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Uncertainty Current AI technologies, particularly advanced systems that use large language models, operate These include establishing operational boundaries, creating monitoring systems that detect unexpected collecting fixed data points to establishing continuous monitoring processes that track how systems change over relevant aspects of system performance We can make evidence-based improvements based on real-world operation Many complex systems we rely on daily – from weather forecasting to traffic management – operate with

Safety of the Intended Functionality  (SOTIF) addresses new challenges of intelligent systems that can operate It operates on a predictable model where potential failures can be identified, quantified, and mitigated Expanding Beyond Failure Mode Analysis Traditional safety models operate on a binary framework of function It's not just about how a system functions in isolation, but how it interacts with human operators, users

compliance waste, leverage existing talent and capabilities, adopt proactive behaviours, establish operational organization can easily adopt to transform compliance from procedural or paper-based compliance to operational

What delivers on obligations is an Operational Compliance Program . Operational Compliance Program : This is the program that actually ensures an organization meets its It will also have continuous improvement processes to improve its effectiveness over time. That is the purpose of an operational compliance program. The function that is responsible is an Operational Compliance Program which works with the business

TOSCA Approach to TSM A European project under the name of TOSCA (Total Operations Management of Safety creating value for business; RM should be based on best available risk information to create a common operational risks is managed effectively and all RM techniques are better integrated; Performance monitoring and operational safety management systems to focus their attention on correcting safety problems to return to normal operations Maria Chiara Leva, Nora Balfe, Tom Kontogiannis, Emmanuel Plot, Micaela De Michela [3] TOSCA (Total Operations

Operational : Effective compliance programs are operational in nature, meaning that they are designed Four Capabilities of Operational Compliance: Operational Governance: This capability refers to the framework to support operational compliance. operations and ensure compliance. Operational risk : Operational risk refers to the risk of loss resulting from inadequate or failed internal

However, over the years what I have noticed is many of these systems end up as little more (and far result companies end up with systems that do not fulfill their purpose and in many cases are barely operational You would need a working system (i.e. operational) right at the start in the same way that "agile" focuses This approach affords companies the opportunity to learn on an operational system to improve performance Members of The Proactive Certainty Program™ learn and use systems-thinking to reach operational and

Instead, these companies operate with product managers working directly with AI Engineers who can orchestrate solutions from requirements), AI integration (embedding capabilities seamlessly into products), and AI operations This process required teams of specialists: layout technicians, CAD operators, lab engineers—each role Engineers who don't adapt may find themselves competing against AI-first approaches, systems and tools that operate Compliance ( ray.laqua@leancompliance.ca ), a Canadian consulting practice focused on helping orgnizations operating

more to do with improving the probability that the organization is heading in the right direction, operating The best way that this is demonstrated is by having an operational compliance program to properly contend with obligation and operational risk.

I've seen safety programs where Engineering designs to one standard, Operations follows different procedures safety concern on the floor, that insight should inform training priorities, design decisions, and operational compliance programs that work beautifully in isolation but have no connection to how the business actually operates Environmental stewardship isn't a compliance add-on; it's part of how you design sustainable operations That's the promise of Operational Compliance : not just meeting obligations more efficiently, but transforming

Over the years, attempts to mitigate the adverse effects of Taylorism have been made with limited success must not be content with superficial adjustments; they must aspire to fundamentally transform their operations This is where Lean systems operability comes into play Lean Systems Operability – all essential functions succeed in transformation, organizations must weave these methodologies into the fabric of their culture, operations However, that's not all, there's a need to achieve Lean Systems operability— all essential functions,

Fortunately, operating safely in hazardous environments is not a new concern. In these areas the bow-tie analysis is used extensively to help operate safely in the presence of hazards Operating In The Presence Of A Hazard The bow-tie helps us understand two system properties of cyber That is why safeguarding against continuous threats is the priority for those operating on-line. Unfortunately, the risk cannot be eliminated by removing the hazard so we must learn to operate in the