what makes ai slop, slop?

By now, I think just about everyone has run into some form of AI slop. Maybe it
was at work. Maybe it was some weird, lifeless "art" piece floating around your
feed. You know it when you see it.

So the question I started asking myself is: what actually makes it slop?

Here's where I landed. Just because you used generative AI doesn't mean the
outcome is automatically slop. The problem isn't the tool. It's people assuming
that without any real direction, AI is going to magically solve all their
problems. More output isn't progress. It's just... more.

AI is a tool. And like any tool, you have to understand, on a genuinely deep
level, the problem you're using it for. Saying "make me a plan" when you don't
even know what you're planning for is going to hand you some serious bullsh*t.
That's true with any AI tooling. Garbage direction in, slop out.

how to use AI without making slop

In my experience, here's what keeps it on the right side of the line:

Understand the actual problem. Before you prompt anything, know what
you're really trying to solve. If you can't explain it plainly, the AI doesn't
stand a chance.
Tailor the input. Generic input gets generic output. The more specific and
grounded your direction, the better the result.
Review, review, review. This takes way more work than people expect, and
that's the point. You really have to pay attention and go several
back-and-forths deep. One-shot AI doesn't exist in a complex space. You've got
to work it, and the only way to work it is to actually understand the input and
the output you want.
Do the last 20% yourself. AI can often get you 80% of the way there. But it
misses the nuance, the human thinking, the taste. Yes, you've got to get your
hands dirty. That last stretch is what separates something real from something
that just looks done.

the real difference

Slop isn't "made with AI." Slop is "made without thought." The tool didn't skip
understanding the problem, tailoring the input, or grinding out the hard last
mile. The person did.

Use it well and it's leverage. Use it lazily and everyone can tell. That's really
the whole thing.