MiniMax H3 single frame edit excels at character consistency and identity preservation. Do we really need character LoRAs anymore?

Basically MiniMax H3: Has great prompt following Respects character identity (art style and design) from the input images Can generate single frame images So what’s the point of training a character model if you can just give MiniMax H3 character design reference and generate any scene? The only two reasons I see is 1) you …

Viggle Remake is a beast

https://huggingface.co/Viggle/Viggle-Remake For this video I used their included MCP. However, it’s currently set up to run with diffusers which means that no consumer GPU works, despite them offering ComfyUI compatible loras along with custom nodes. Fortunately, the MCP was built with using custom workers in mind. So I (read: Claude) set that up so the …

Floating-Point Precision and Its Effects to Model Inference

Overview This post is divided into five parts; they are: • How Floating-Point Numbers Work • Common Precision Formats • Loading a Model at a Different Precision • Mixed Precision and Sensitive Operations • Measuring the Result How Floating-Point Numbers Work A floating-point number contains a sign, an exponent, and a significand (often called the …

Changing a character across an ~hour long TV episode

I’ve been working on a repeatable process to do character swaps (& other types of changes) across a complete TV episode / movie. It’s working pretty well now. I thought this was just funny… not so much a true “swap” but asking the character to dance in every scene. Choreography courtesy of an LLM. If …