Gaussian Splat To Blender Nodes

World to World Mapping — Gaussian Splat to Blender Nodes

Build an editable scene that explains the reference through geometry, materials and light. Use the splat as measurement and visual evidence. Deliver native source, parameters and honest multi-view comparisons. Default to procedural materials. When captured appearance is requested, use the optional hybrid workflow below and disclose its baked-surface limits.

Prompting a complete project

For a full-scene task, use the prompting workflow and master project brief. They supply the actual brief, capture, part-contract, detail, review and delivery prompt structure with project-specific values left to measure. Read whole-scene capture when building the reference package: it explains the source-viewer, camera, coverage and close-up capture procedure. These prompts work with one agent; delegation and recurring review are optional, separately authorized modes.

Start from evidence

1. Inspect current artifact versions and preserve user work.
2. Record asset URL, author/dataset, usage terms, byte size and SHA-256. Viewer software licensing does not establish dataset rights. Keep scans and decoded arrays local.
3. Identify the actual container and producer. scripts/inspect_asset.py fingerprints assets and reads limited metadata; it does not decode Gaussians into surfaces.
4. Establish one scan-to-world transform, scale, handedness and camera convention. Save position, target, up, vertical FOV and dimensions. Register stable landmarks first.
5. Read acquisition and cameras.

Reconstruct coarse to fine

1. List major objects and occlusions. Separate measurements, estimates and invented hidden surfaces. Prioritize silhouette and spatial relationships.
2. Create collections: GS_REFERENCE (hidden from rendering), SCENE_PROCEDURAL (or a project-specific equivalent), CAMERAS, LIGHTING, and QA.
3. Use empty mesh hosts with live GN modifiers. Build meaningful primitives, profiles, curves, branches and instances. Document fitted control points. Instancing every Gaussian as the beauty scene is not procedural reconstruction.
4. Expose semantic controls with units, bounds and descriptions. Seed stochastic placement. Organize substantial graphs into documented subgroups and labeled frames.
5. Use Shader Nodes with part-local coordinates and physical feature scales. Splat color contains illumination; it is not automatically material albedo.
6. Produce an integrated matched-camera checkpoint before adding expensive detail.
7. Read procedural construction. Build joints, thickness, bevels, apertures, branch hierarchy and edge wear before micro-noise.

Detail without inventing fidelity

More polygons, random noise or instances do not establish similarity. Require visible meso-detail at the intended distance and fine detail in native-resolution crops. Preserve improvements in newer versions. Omissions in isolated part tests are not missing integrated objects.

Inspect the current project's identity-defining features and intended viewing scale. Rough source edges and tiny seams need not block a ready-for-review result. Prioritize visible structure, material assignment and multi-view fidelity over numerical residuals.

Optional hybrid captured appearance

When the requested mode includes captured textures, read hybrid projection and use the hybrid prompt with projection.json. Prepare reconstructed UV mesh copies in Blender, project registered captures with depth/object/source-mask rejection, then assemble packed appearance/mix images with original-material fallback. Per-project configuration supplies all objects, material slots, cameras, world bounds and rejection rules.

Mapped copies are baked evaluated meshes, not live generated GN hosts. Preserve the source and rebake after geometry/UV/frame changes. Captured radiance is an unlit appearance mode; irradiance-divided albedo is only an approximation. Check wrong-object appearance, broad ghosts/stretching, large color mismatch and missing coverage in full matched views. Rank up to three current material issues; fewer or none is fine. Do not import another scene's thresholds or restart edge polishing without a materially visible defect.

Verify what actually exists

1. Build with --python-exit-code 1. Fail on missing parts, node warnings and invalid links.
2. Run scripts/audit_blend.py in a disposable background process. It removes the scan in memory and compares evaluated mesh/instance signatures. It never saves the blend. Apply it to live procedural collections; it intentionally rejects baked hybrid hosts. Verify hybrid packed images, UV/slot wiring, fallback and complementary renders separately.
3. Render with the reference removed. Inspect clay and beauty views, opposite/side/overview cameras and detail crops. Both renderers must use one shared camera manifest.
4. Record exact source/output hashes. An audit of an old blend does not validate a new one.
5. Read validation and critique. Rank up to three materially visible differences with region, correction and verification view. Separate actual observations, hypotheses and agent-reported metrics.
6. If pixel-level independence matters, compare renders before/after scan removal too. The structural audit does not test shader, driver or compositor side effects.

Compare stills and motion

scripts/cameras.py produces world/scan orbit poses. Render world poses with scripts/render_manifest.py; render scan poses in the chosen reference viewer. The reference side is viewer-specific and is not automated here.

scripts/compare.py pairs images and optionally encodes an MP4 with FFmpeg. See comparison videos. Preserve framing and source labels. Never invent missing reference angles. Serialize expensive renders and use immutable outputs.

Tools and delivery

Resolve paths relative to this skill directory. Test Blender without a scan using templates/starter.py. Basic helpers use the standard library; comparisons need Pillow, and hybrid projection needs NumPy, SciPy and Pillow. MP4 encoding requires FFmpeg/libx264. Blender tools target 5.0+; report the version actually tested.

Deliver the editable blend, deterministic source/parameters, camera manifests, provenance, audit JSON and comparisons. Report remaining mismatches and unsupported views. Do not promise perfect reconstruction or declare completion from script success.

The full repository includes an experimental prompts/garden builder and pinned nodekit from gokayfem/video-to-blender. A skill-only install contains the portable tools and starter; clone the repository for Garden.

Do not schedule reviews, contact other agents, publish assets or start API jobs implicitly. Honor user authorization and stop queued work when asked to stop.