Holographic Foil Card
Transparent layers create depth and parallax. Procedural patterns, iridescent highlights, and animated reflections turn the source artwork into an editable holographic foil card.
BlenderLore
Learning 3D Coding from Internet Tutorial Videos.
Abstract
BlenderLore acquires reusable procedural knowledge from internet tutorial videos for 3D coding. It turns video evidence into illustrated tutorials, reconstructs editable assets in Blender Python, and extracts reviewed methods for future creation tasks.
The collection contains about 22K project instances associated with over 3K tutorial videos from YouTube and Bilibili. Human experts check the final assets built through collection, repair, reconstruction, and cross-tutorial composition.
BlenderLore Skill brings the reconstruction workflow and procedural knowledge library to existing coding agents. Agents retrieve, adapt, and combine methods for new goals, accumulating external knowledge without updating model parameters.
Inside One Sample
From video evidence to dynamic fur
Method
Learn, reconstruct, and retain
How It Works
Illustrated Workflows
Align frames, narration, and interface changes into steps with inputs, operations, parameters, and intermediate results.
Ground in Source Assets
Use creator-provided projects when available, repair missing components, and connect demonstrated steps to implementations.
Reconstruct and Inspect
Retrieve methods, generate Blender Python, and inspect geometry, appearance, and motion through execution and rendering.
Review and Retain
Record each method's source, applicability, implementation, and checks. Human experts review the final assets.
Adapt and Combine
Transfer and combine methods across tutorials to create new assets and expand the procedural knowledge library.
Generalizing Beyond Tutorials
One new asset, three learned methods
What You Get
An End-to-End Agent Pipeline
Each run recreates a tutorial workflow and delivers an editable Blender project, a reproduction script, renders, and validation results.
- Editable Asset
asset.blend - Reproduction Script
reproduce.py - Materials & Node Graphs
- Final Render
- Multi-View Renders
- Animation
- Agent Log
A High-Quality 3D Dataset
About 22K project instances associated with over 3K tutorial videos, built through collection, repair, reconstruction, and cross-tutorial composition. Human experts check every final asset.
A Reusable Procedural Knowledge Library
BlenderLore Skill supplies workflow guidance and reviewed methods with sources, applicability, implementation excerpts, and checks. Coding agents retrieve and adapt this knowledge for new 3D tasks.
Generation
Tutorials become executable, editable assets.
Stained Glass Asuka
Source image and tutorial cover to editable Blender material.
Blender material nodes
Blender Pythonreproduce.py ↓
image = bpy.data.images.load(SOURCE_IMAGE, check_existing=True)
voronoi = nodes.new("ShaderNodeTexVoronoi")
voronoi.feature = "DISTANCE_TO_EDGE"
set_input(voronoi, "Scale", 50.0)
bpy.ops.wm.save_as_mainfile(filepath=str(OUTPUT_DIR / "asset.blend"))Material
Tutorial-learned surfaces, shaders, and animated effects.
Objects
Editable forms, scientific visualizations, and compact scene studies.
Editing
Learned techniques reshape existing assets while preserving what should stay.
Chromatic Duck Gigi
Original yellow asset and material tutorial to a generated chromatic result.
Blender material nodes
Blender Pythonreproduce.py ↓
noise_large = nodes.new("ShaderNodeTexNoise")
layer_weight = nodes.new("ShaderNodeLayerWeight")
links.new(layer_weight.outputs["Facing"], tint_mix.inputs[0])
links.new(tint_mix.outputs["Color"], principled.inputs["Base Color"])
bpy.ops.wm.save_as_mainfile(filepath=str(OUTPUT_DIR / "asset.blend"))Duck Gigi: Iridescent Skins
Sofa Material Swaps
Glass Heart Material Transfer
One material language, transferred across forms.
Citation
@misc{blenderlore2026,
title = {BlenderLore: Learning 3D Coding from Internet Tutorial Videos},
author = {BlenderLore Team},
year = {2026},
publisher = {GitHub},
journal = {GitHub repository},
howpublished = {\url{https://github.com/FreedomIntelligence/BlenderLore}},
}