CREATIVE SYSTEMS FORTHE NEXT FRAME.

2D • 3D • Real-Time • AI Creative AI Platform Architect at Lumify AI

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Profile / 01

Overview

I build AI workflows that move ideas into first visuals quickly, then give artists precise control to refine. My background is nineteen years in feature animation and VFX with a focus on look development, surfacing, and compositing. I care about lighting intent, material and texture depth, and clean creative consistencies.
  • Team-First Workflows
  • Artist Intuitive Philosophy
  • 2D/3D In Motion Mindset
  • Lookdev Roots
  • Editorial Aware
  • Music Driven
  • Real Time Ready

Capability map / 02

Software and Core Skills

Applied AI systems spanning multimodal generation, governed model routing, production workflows, and hybrid deployment.

Generative and Vision
  • FLUX.2 Klein + Kontext
  • Qwen Edit 2511 + Layered
  • GPT Images 2 + Gemini 3 Pro
  • Gen-4 Image + Video
  • Seedance 2 + LTX-2.3
  • Veo 3.1 + Kling 3.0
  • SAM 3 Segmentation
  • Moondream 3 + Depth Anything v2
  • Precision Image + Video Upscale
  • Hunyuan3D v3.1
  • Marble 1.1 World Generation
Video and Post
  • DaVinci
  • Premiere Pro
  • After Effects
  • Photoshop
  • Ableton Live
3D and Real Time
  • Unreal Engine
  • Houdini
  • USD
  • ZBrush
  • Substance Suite
  • Lookdev
  • Worldbuilding
Data Science
  • PyTorch 2.8 + CUDA 12.8
  • Hugging Face Diffusers
  • Transformers + Multimodal VLMs
  • LoRA + PEFT Adapters
  • OpenCV + Kornia
  • NumPy + SciPy
  • Safetensors + Accelerate
  • Model Contract Validation
  • Reproducible Generation Metadata
  • Automated QA Matrices
Pipeline and Backend
  • Python + Flask APIs
  • Unified Generation Router
  • Multi-Provider Adapters
  • Async Job Lifecycle
  • Progress + Safe Cancellation
  • Capability Policy Enforcement
  • Credit + Cost Control Plane
  • Model Lifecycle APIs
  • Asset Registry + Lineage
  • Safe Metadata Contracts
  • Structured Logs + Health Probes
Compute and Ops
  • RunPod GPU Operations
  • Docker + CUDA 12.8
  • Hybrid Local + Cloud Inference
  • App + Sidecar Isolation
  • Lazy Model Loading
  • VRAM Telemetry + OOM Guards
  • Dynamic CPU Offload
  • Model Mirror Hydration
  • Runtime Health Probes
  • Multi-Profile Deployments
Workflow Orchestration
  • Intent-to-HUD Control Layer
  • Human-in-the-Loop Controls
  • Director Pass + Camera Flight
  • Multi-Shot Video Sequencing
  • Start / End Frame Guidance
  • Reference + Precision Mask Routing
  • ComfyUI + RunComfy Bridges
  • Project Batch Orchestration
  • Session History + Action Receipts
  • Asset Lineage + Review Packages
  • Context-Aware Guides
  • Studio Handoff Profiles

Selected motion / 03

Reel

Systems + stories / 04

Projects

  1. 2024 to Present · Product and Pipeline
    Lumify Application and Platform
    What it is

    Lumify is an artist-led creative AI application and platform that translates visual intent into governed, inspectable workflows across image, video, 3D, and generated worlds.

    Its HUD-driven control layer coordinates local GPU models and cloud providers in familiar production language—preserving references, masks, camera and lighting direction, session history, cost visibility, and human approval from first frame through studio handoff.

    Core workflows

    • Image Generation + Guided Refinement
    • Material, Stylize + Time-of-Day
    • Precision Mask + Region Edits
    • Lighting + Atmosphere Integration
    • Camera + Lens Direction
    • Depth-Aware Compositing
    • Storyboard + Animatic Planning
    • Director Pass + Camera Flight
    • Start / End Frame Video
    • Multi-Shot Continuity
    • Character + Living Performance
    • Image + Video Upscale
    • Image-to-3D + World Generation
    • Session History + A/B Review
    • Project Batches + Review Packages
    • Context-Aware Guided Workflows

    Stack

    • FLUX.2 Klein + Kontext
    • Qwen Edit 2511 + Layered
    • GPT Images 2 + Gemini 3 Pro
    • Gen-4 + Seedance 2
    • Veo 3.1 + LTX-2.3 + Kling 3.0
    • SAM 3 + Depth Anything v2
    • Moondream 3 Vision
    • Precision Image + Video Upscale
    • Hunyuan3D v3.1 + Marble 1.1
    • PyTorch + CUDA 12.8
    • Diffusers + Transformers + PEFT
    • Python + Flask APIs
    • Unified Generation Router
    • Runway + fal.ai + World Labs
    • ComfyUI + RunComfy Bridges
    • Docker + RunPod
    • Capability Policy + Credit Plane
    • Asset Registry + Lineage

    Outcomes

    • Faster Intent-to-First-Frame
    • Artist-Controlled AI Iteration
    • Consistent Look + Shot Continuity
    • Human Approval at Critical Steps
    • Reproducible, Versioned Decisions
    • Cost-Aware Generation Choices
    • Visible Progress + Safe Cancellation
    • Model Choice Without Workflow Drift
    • Reusable Production Workflows
    • Scalable Batch + Multi-Shot Runs
    • Traceable Asset Lineage
    • Department-Ready Handoffs
    • Production Receipts + Auditability
    • Cloud, Hybrid + On-Prem Flexibility
  2. Selected Film Credits
    Features and TV
    Highlights from animation and VFX work:
    Show full list
    • Trouble
    • Trolls Holiday Special 2
    • The Croods 2
    • How To Train Your Dragon 3: Hidden World
    • Bilby
    • Kung Fu Panda 3
    • Boss Baby
    • Penguins of Madagascar
    • Home
    • The Croods
    • Puss in Boots
    • Wallenda
    • Unstoppable
    • Prince of Persia
    • Sorcerer's Apprentice
    • Verizon Droid: Drop Day
    • Pirates of the Caribbean 2
    • Ghost Rider