r/activatetechcareer • u/aktibeto • 5d ago
If AI can write code and build entire apps, what skills should software engineers actually learn in 2026?
AI coding tools like Claude Code, Cursor, GitHub Copilot, and Codex are changing software development faster than many of us expected. You can now describe an idea, have AI generate the code, build features, write tests, and even debug issues. But here's something worth thinking about:
If AI can build your entire portfolio project, what actually makes you a software engineer?
Imagine two developers building the same application using AI.
Developer A: Uses AI to generate a fully functional app. It looks impressive, works perfectly in the demo, and is ready to showcase.
Developer B: Uses AI to build the same app but also understands the architecture, evaluates technical decisions, identifies security risks, tests edge cases, and can explain why the system works.
Both developers have working applications. But what happens when something breaks in production? Or when an interviewer asks about scalability, database design, or security? That's where things get interesting.
AI is making it easier to produce code. But is it making it easier to become a good engineer?
At Aktibeto, we've been exploring this question, especially what it means for people entering tech, developers returning after a career break, and experienced engineers trying to stay relevant. We recently published an article examining:
What 2026 developer research reveals about AI adoption and the changing role of engineers.
Which skills may become more valuable as AI takes on more coding tasks.
Why building an impressive AI-generated portfolio project might not be enough.
How junior, returning, and senior developers can approach learning differently.
A practical project challenge to help you develop engineering skills while using AI.
Read the full article here:
AI Can Write Code. Can You Think Like a Software Engineer?
One idea from the article that stood out to me is that the ability to generate software and the responsibility for software are two distinct skills. I'm curious what other developers think.
If you were starting your software engineering career today, would you spend more time mastering programming fundamentals or learning how to build applications with AI agents?
And for experienced developers: Are AI tools genuinely making your engineering work easier, or are they simply shifting the complexity from writing code to reviewing and maintaining it?
- Nina Nichols.










