Built a diffusion-based pipeline that uses:
• text prompts
• first + last frame control
• sampler tuning
Result: consistent identity, natural motion, clean MP4 output — without manual animation.
Generative video isn’t magic.
It’s good models + smart constraints.
Excited about where controllable AI video is heading.
#GenerativeAI #DiffusionModels #AIEngineering #VideoAI #MachineLearning