEAN You might say that since every process operates in the presence of uncertainty, LEAN practitioners should

assessments Managed risk,  not just bigger risk management databases And we need all of this to be operational I work with organizations to build operational approaches that actually manage hazards in real time,

It ensures that organizations are held accountable for their actions and that they operate within legal a framework for identifying and mitigating the effects of uncertainty, ensuring that organizations operate should be embraced as a necessary constraint that helps drive innovation and ensures that organizations operate

Two years working through the shift from procedural to operational compliance. Together we have worked through the foundations over the last several years. Open to everyone, so bring a colleague if they are interested in how to prepare compliance for AI.

Yet AI operates further up the DIKIW model, where knowledge and intelligence live, and our architecture

professional reviewing them would have noticed the pattern didn't fit how the organization actually operates When a human receives a delegation, they operate within an ecosystem of SOPs, professional standards, decades, compliance documentation has been treated as overhead — a cost of doing business producing no operational Organizations that invested seriously in operational compliance — that kept their SOPs current, their It is not an operational decision — it is a governance decision that requires recharacterization, revalidation

(a) The owner or operator shall establish and implement written procedures to manage changes (except (c) Employees involved in operating a process and maintenance and contract employees whose job tasks (e) If a change covered by this paragraph results in a change in the operating procedures or practices For the MOC, the pipeline operator shall identify the potential risks associated with the change and procedures or safe operating limits; c) include changes in organizational structure and staffing levels

millions of interactions per day. It's "where do humans exercise judgment in a control system that needs to operate at AI speeds?" Cybernetic theory breaks regulation into three orders: First-order  is the operational stuff—watching AI providing the variety at operational speeds. you're trying to figure out how to govern AI systems responsibly—how to meet your duty of care when AI operates

security, sustainability, quality, environmental, regulatory, etc.) taking on a more integral role in the operations One of these is the pursuit of operational excellence. Operational excellence refers to an organizational philosophy and management approach that focuses on consistently achieving optimal performance and efficiency in all aspects of business operations. Operational excellence is often associated with Lean management principles, Total Quality Management