Software Engineers Warn: Over-Reliance on AI Coding Tools Erodes Core Skills

Even for employees who’ve retained their positions, artificial intelligence is reshaping daily work routines. While corporations highlight automation investments, some employers are actively pushing these technologies onto their staff. Nowhere is this shift more apparent than among software engineers, with companies like Meta implementing real-time “leaderboards” to track which employees consume the most AI-generated tokens.

However, this growing dependence on AI coding tools may come with significant consequences. Many engineers now primarily review AI-generated code rather than writing it themselves—a task that traditionally helps maintain and sharpen their technical expertise.

Developers Report Losing Foundational Coding Skills

Concerns about this trend are spreading across social media platforms. 404 Media interviewed multiple developers who confirmed the issue, including one engineer who requested anonymity:

“I had some issues where I forgot how to implement a Laravel API and it scared the s**t out of me. I went to university for this, I’ve been a software engineer for many years now and it feels like I am back before I ever wrote a single line of code.”

While not all companies mandate AI tool usage, the allure of these systems remains strong. Another anonymous software engineer told 404 Media that although his employer didn’t explicitly require AI coding tools, he and his colleagues were quietly granted access to Cursor and began using it regularly. While these tools can enhance efficiency, they may also undermine the intellectual skills needed to design and architect complex projects.

“It’s making me dumber for sure. It’s like when we got cellphones and stopped remembering phone numbers, but it’s grown to me mentally outsourcing ‘thinking’ in general. I feel my critical thinking and ability to sit and reason about a problem or a design has degraded because the all-knowing-dalai-llama is just a question away from giving me his take.”

Research Highlights Risks of AI-Dependent Workflows

A growing body of research supports concerns that excessive AI reliance may erode critical thinking skills. From veteran software engineers to students, the trend of outsourcing cognitive tasks to AI could have far-reaching implications.

For further insights into AI’s broader impact, read: AI Is Destroying a Generation of Students