AI Influencers

All learning paths

Face Consistency

Your persona drifts between generations and you need the same face every time.

You end with
A likeness you can reproduce, judged by a protocol instead of by eye.
Next
The production pipeline, once the face holds.
  1. 3.2 Concepts You Actually Need The vocabulary the rest of this path assumes.
  2. 3.3 Hardware: How Much VRAM You Really Need Training a LoRA is a hardware decision before it is a technique decision.
  3. 4.1 Why Faces Drift: The Mechanics The mechanics, so the fixes make sense.
  4. 4.2 The Method Ladder: Which Technique at Which Stage Which technique at which stage.
  5. 4.3 Training-Free Identity Adapters in Practice When you do not need to train at all.
  6. 4.4 Building the Dataset: The Stage That Decides Everything The stage that decides everything after it.
  7. 4.5 LoRA Training: The Complete Workshop The complete workshop, including the failures.
  8. 4.6 The Likeness QA Protocol: Measure Instead of Guess Measure instead of guess.
  9. 4.7 When a LoRA Is the Wrong Answer The cases where training makes the face worse.
  10. 5.1 The Reference System: The Sheet and Its Role The sheet that carries the identity into production.
  11. 5.3 Holding the World Together: Outfits, Locations, Props Outfits, locations and props that still read as the same person.