ZFORGE · SCENE COMPOSER · MMXXVI
PROSE → SCENE · MULTI-SKILL ORCHESTRATION

SCENE
COMPOSER

Describe a scene; an agent assembles it.

VLM director plans a sequence of skill invocations — KitbashConductor for assets, SceneStager for lighting, TopoDoctor for repair, HolyGrail for quad cleanup — then the orchestrator dispatches them in parallel and stitches USD prims into one scene graph. Output branches to digital UE5, physical 3D print, or latent HDR backdrop.

PROSE PROMPT AGENTIC USD ASSEMBLY ▸ MULTI-MODAL OUTPUT

$49 · BETA · TIER III

Get on Gumroad See the pipeline Math & theory
§ 01 / 03 · PIPELINE

Director → orchestrator → assembled USD

PROSE → SCENE · MULTI-SKILL ORCHESTRATION

Prose in. The VLM director writes a small plan: which skills to call, in what order, with what arguments. The orchestrator dispatches them, the results merge into a USD scene graph. Output branches into the three modalities from the Hybrid 3D × AI workflow.

Scene Composer pipeline
FIG. SC-01 · prose → VLM director → orchestrator → USD merge → 3 modalities · the agent that calls the rest of the AI tier
Scene Composer intent parser
FIG. SC-02 · intent parser · prose → AssemblyPlan with 9-op vocabulary (PLACE / ARRAY / RADIAL / MIRROR / BOOLEAN / RETOPO / VALIDATE / SCALE / CONNECT)
Scene Composer assembly engine loop
FIG. SC-03 · assembly engine loop · per-step dispatch · Topo Doctor inline validation · AI re-plan on failure · closed agentic loop
§ 02 / 03 · STUDIO SCALE

Where this sits in the studio stack

HYBRID 3D × AI · INTEGRATED PIPELINE

This tool is one node in a larger workflow: a hybrid 3D × AI film pipeline where image-driven generation, virtual cinematography, and physical 3D-printed mini-bigatures all share one USD substrate. Scene Stager drives lighting and camera physics from reference images. Kitbash Conductor browses asset libraries by shape. Topo Doctor enforces interchange-grade meshes between every stage. HolyGrail produces clean quad topology from triangulated booleans. Scene Composer orchestrates them all from prose prompts.

(a) DIGITAL · UE5
Virtual cinematography stage

Sequencer · EXR · ProRes. UE5 Symmetry/PCG widgets. Tracked camera + 3D-stage match. RED-VRAPTOR 8K VV virtual cinematography.

(b) PHYSICAL · 3D PRINT
Mini-bigatures + LED stage

Same USD asset, printed at scale (1 uu = 1 cm). HDR dome / LED stage backdrop. Camera match. In-camera weight.

(c) LATENT · HDR BACKDROP
Custom LDM extension

Diffusion-extended infinity backdrops trained on the scene's motif corpus. Non-linear feedback loop into ideation.

Coalition Maana-class freighter in dry dock — generated reference frame
Reference · Maana freighter dry dock · 75 mm Kodachrome
EscherGate — recursive archway used as the hybrid pipeline test motif
EscherGate · hybrid-pipeline motif · master scene
▸ Forthcoming whitepaper
Hybrid 3D × AI Film Workflow

Sketch → photoreal → curate → custom LDM → image→3D → ZBrush sculpt → Maya retopo → USD interchange → UE5 assembly → variant generation → branch to digital / physical / latent. The eleven-step pipeline that ties every ZForge AI-tier tool together.

Read the workflow PDF →
§ 03 / 03

Get it

$49 · BETA · TIER III
Primary
Gumroad
Staged. Awaiting Gumroad UI step + GUMROAD_API_TOKEN push.
▸ DRAFT Gumroad store →
Free + Open
zforge-core
Same math substrate. MIT-licensed Python package.
▸ Live · pip install pypi →
DCC marketplace
Unreal · ArtStation
Planned MotionMacro pack + reference frames.
Coming soon Watch this space