
Role: Product Manager & Model Training
Generative-AI models and image workflows for architecture, interiors, products and urban design.
Work delivered
• Dataset preparation.
• LoRA and checkpoint training.
• Model testing.
• Reusable workflow documentation.
Overview: Training experience and visual concept studies are presented separately. The studies below do not establish model-training results or client deployment.
Architecture light study
A self-initiated study explores daylight and blue-hour appearances around an architectural reference. It is a visual concept exercise, not a claim of authorship of a constructed building, an engineering simulation or proof of a trained model.

Architecture light study — AI-assisted visual concept; daylight and blue-hour comparison.
Product visual study
A fictional jewelry concept explores reference-connected imagery and recognizable product details. Results require visual review and do not demonstrate exact reproduction of a real product SKU.

Fictional jewelry visual study — AI-generated concept image; not a real product photograph.
0 likes · 1 view · Oct 5, 2026
Model-training experience, architecture light studies and fictional product imagery, with training work separated from visual concept experiments.