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The system learns performer intent from visual input and synthesizes corresponding CG character animations that match timing, weight distribution, and spatial dynamics.","intents":["I want to animate a CG character to match a live actor's performance without setting up expensive mocap equipment","I need to quickly generate character animations from video footage for VFX compositing","I want to retarget a performer's movements onto different character rigs automatically"],"best_for":["VFX studios automating character animation pipelines","indie filmmakers with limited mocap budgets","game developers prototyping character animations quickly"],"limitations":["Accuracy degrades with occlusion, fast motion, or multiple overlapping performers in frame","Requires clear visibility of performer's body for reliable pose estimation","May require manual refinement for subtle facial expressions or hand gestures","Performance varies based on video quality, lighting conditions, and camera angles"],"requires":["Video input at minimum 24fps, preferably 30fps or higher","Reasonably well-lit scene with visible performer silhouette","Compatible CG character rig with standard skeletal structure"],"input_types":["video file (MP4, MOV, ProRes)","video stream (live camera feed)"],"output_types":["skeletal animation data (BVH, FBX)","character animation in DCC software (Maya, Blender, MotionBuilder)"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-wonder-dynamics__cap_1","uri":"capability://image.visual.automatic.lighting.design.for.cg.characters.in.live.scenes","name":"automatic lighting design for cg characters in live scenes","description":"Analyzes the lighting environment in live-action footage and automatically generates matching light rigs for CG characters to ensure photorealistic integration. Uses image-based lighting (IBL) analysis to extract dominant light directions, color temperatures, and intensity ratios from the scene, then synthesizes a minimal set of 3D lights (key, fill, rim) that replicate the original lighting on the CG character. Accounts for shadows, reflections, and ambient occlusion to maintain consistency with the live background.","intents":["I need CG characters to be lit consistently with the live-action background without manual light setup","I want to automatically match the color temperature and mood of the live scene lighting","I need to ensure CG characters cast shadows and receive lighting that matches the environment"],"best_for":["VFX compositors integrating CG characters into live footage","Studios automating lighting setup in character animation pipelines","Rapid-turnaround commercial and advertising production"],"limitations":["Struggles with complex multi-source lighting or highly directional light setups","May oversimplify lighting in scenes with subtle color grading or non-standard color spaces","Requires visible reference geometry or lighting cues in the background plate","Cannot infer occluded light sources or lighting from off-screen"],"requires":["High-quality video plate with visible lighting information","CG character model with proper material definitions and normal maps","Rendering engine capable of receiving programmatically-generated light rigs (Arnold, RenderMan, V-Ray)"],"input_types":["video frame or sequence","HDR environment map (optional, for enhanced accuracy)"],"output_types":["3D light rig definition (Maya/Blender-compatible)","lighting parameters (position, intensity, color, falloff)"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-wonder-dynamics__cap_2","uri":"capability://image.visual.automatic.cg.character.compositing.into.live.action.scenes","name":"automatic cg character compositing into live-action scenes","description":"Intelligently composites rendered CG characters into live-action footage by automatically handling depth ordering, occlusion, shadow integration, and color grading consistency. Uses depth map analysis and semantic segmentation to determine where CG characters should appear in front of or behind live elements, generates shadow passes that integrate with the live environment, and applies color correction to match the CG character's appearance to the live footage's color space and lighting conditions.","intents":["I want to automatically composite CG characters into live footage without manual rotoscoping or layer masking","I need CG characters to properly occlude and be occluded by live-action elements","I want shadows and reflections from CG characters to integrate seamlessly with the live background"],"best_for":["VFX facilities processing high-volume character compositing tasks","Studios with established rendering pipelines seeking automation","Projects with consistent lighting and background complexity"],"limitations":["Struggles with complex occlusion scenarios (e.g., characters partially hidden behind moving foreground elements)","Requires accurate depth information from the live plate, which may not always be available","Color matching can fail in scenes with extreme color grading or non-standard lighting","Manual refinement often needed for edge quality and fine detail integration"],"requires":["Rendered CG character passes (beauty, shadow, reflection, depth, normal)","Live-action plate with consistent resolution and frame rate","Optional: depth map or 3D camera tracking data for the live scene"],"input_types":["rendered CG character layers (EXR multi-channel)","live-action video plate","depth/Z-depth data (optional)"],"output_types":["composited video (ProRes, EXR sequence)","intermediate passes for further refinement"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-wonder-dynamics__cap_3","uri":"capability://image.visual.real.time.cg.character.preview.and.iteration","name":"real-time cg character preview and iteration","description":"Provides interactive, real-time viewport for previewing animated CG characters with live lighting and compositing applied, enabling rapid iteration without waiting for full render passes. Uses GPU-accelerated rendering with deferred lighting and screen-space techniques to display character animation, lighting, and composition results at interactive frame rates. Supports live adjustment of animation timing, lighting parameters, and character placement with immediate visual feedback.","intents":["I want to see how my CG character looks in the live scene before committing to a full render","I need to quickly adjust animation timing or lighting and see the results immediately","I want to preview different character placements and scales in the scene in real time"],"best_for":["VFX artists iterating on character placement and animation","Directors reviewing character performance in context","Studios with tight iteration cycles and fast approval processes"],"limitations":["Real-time preview quality is lower than final rendered output","Limited to viewport resolution, not full production resolution","Some advanced rendering features (subsurface scattering, complex