Creative AI Production Studio
What AI production really costs and how the pipeline is run.
Eight expert layers ran at 2.5 frames per second; twenty ran at 22.1. VRAM sat near 16 GB at every setting, so memory was never the speed knob in our AI voice acting TTS runs.
The upscaler with the best sharpness score was the one a producer rejected. Here is what we tested, what each one did to faces and products, and how to check an upscale properly.
We rewrote a camera move and the walk direction and got a byte-identical video. We changed only the seed and got a different film. What H3 actually listens to, measured on a local 16 GB GPU.
Holding one grain seed reads as a dirty screen, and re-seeding every second frame strobes at 24 fps. These are the film grain settings and export chain we use, and the parts we have not yet proven on Instagram.
Every shot we generated smudged or misspelled the lettering, and Magnific invented letters. The version that shipped measured the top edge of the temple arm at 24.0 degrees and rotated the wordmark to match.