Product Literacy Emerges as the Engineering Skill AI Cannot Replace

A commentary published on DEV Community argues that AI coding agents have effectively automated the translation of specifications into code, eliminating syntax fluency as the primary bottleneck in software engineering. For decades, engineering teams prioritized hiring for technical stack proficiency, treating business domain understanding as a secondary bonus rather than a core criterion. The author contends that agentic workflows now handle most implementation tasks from well-formed prompts, shifting the critical human role to translating business reality into correctly-stated, well-named specifications. This collapse of the traditional product-engineering boundary means engineers who lack product literacy risk becoming redundant, while those who can accurately frame domain concepts retain full-day value. The piece concludes that most organizations have yet to update their hiring criteria to reflect this fundamental shift in what engineering work actually requires.