shaders) may not display accurately","Requires GPU with sufficient VRAM for character models and textures"],"requires":["GPU with at least 4GB VRAM (8GB+ recommended)","Compatible graphics API (DirectX 12, OpenGL 4.5, or Vulkan)","Character model with optimized geometry and textures for real-time display"],"input_types":["animated CG character (FBX, Alembic)","live-action video plate","lighting parameters"],"output_types":["real-time viewport display","screenshot/video capture of preview"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-wonder-dynamics__cap_4","uri":"capability://automation.workflow.multi.character.animation.orchestration.and.synchronization","name":"multi-character animation orchestration and synchronization","description":"Manages animation timing and spatial coordination for multiple CG characters in a single scene, ensuring synchronized movements, proper interaction timing, and collision avoidance. Uses constraint-based animation blending and timeline synchronization to coordinate character actions, automatically adjusts character spacing to prevent interpenetration, and maintains temporal alignment across multiple character animation streams for group scenes or interactions.","intents":["I need multiple CG characters to move together in synchronized choreography","I want characters to interact with each other (handshakes, conversations) with proper timing","I need to prevent characters from overlapping or colliding in crowded scenes"],"best_for":["Studios producing multi-character sequences or crowd scenes","Projects requiring character-to-character interaction and synchronization","High-volume production with many simultaneous character animations"],"limitations":["Collision avoidance is spatial only; does not handle complex physical interactions","Synchronization requires manual timing setup or pre-defined interaction templates","Performance degrades with large numbers of characters (>10-15 in real-time preview)","Does not handle dynamic character-to-character contact or physics-based interaction"],"requires":["Multiple animated CG character rigs with compatible skeletal structures","Timeline or sequencing system to define interaction points","Spatial tracking data or manual positioning for each character"],"input_types":["multiple character animation streams (BVH, FBX)","interaction timing specifications","spatial constraint definitions"],"output_types":["synchronized multi-character animation (FBX, Alembic)","timing and spacing adjustment parameters"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-wonder-dynamics__cap_5","uri":"capability://automation.workflow.batch.processing.and.pipeline.integration.for.character.animation.workflows","name":"batch processing and pipeline integration for character animation workflows","description":"Enables automated batch processing of multiple video clips through the full animation, lighting, and compositing pipeline with minimal manual intervention. Supports integration with VFX pipeline tools (Shotgun, Ftrack) for job submission, status tracking, and asset management. Processes multiple shots in parallel, handles error recovery and retry logic, and generates standardized output formats compatible with downstream DCC software and compositing systems.","intents":["I want to process 50+ shots through animation and lighting in one batch job overnight","I need to integrate Wonder Dynamics into our existing Shotgun/Ftrack pipeline","I want to automatically generate standardized animation and lighting outputs for all shots"],"best_for":["Large VFX studios with high-volume character animation needs","Production facilities with established pipeline infrastructure","Projects with repetitive character animation tasks across many shots"],"limitations":["Batch processing requires upfront setup and configuration per project","Error handling may require manual intervention for edge cases or failed shots","Output standardization may not match all custom pipeline requirements","Scaling to very large batches (1000+) requires dedicated compute infrastructure"],"requires":["Integration with pipeline management system (Shotgun, Ftrack, or custom API)","Compute cluster or cloud infrastructure for parallel processing","Standardized input folder structure and naming conventions","API credentials for pipeline system integration"],"input_types":["batch job specification (JSON, YAML)","video files organized in standard directory structure","pipeline metadata (shot names, frame ranges, character specs)"],"output_types":["animation data (FBX, BVH) per shot","lighting rigs per shot","composited video or EXR sequences","pipeline status reports and logs"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":22,"verified":false,"data_access_risk":"high","permissions":["Video input at minimum 24fps, preferably 30fps or higher","Reasonably well-lit scene with visible performer silhouette","Compatible CG character rig with standard skeletal structure","High-quality video plate with visible lighting information","CG character model with proper material definitions and normal maps","Rendering engine capable of receiving programmatically-generated light rigs (Arnold, RenderMan, V-Ray)","Rendered CG character passes (beauty, shadow, reflection, depth, normal)","Live-action plate with consistent resolution and frame rate","Optional: depth map or 3D camera tracking data for the live scene","GPU with at least 4GB VRAM (8GB+ recommended)"],"failure_modes":["Accuracy degrades with occlusion, fast motion, or multiple overlapping performers in frame","Requires clear visibility of performer's body for reliable pose estimation","May require manual refinement for subtle facial expressions or hand gestures","Performance varies based on video quality, lighting conditions, and camera angles","Struggles with complex multi-source lighting or highly directional light setups","May oversimplify lighting in scenes with subtle color grading or non-standard color spaces","Requires visible reference geometry or lighting cues in the background plate","Cannot infer occluded light sources or lighting from off-screen","Struggles with complex occlusion scenarios (e.g., characters partially hidden behind moving foreground elements)","Requires accurate depth information from the live plate, which may not always be available","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.22,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-06-17T09:51:04.690Z","last_scraped_at":"2026-04-22T08:05:10.921Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=wonder-dynamics","compare_url":"https://unfragile.ai/compare?artifact=wonder-dynamics"}},"signature":"2RoYnivZLu4yJ/s0C4NfxDyI2zebPNbzUFvuJJ/8y6hEmZmMSgt6w1ufo+OEMxpwWYqZmyk0saI3jDfcwEqqDg==","signedAt":"2026-06-20T18:46:56.908Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/wonder-dynamics","artifact":"https://unfragile.ai/wonder-dynamics","verify":"https://unfragile.ai/api/v1/verify?slug=wonder-dynamics","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}