Expert Advisor, Model Training

About the role

Shape how the system learns. This covers fine-tuning and adaptation for customer-specific looks, subjects and brand constraints, and the evaluation work that decides whether an adapted model is genuinely better or merely different.

Responsibilities

• Design and run fine-tuning and adaptation for customer-specific visual identity
• Build the evaluation sets and protocols that make “better” a claim rather than an impression
• Set data curation standards — what enters a training set, and what must never
• Advise on the trade-off between adaptation quality, training cost and inference cost
• Keep the practice current as the underlying model landscape moves
• Establish the consent and provenance posture for any likeness or brand asset used in training

Requirements

• Direct experience fine-tuning diffusion or video generation models, not only using them
• Fluency with the current adaptation toolkit and its trade-offs
• Rigour about evaluation — you have seen a model that scored well and was worse
• Practical understanding of GPU economics for training and inference
• Awareness of the consent, licensing and provenance questions this work raises
• Open to full-time or fractional engagement