| Feature | FacesAI Pro (v4) | Facemaker v1223 | | :--- | :--- | :--- | | | Biased toward Caucasian datasets | Balanced global dataset (45% non-Caucasian) | | Hair Fidelity | Choppy, blurry flyaways | Individual strand rendering via SPF-Net | | Emotion Range | 8 basic emotions | 24 micro-emotions (Concerned, Smug, Tired) | | Batch Processing | 10 images per minute | 35 images per minute |

def process_request(self, image_data, target_age): """ Transforms input face to target age using v1223 'Better' fidelity. """ # 1. Extract robust landmarks (Improved in v1223) landmarks = self.encoder.get_landmarks(image_data)