Software engineering has gone through three stages: the era of hand-written code (value lay in languages, algorithms, and system details), the era of frameworks and cloud services (value shifted to architecture design and service orchestration), and the era of widespread AI programming tools (differentiating advantages shift toward problem definition, system constraint design, and quality judgment).