AI Helps Us Build Faster. Are We Learning Enough?
You finish a feature with AI. The page loads. The API responds. The error is gone. Then a requirement changes, and you’re unsure which part of the code to touch. Does that mean using AI was a mistake? Not necessarily. But it raises a question worth asking: Did the task leave you with a working feature, a better understanding—or both? As developers, we need to deliver work. We also need to develop…
Using artificial intelligence to accelerate software development is a hot topic. However, simply speeding up tasks doesn't necessarily lead to deeper understanding. A recent study from Anthropic asked 52 junior developers to complete coding tasks with or without AI assistance. While AI helped participants finish tasks faster, the group with AI assistance scored only 50% on assessments compared to 67% for those coding manually.
The difference in completion time wasn't statistically significant, suggesting AI doesn't inherently improve learning.
The study also observed how developers interacted with AI. Those who asked conceptual questions or worked through explanations tended to understand better than those who handed off tasks entirely. This points to the importance of asking questions and actively engaging with the material. Simply receiving explanations isn't enough to guarantee long-term comprehension.
When working with AI, a practical approach is to first explain the problem in your own words. Then, make a small change to a requirement and predict the outcome before implementing it. If the result differs from your prediction, you've identified a specific area to focus on learning. This process helps bridge the gap between understanding a solution and being able to apply it in different situations.
Ultimately, the goal is to balance efficiency with the development of deeper skills. AI can be a useful tool, but it shouldn't replace the need for deliberate learning and problem-solving. By explaining concepts, making informed changes, and investigating failures, developers can ensure they're not just building features faster, but also gaining a stronger grasp of the underlying principles. As one learns more, they can more confidently explain their decisions and adapt to new challenges.
Written by urgent.news from Dev.to's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.
