Published onApril 21, 2026It’s All the Same Problems in Different Clothessoftware-engineeringlearningcareersystems-thinkingMost tools in modern software engineering belong to recurring “problem families,” so learning new tools is primarily a mapping exercise, not a reinvention of knowledge.