No Sloppy Copy Pasta

Your AI wrote it. But did you read it?

As an AI language model... It's worth noting that Great question! There are several key As an AI language model... It's worth noting that Great question! There are several key AI output Your message

Unedited AI output is called slop. When you copy-paste it into a Slack thread, PR, or email without reading or rewriting it — that's sloppy copy pasta. It wastes everyone's time, including yours.

Spot the difference

The Sloppy Pasta

Great question! There are several important considerations when thinking about whether we should migrate the user service to async processing.

First and foremost, it's worth noting that async processing can offer significant performance improvements in many scenarios. The key benefits include:

• Improved throughput and scalability
• Better resource utilization across the system
• Enhanced ability to handle concurrent requests
• More efficient use of system resources

However, it's also important to consider the potential challenges, such as increased complexity in error handling and debugging. That said, the benefits generally outweigh the drawbacks in most production environments.

I hope this helps! Let me know if you'd like me to elaborate on any of these points.

Al Dente

Hey team — I dug into the async migration question. Short version: I think we should do it, but only for notifications and email right now.

Those two endpoints are fire-and-forget and they're causing our worst p99 spikes (4s during peak). Auth flow stays sync — too risky to touch mid-quarter.

Biggest gotcha is silent failures, so I'd want dead letter queues from day one. I'll put together an RFC this week if we're aligned.

Same topic. One is raw AI output dumped into Slack. The other is a person who used AI to research, then wrote their own message — with their own voice, their own judgment, and a concrete next step.

How to not be sloppy

  1. Read it first. If you didn't read it, don't send it. If you can't be bothered to read your own message, why should anyone else?
  2. Cut the fluff. Remove "Great question!", "It's worth noting", "I hope this helps", and every other phrase that says nothing. Be direct.
  3. Add your judgment. AI gives you options. Your job is to pick one, explain why, and commit to a recommendation. That's the value you add.
  4. Match the context. A Slack reply isn't a whitepaper. A PR comment isn't an essay. Adjust the length and tone to where you're sending it.
  5. Own it. The moment you hit send, it's yours. Don't hide behind "the AI said." If you're sending it, you're endorsing it.

Watch your portion size

Nobody ordered the whole pot. Take what you need, leave the rest.

As an AI language model... It's worth noting that Great question! There are several key AI output Your message
"Use AI all you want. Just read, edit, and own it before you hit send."

We all use AI. That's fine. The sloppy part isn't using AI — it's not caring enough to make the output yours before you share it. Next time you're about to paste a wall of AI text, take 2 minutes. Your teammates will thank you.