Almost No Skill Required to Cook a Steak (Though You Probably Can't Make a Decent One)
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Using a steak-cooking metaphor, this piece argues that AI tools can accelerate software development but cannot replace the developer judgment, taste, and understanding needed to consistently produce quality software. AI is a 'steak machine' — it can follow instructions at scale, but it cannot define quality, make tradeoff decisions, or know what you actually want. The conclusion: developers still need to deeply understand software to use AI effectively, rather than hoping to stumble into good results.
Questions this post answers
Can AI coding tools replace the need to understand software development fundamentals?
No — AI tools can automate repetitive tasks, generate starting points, and explain code, but they cannot replace developer judgment. They cannot define quality, decide which tradeoffs are acceptable, or recognize when output is technically correct but wrong in every way that matters. To build good software with AI, you still need to understand what you are asking for and how to evaluate what comes back. Developers navigating this tradeoff in their own work share their experiences on daily.dev.