AI writing fails when the human stops judging the work.

A sentence can sound like AI, but that is not the real issue. The real issue is whether the writer read the work, checked the claim, cut what was weak, and decided what was worth publishing.

That is the dividing line between casual AI use and serious AI use. A serious user treats the output as a draft, proposal, source map, or first pass. The human still owns the final claim.

Without that step, AI becomes a way to produce more text while doing less thinking. That is how you get AI slop.

The Tell

Ethan Mollick’s LinkedIn post called out phrases many frequent AI users now recognize on sight.

Ethan Mollick LinkedIn post calling out common AI writing phrases

“Load bearing,” “I keep coming back to,” “Not just X, but Y”

His point was simple. When you use AI a lot, you start to see the patterns everywhere: the same sentence shapes, polished transitions, and tidy contrast moves.

I felt that immediately. When I see those patterns in my own drafts, I do not want to fix only that paragraph. I want to improve the system so the same failure is less likely to return.

One rule has become a standard for me:

If I do not read every line, there is too much content.

If I did not review it, I should not send it. If I send it anyway, I have delegated my judgment to the machine.

AI Power Users Still Have To Think

Fast Company summarized Microsoft’s 2026 Work Trend Index under the headline that AI power users are pulling away from everyone else.

The useful part of that argument is how the better users work. Microsoft’s report describes those habits in its “frontier professional” profile: pause before starting work, decide what AI should do, decide what stays human, and treat AI output as a starting point.

The more important gap is between people who use AI to extend their thinking and people who use AI to avoid thinking.

One produces better work. The other produces more words.

How AI Slop Happens

AI slop usually looks clean at first glance. It may sound organized and confident, but the surface can hide weak evidence, generic claims, stock transitions, and conclusions that do not decide anything.

For executive work, that matters. A memo can sound polished while hiding a weak recommendation. A strategy note can summarize a lot and decide almost nothing. A project update can sound calm while avoiding the hard risk.

That kind of writing costs trust.

The failure point is responsibility. AI can help draft the work, but a human still has to own what leaves the system.

The House Style System

My House Style System started as a way to keep public writing clear and useful. It became a practical quality system for AI assisted writing.

House Style Rules Engine Map

The system has a few parts:

  • a short style guide,
  • domain modes for different kinds of writing,
  • a style gate for objective checks,
  • examples and tests so the rules do not drift,
  • human review for facts, judgment, recommendations, and tone.

The system is not an AI detector. It does not prove authorship or make AI writing pass as human. It helps make judgment easier to apply and harder to skip.

A style gate can catch surface problems: em dashes, filler, repeated phrasing, long sentences, and other patterns that are easy to define.

Human review owns the harder questions: whether the claim is true, whether the evidence is strong enough, whether the conclusion has been earned, and whether the writing sounds like something I would stand behind.

My Current Loop

The loop is simple:

  1. Define the idea, topic, problem, or concept.
  2. Use AI to draft, explore, compress, challenge, or restructure.
  3. Read every line.
  4. Cut anything I am not willing to stand behind.
  5. Rewrite what sounds generic.
  6. Check whether claims have support.
  7. Improve the system when a failure pattern repeats.

That loop turns judgment into a repeatable practice.

The Work

If you use AI to write, go beyond prompting.

Before you prompt, decide what AI is doing: drafting, research framing, editing, compression, counterargument, structure, or cleanup.

After the output arrives, slow down.

Read it like your name is going on it, because it is.

The real AI writing skill is judgment. AI can help with the work, but it cannot own it for you.

Sources I Am Working From