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by Michele Laurelli

The Deception of "Necessary Fatigue"

The Deception of "Necessary Fatigue"
AI · fatigue

"Between ideological rejection and blind automation, the real distinction lies in directing technology instead of being replaced: history, method, and awareness in the use of artificial intelligence."

Gabriele Gobbo
Written by
Gabriele Gobbo
Published on
Reading time
3 min read

In the digital sector, there exists a toxic belief: the idea that the value of a job is proportional to the effort put into producing it. If you haven't sweated over the code, if you haven't mixed with vinyl, if you haven't written every word by hand, then "it's not worth it." It is a distortion that today, with the advent of generative AI, risks being costly. To avoid this, we must integrate AI into workflows without falling into two traps: ideological rejection, which leads to obsolescence, and digital sleepwalking, which leads to mediocrity.

Effort does not guarantee quality.

The Notepad Paradox

Those who have worked on the web long enough remember the religious war of the 90s. Purists wrote HTML in Notepad and looked down on those who used visual editors. "Too easy, it's not real design," they said. Then came GoLive, then Dreamweaver, then WordPress. Each new generation was accused of being "too comfortable" by those who had struggled with the previous one.

The same happened in music. In the 90s, DJs swore that without vinyl you weren't a professional. CDs were considered a betrayal. Yet today, no one asks what instrument a DJ uses or how a website was created. The only surviving metric is the result. Does it work? Is it useful? Is it solid?

The tool changes. The craft remains.

The real problem arises when one allows themselves to be replaced by AI. Blind automation, the copy-paste of a prompt without review, produces flat and risky content. Professional use is something else: AI as a draft, as a variable, as an accelerator. However, the debate never distinguishes between the two levels. It is easier to label those who use AI as "lazy" than to analyze their process.

This creates a short circuit: a mediocre text written by hand is perceived as "authentic," while an excellent one refined after passing through AI is seen as inferior. It is the illusion of purity that fuels Digital Sleepwalkers, those who accept every output without ever verifying. The medium is judged, not the result.

The 3C Protocol

To transform AI from a shortcut to a professional tool, I use an approach I call the 3C Protocol: a simple and operational workflow.

  1. COMPARE: generate variants, not definitive solutions. AI serves to expand possibilities, not to reduce them to the first useful answer.

  2. CHALLENGE: treat the output as a draft. Look for errors, biases, simplifications. If you cannot validate it, you should not use it.

  3. CURATE: this is where the human returns. Tone of voice, context, sensitivity. The final editing is what transforms a generic text into professional content.

This is the boundary that separates those who are replaced by technology from those who use it to multiply their capabilities.

Direct, do not suffer

The nostalgia for difficulty is a luxury that the market no longer grants. The skills of the near future will not be measured by the time taken to do something, but by the ability to direct the relationship between human decision and computational capability. If we continue to judge the medium instead of the result, we will remain stagnant while others move forward.

Yet resistance continues, fueled by the fear of losing professional identity. But technology does not steal jobs: it reallocates them. The real choice is simple: be replaced or learn to direct.

The rest? Just noise.

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The Deception of "Necessary Fatigue" | Michele Laurelli - AI Research & Engineering