IAPP AIGP: Managing Risk Across the AI Lifecycle
The most difficult AI risks do not wait for launch approval. A model can work well in testing and degrade…
EXAMTOPICS EDITORIAL
The most difficult AI risks do not wait for launch approval. A model can work well in testing and degrade…
DevOps engineering fails when teams mistake a fast deployment button for a reliable delivery system. A company may ship code…
Source control and delivery pipelines solve related but different problems. A repository provides an accountable history of intended changes. A…
A delivery pipeline is part of an organization's security boundary. It can download dependencies, read source code, access credentials, sign…
Service management becomes most visible when something goes wrong: a customer cannot complete a transaction, employees lose access to a…
Planning in service management is not just the preparation of a schedule. It is the discipline of deciding which improvements…
A service can be technically available while the people who depend on it feel ignored. Customers receive no explanation of…
ITIL 4 Foundation remains important because many organizations designed their service-management operating model around its language: the Service Value System,…
Many service failures begin at the boundary between teams rather than inside a piece of technology. A cloud application works,…
A service can have a well-written incident process yet experience the same outage every month. The help desk restores operation,…
The first design question in machine learning is not which algorithm to train. It is what decision the system is…
Training a model on Google Cloud is only half of a machine-learning engineer's job. The other half is making its…
A deployed machine-learning model can stay technically healthy while becoming wrong about the world. Its endpoint may return responses within…
Microsoft Power Platform developer work has outgrown the idea that an application is just a collection of forms and flows.…
Dataverse data design is where many Power Platform development problems are created long before an application interface becomes visible. A…