To achieve testability in modular software we need to leverage the Dependency Inversion Principle (DIP) up to the level of application architecture. That was the reasoning behind introducing the concept of Infrastructure-Modules. When we extract all the infrastructure code from Business-Modules, they can stay focused on the business logic and have no design/compile-time dependencies on any untestable infrastructure code. As a side effect, we achieve Separation of Concerns.
Single layers beat two layers at equivalent parameter budgets (for trained models)
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Kaplan dispelled the myth that leadership is an innate trait driven by charm or charisma, saying “My best advice is leadership is something you have to work at.” It requires continuous learning, curiosity, and the passion to push through tough days.