SIGNAL // ARUMUGAM.DEV● LIVE
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Expertise & Capabilities

Building production tools, pipelines and intelligent workflows for animation and VFX.

Combining hands-on VFX production experience with software engineering, pipeline architecture, OpenUSD expertise and applied AI/ML to deliver scalable, artist-focused production systems.

AI / ML & Intelligent Systems

Applied AI Engineering

Computer VisionGenerative AILLMsLocal LLMsAgentic AITool CallingAI Workflow Automation

3D & VFX AI

3D ReconstructionSAM / SAM 3DCOLMAPGaussian SplattingVideo-to-MocapImage-to-3D

Audio & Inference

Audio MLMultilingual Phoneme DetectionModel EvaluationInference OptimizationLocal AI / On-device Inference

VFX Pipeline Architecture

Pipeline Systems

Pipeline ArchitectureProduction AutomationDCC IntegrationArtist Workflow SystemsAsset & Shot WorkflowsPublishing / GatheringQC & ValidationHeadless AutomationProduction Tool Development

DCC Platforms

MayaHoudiniNukeKatanaBlenderShotGridOCIO

OpenUSD & Graphics Programming

USD Pipeline

OpenUSDUSD Pipeline ArchitectureUSD Layering & CompositionUSD Publishing / GatheringUSD Asset & Shot WorkflowsUSD ToolingHydra

Graphics

OpenGLGraphics Programming

Software Engineering

Core Languages

PythonC++
CythonMELJavaScript

Application Development

QtPySide6PyQt6Maya API / OpenMayaHoudini HOMBlender API

Systems & Integration

REST APIsGitProduction AutomationTool/Plugin Development

Technical R&D

Emerging Technologies

AI/ML PrototypingGenerative AIComputer Vision3D ReconstructionLocal AIAgentic WorkflowsAI + DCC IntegrationExperimental Pipeline DevelopmentPerformance Optimization

Web & Product Development

Frontend & APIs

Vue.jsViteNuxt.jsJavaScriptNode.jsREST APIs

Internal Tools

Web-based Artist ToolsInternal Tools Prototyping