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Without formal methods and math, what does programming do to reason about the mounting complexity of modern systems?

Better building blocks. Better programming tools. Understanding the craft of software engineering better.

To use a lever do I have to understand physics?

If you are building a bridge or a skyscraper, yes, you absolutely do. If you are building a house for your dog, then no.

TDD obviously. :-p