{"type":"post","id":"the-definitive-fine-tuning-guide-for-3d-generation-1cd99e","slug":"the-definitive-fine-tuning-guide-for-3d-generation-1cd99e","title":"The Definitive Fine-Tuning Guide for 3D Generation Models","description":"Hugging Face published scripts and container workflows for fine-tuning TRELLIS.2 on custom 3D assets with LoRA.","retrieval_nugget":"Hugging Face published scripts and container workflows for fine-tuning TRELLIS.2 on custom 3D assets with LoRA. Its footwear experiment adapts the model using 188 objects, targeting geometry while leaving material generation untouched—a practical example of matching trainable components to the data and the failure mode a team wants to change.","published_at":"2026-11-12","updated_at":"2026-11-12","record_date":"2026-11-12","date_kind":"published_at","topics":["google"],"entities":["Hugging Face","TRELLIS.2","LoRA","Google Scanned Objects","DINOv3","BiRefNet","O-Voxel","Trackio"],"related_patterns":["harness-architecture-outlives-model-choice"],"novelty_label":"new_fact","what_changed":"Hugging Face introduces scripts and containers for fine-tuning TRELLIS.2 with LoRA on custom 3D assets, with options to run locally or on Hugging Face Jobs.","prior_refs":[],"source_url":"https://huggingface.co/blog/3d-lora-finetuning","source_urls":["https://huggingface.co/blog/3d-lora-finetuning"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:the-definitive-fine-tuning-guide-for-3d-generation-1cd99e","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/the-definitive-fine-tuning-guide-for-3d-generation-1cd99e/","markdown":"https://newruntime.com/posts/the-definitive-fine-tuning-guide-for-3d-generation-1cd99e.md","json":"https://newruntime.com/posts/the-definitive-fine-tuning-guide-for-3d-generation-1cd99e.json"},"markdown_url":"https://newruntime.com/posts/the-definitive-fine-tuning-guide-for-3d-generation-1cd99e.md","next_reads":[{"type":"topic","path":"/topics/google/","url":"https://newruntime.com/topics/google/","title":"Google","reason":"Explore the google topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/google.md","json_url":"https://newruntime.com/topics/google.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}