Vibe Coding, AI and Real Engineering: Why Expertise Is Becoming More Valuable

This editorial examines Vibe Coding as a practical development method rather than a replacement for engineering expertise. The central conclusion is that AI can accelerate implementation, testing and code maintenance substantially, but it cannot independently determine whether the correct problem is being solved, whether.

Vibe Coding is positioned as a productivity tool for small scripts, file renaming, data conversion, prototypes, parsers, graphical interfaces, documentation, recurring functions and other implementation work. It is not presented as a substitute for system understanding or engineering judgment.

What Happened

The distinction becomes decisive when software interacts with SSDs, operating systems, file systems, I/O behavior, thermal interface materials, spatial temperature fields, audio signals or other real-world systems. In these areas, the difficult question is not merely whether code runs.

• At 1.2 million samples and 15,000 QD1 IOPS, the unloaded reader alone requires approximately 80 seconds.

• With the current default profile, we arrive at approximately 1.44 million stored events.

• The event objects alone account for approximately 0.39 GiB.

Key Details

It is whether the selected quantities, boundary conditions, physical assumptions and validation procedures are correct. AI can multiply the productivity of someone who knows how the system should function.

• And, very importantly, this must be done in try/finally, so that the writer is stopped and joined under all circumstances.

• I consider this better than a time-controlled reader.

• This allows us to retain the reader’s n-gates.

Why It Matters

It can also multiply the output of someone who cannot identify incorrect assumptions. The editorial therefore argues that expertise becomes more valuable as code generation becomes easier: syntax and boilerplate become less important, while architecture, domain knowledge, measurement technology and the ability.

• Particularly interesting drives with factors of 3, 5, or 20 would be discarded.

• That does not change the problem, however.

What Reports Say

Coverage of the story so far points to:

• Continued reporting by igor´sLAB as more details emerge