Some people don’t understand how I manage to follow it all in IA news. I actually don’t follow it all, I have a very sharp filter about what is worth it and what is not, and that’s very different from scanning everything and do some triage.
The Shortcut Is Not the Problem
We tend to judge the quality of work by the effort we can see.
Someone reads every line, checks every detail, and spends hours crafting a response: that looks serious. Someone else skims, recognizes the pattern, and decides in seconds: that looks careless.
But visible effort is a poor measure of quality.
The real distinction is not between taking a shortcut and doing the work. It is between two kinds of shortcuts: the one earned through experience and the one taken to avoid thinking.
One is an educated guess. The other is laziness.
From the outside, they can look exactly the same.
Experience Compresses Effort
Expertise is not simply the ability to do more work. It is the ability to know which work matters.
A beginner must inspect everything because everything looks equally important. An expert notices signals: familiar structures, recurring mistakes, suspicious inconsistencies, and details that deserve attention. Years of deliberate effort are compressed into fast pattern recognition.
This is why experienced people often appear to skip steps. In reality, many of those steps have become automatic. The process has not disappeared; it has been internalized.
A seasoned cook does not need to measure every ingredient. An experienced driver does not consciously calculate every movement. A skilled developer can often recognize the shape of a bug before tracing every line of code.
Speed is not proof of carelessness. Sometimes speed is what competence looks like after thousands of repetitions.
The Same Shortcut Can Produce Quality or Slop
Now add AI to the process.
A person gives a tool a rough intention, receives a polished result, scans it quickly, and approves it. Is that efficient—or irresponsible?
The workflow alone cannot answer the question.
If the person understands the subject, anticipates what the tool is likely to produce, recognizes the common failure modes, and can detect when something feels wrong, the tool may simply be accelerating judgment. The person is not outsourcing understanding. They are outsourcing expression, formatting, or repetition.
But if the person cannot explain the result, cannot spot an obvious mistake, and would approve almost anything that sounds convincing, then the same workflow produces slop.
The difference is not whether AI was used. It is whether judgment remained in the loop.
Quality does not require every word to be manually written. It requires someone capable of taking responsibility for every word that is accepted.
An Educated Guess Is Built on Prior Work
An educated guess is not the absence of reasoning. It is reasoning compressed by experience.
It rests on three things:
- A reliable mental model. You understand the system well enough to predict its behavior.
- Pattern recognition. You have seen enough examples to distinguish the ordinary from the suspicious.
- The ability to verify. When uncertainty appears, you know where to look and how to test your assumption.
That final point matters most. An expert does not merely guess quickly. An expert knows when a quick guess is no longer sufficient.
Confidence without the ability to verify is not expertise. It is performance.
Laziness Avoids the Cost of Knowing
Laziness can produce the same visible behavior—skimming, delegating, approving quickly—but for the opposite reason.
The lazy shortcut is taken before understanding exists. It treats fluency as truth and convenience as evidence. It does not compress prior effort; it tries to escape effort entirely.
This distinction explains why polished work can still be empty. The words may be correct, the structure may be clean, and the tone may sound authoritative. Yet no one involved may actually know whether the result makes sense.
That is slop: not merely low-quality output, but output separated from accountable judgment.
Slop appears when nobody can say:
- why this answer is correct;
- which assumptions it depends on;
- what could make it wrong;
- and when it should be checked more carefully.
The problem is not automation. The problem is unearned confidence.
The Better Question
When evaluating a shortcut—your own or someone else’s—do not ask only:
How much time was spent on this?
Ask instead:
What makes this person qualified to skip these steps?
And when judging your own work, ask an even more uncomfortable question:
Am I moving quickly because I recognize the pattern—or because I do not want to look closely?
A few practical tests can help:
- Could I explain the result in my own words?
- Would I notice if the conclusion were subtly wrong?
- Do I know which parts carry the most risk?
- Can I defend the decision without hiding behind the tool?
- Do I know when my pattern recognition stops being reliable?
If the answer is yes, the shortcut may be earned.
If the answer is no, speed is probably disguising a gap in understanding.
Good Work Is Not Measured in Suffering
There is a strange moral instinct that equates effort with value. We trust the person who struggled visibly and distrust the person who arrived quickly.
But the purpose of learning is not to remain slow forever. The reward for years of careful practice is the ability to make some decisions without rebuilding the entire chain of reasoning each time.
We should not glorify unnecessary labor. Nor should we romanticize intuition. Both extremes miss the point.
The goal is calibrated effort: knowing what can be skimmed, what can be delegated, what must be checked, and what deserves full attention.
The most capable person is not the one who reads everything. It is the one who knows what cannot be safely ignored.
Earn the Right to Move Fast
A shortcut is not automatically a compromise. Sometimes it is the product of mastery.
But mastery cannot be claimed merely because the result happened to be correct. It must be supported by understanding, pattern recognition, and the willingness to investigate when the pattern breaks.
So the next time a piece of work looks suspiciously easy, resist the urge to judge it by the number of steps that were skipped.
Ask what made those steps skippable.
And the next time you are tempted to move quickly, ask yourself whether your speed comes from accumulated knowledge or avoided responsibility.
That is the line between an educated guess and laziness.
It is also the line between leverage and slop.
