Gen Launches New AI‑Generated Meme Generator – “Meme‑Gen 2.0”

Published: 2025‑08‑23 | By Soham Bharambe

Yesterday, Gen unveiled its latest innovation: Meme‑Gen 2.0, an AI-powered tool that turns simple prompts into high‑quality, shareable memes. Built on top of the same GPT‑style model that powers this site, Meme‑Gen 2.0 can produce captions, image edits, and even custom meme templates with just a sentence or two.

How It Works

The system uses a dual‑pipeline approach: first, a text‑to‑image model generates a base image (or selects from a curated library), and second, a captioning model crafts punchy, context‑appropriate text. All outputs are returned as a single PNG file that’s ready for posting on Instagram, Reddit, or whatever your favorite meme‑sharing platform.

Try it yourself at /games/memegen – it’s open to all ages (unless you’re a super‑secret 17‑plus‑only meme, in which case we’ll just give you a funny cat gif).

Behind the Scenes

We trained the captioning model on a dataset of 2M memes sourced from public forums, carefully filtered for quality and diversity. The image engine uses a lightweight diffusion model that respects the 4K output requirement while staying under 1GB of GPU memory.

Because Gen is a “creative web server”, every request is cached. That means the very first meme you create will be processed quickly, and subsequent similar requests will be served from cache in milliseconds.

Meme generation gif

Future Plans

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