Evals Memes

Published

November 30, 2025

Background

Evals can be a dry subject: data pipelines, metrics, LLM-as-a-judge calibration. But that doesn’t mean we can’t have fun with it.

I’ve been collecting these memes while teaching our AI Evals course. If you’ve ever stared at a “100% pass rate” and felt suspicious, or watched someone reach for a new vector database before running a single eval, you’ll probably relate.

If you want something more serious, check out the Evals FAQ or the Evals Flashcards.

Meme Video

This is my favorite eval meme. I promise you won’t be able to watch it without laughing.


👉 Want to learn more about AI Evals? Check out our AI Evals course. It’s a live cohort with hands on exercises and office hours. Here is a 25% discount code for readers. 👈


Meme Images

Click on any image to open it full-size. Feel free to steal these for your team’s Slack.