Learn the model that helps when the controls change.

Instructions can show a route through a tool. A model helps you understand why the route works and what to examine when your own situation differs.

Both can be valuable. The learning purpose determines the balance.

With a software or AI tool, the deeper questions may concern what the tool represents, what it assumes, which result it establishes, and how that result fits the surrounding system.

A session can make those relationships explicit through an applied example. The learner can then recognize a pattern instead of memorizing a sequence without context.

Howard Pearlmutter's advanced teaching draws on practical development and architecture. At Valtech, he delivered enterprise architecture material and developed a systems architecture course. At Capital One, he taught advanced developers and architects an accelerated combination of architecture and XML.

Read Valtech.

His first international tour's “Learning about Tools” theme was one part of a larger view: tools are also ways to explore a subject, and adaptable software can open further possibilities.

Continue with tools for learning and tools that can learn.

To shape your own learning purpose, name one situation in which following instructions will not be enough. What would you need to understand in order to respond intelligently?

That can guide a seminar, workshop, or mentoring session.

The useful foundation is one you can carry when the next release changes the visible surface.