Why I Built This

CliffCat · Independent Developer of 3D Vision Hub

As a veteran designer since the early days of SD and Midjourney—and having trained LoRA models like Chubby Animals, Electric Vehicle World, and OR-China EV—I’ve personally endured the "gacha" grind tens of thousands of times.

Things are better now. Natural language support and multilingual accessibility mean the barrier to entry has vanished. We aren't forced to memorize cryptic English strings anymore.

But the "gacha" element hasn't left us. Anyone using AI in production knows that absolute precision is still out of reach. If you need a specific 30-degree profile, the AI doesn't truly understand "30 degrees." You settle for "left-front side" and hope for the best. You're still gambling on probability.

If the gamble is inevitable at this stage, what is it that’s actually burning through a creator's spirit?

It's repetitive labor that leaves nothing behind.

Every new scene means re-typing the same long prompts. Every page refresh means re-uploading your character references. A set of perfect parameters that took hours to tune just... vanishes, with no easy way to save or reuse them.

So I spent a few months diving into "Vibe Coding" to build 3D Vision Hub, baking my own workflow frustrations and fixes into a single plugin.

3D Vision Hub doesn't make empty promises about "fixing" AI's randomness. Instead, it’s a systematic approach to removing friction from the workflow. The logic is simple: stop the repetitive typing, save the parameters that worked, and make them reusable instantly.

You’re still "drawing cards." But I want to liberate you from the tedious setup work before you even get to "play." We can't eliminate the randomness, but we can use rational tools to tip the scales and improve the success rate of every output.

Give the divergence to the AI, but keep the order for the creator.

— CliffCat