AI Research & Direction

TCL Research America

Art Director / Research Supervisor · October 2024 - Present

Leading creative and technical innovation at the intersection of artificial intelligence and visual entertainment. Directing creative development and visual direction for AI-generated video projects, including art direction for "The Audition" as part of TCL's inaugural FILM MACHINE program.

  • Leading R&D teams exploring cutting-edge AI tools for animation production
  • Developing comprehensive pipeline strategies for generative AI integration
  • Driving interdisciplinary collaboration between artistic and technical teams
  • Supervising implementation and testing of AI models for animation
  • Pioneering best practices for AI-assisted animation workflows
AI Animation Research at TCL

Workflow Integration

Seamless integration of AI models into traditional animation pipelines

Quality Control

Developing systems to ensure consistent output quality

VFX Production

Dune: Part 2

CG Supervisor at DNEG · 2021-2023

Supervised all aspects of the CGI pipeline from matchmove and layout to final lighting and render for several sequences in this Oscar-winning production. Working remotely with teams across India, Vancouver, and Montreal.

  • Led CG supervision for the India Team, where the bulk of the VFX work was done
  • Oversaw several major sequences including the arena fight, spice miner ambush, and Raban ornithopter attack
  • Coordinated complex visual effects across international teams
  • Contributed to the film's Academy Award for Best Visual Effects
Dune: Part 2 VFX Work

Global Coordination

Managed teams across multiple international studios

Award-Winning

Contributed to 2024 Academy Award for Best Visual Effects

Generative AI Production Pipeline

IntelliStory

Structured Generative AI for Film, Animation, and Art Direction · Beta

IntelliStory brings a full production pipeline to generative AI. Power your creative process from first idea to final render — storyboards, concept art, character design, previs, and final shots, all within one cohesive system.

Concept to Final

Complete Pipeline

Studio Grade

Version Control

Multi-Model

AI Integration

Complete Generative AI Production Pipeline

  • Real Production Pipeline: Automatic hierarchy, naming, versioning, and cloud sync. Projects → Sequences → Shots → Assets — built like a VFX or animation studio
  • Storyboarding & Previs: Build full sequences and timelines with AI-generated imagery. Visualize your story before production begins
  • Character & Asset Design: Manage character designs, variants, and creative iterations seamlessly. Maintain consistency across your entire production
  • Generative AI Integration: Run top AI models in parallel for cinematic-quality concept, art, or shot generation. Compare results and iterate instantly
  • Team Collaboration: Every prompt, ref, and generation stays organized and shareable. No more messy folders or untraceable prompts
  • Transparent Spending: Built-in budget visibility for every project. View generation costs as they occur, monitor team-wide spending
IntelliStory Interface
UI Innovation

kablUI

Compact UI Notation System · Released 2024

UI Design With Explosive Efficiency

kablUI uses only 5.5% of the characters needed for equivalent HTML, dramatically reducing token consumption in LLM contexts.

Why kablUI Changes Everything

  • 95% More Efficient

    kablUI uses only 5.5% of the characters needed for equivalent HTML, dramatically reducing token consumption in LLM contexts.

  • Built for LLMs

    Optimized for AI processing, making it ideal for design collaboration with language models like GPT-4 and Claude.

  • Human Readable

    Intuitive syntax that balances extreme brevity with natural readability for human designers and developers.

  • Enforces Structure

    Naturally guides designers toward well-organized, hierarchical interfaces with clear component relationships.

  • Rapid Iteration

    Make structural UI changes in seconds instead of minutes, accelerating the design exploration process.

  • Framework Agnostic

    Works with any UI framework or design system—from React and Vue to Flutter and native platforms.

@APP[bg:gray-900]
  @SB[w:240 bg:gray-800]
    §PROJECTS
      +Project01
      -Project02
      -Project03
    §SEQUENCES
      +seq01
      -seq02
    §AI TOOLS
      -⚡Prompt
      -🎨Style
      -✓Consistency
  @MAIN
    @NAV[h:30 bg:gray-800]
      Project01 | seq01
      @TABS [Shots][Characters][References]
      @STATS "3 Seq | 30 Shots | 12 Done"
    @TIMELINE
      @CARD[w:40] "seq01_sh001"[blue] "COMPLETE"[green]
      @CARD[w:40] "seq01_sh002"[blue] "IN PROGRESS"[yellow]
    @PREVIEW
      @VIDEO[aspect:16/9]
      @CONTROLS ⏮️ ▶️ ⏭️ 🔊

@COMPONENT[Dialog]
  @HEADER "Confirm Action"
  @BODY
    "Are you sure you want to proceed with this action?"
  @FOOTER
    [Button secondary]Cancel[/Button]
    [Button primary]Confirm[/Button]
@COMPONENT
AI Orchestration

HiveMind

Multi-LLM Orchestration Platform · 2024

HiveMind is a sophisticated multi-LLM orchestration platform that enables seamless coordination between multiple AI models. It provides a unified interface for managing complex AI workflows across different language models.

Key Features

  • Multi-Model Support: Orchestrate multiple LLMs simultaneously for enhanced capabilities
  • Unified Interface: Single platform to manage diverse AI models and workflows
  • Intelligent Routing: Automatically route tasks to the most appropriate model
  • Workflow Automation: Create complex AI pipelines with ease

Multi-LLM

Coordinate multiple AI models in one platform

Orchestration

Intelligent task routing and workflow management

Notation System

MOTH

Machine-Optimized Text Hierarchy · Released 2024

MOTH (Machine-Optimized Text Hierarchy) is a compact notation format for technical specifications, PRDs, and coding rules. Designed specifically for AI-assisted development, MOTH achieves 70-90% compression while maintaining full readability.

Why MOTH?

  • 70-90% Compression: Dramatically reduce token consumption vs traditional markdown
  • LLM-Native: Optimized for AI coding agents and language models
  • Human Readable: Maintains clarity despite extreme compression
  • Structured Format: Perfect for PRDs, architecture docs, and coding rules

70-90%

Compression vs markdown

LLM Native

Built for AI workflows

Media Analysis

MetaProbe

AI Media Metadata Extractor · 2024

MetaProbe is an AI-powered media metadata extraction tool that automatically analyzes and extracts comprehensive metadata from media files. Essential for content management and AI-assisted production workflows.

Capabilities

  • AI-Powered Analysis: Intelligent metadata extraction using advanced AI models
  • Comprehensive Data: Extract technical and creative metadata from media files
  • Workflow Integration: Seamlessly integrate with production pipelines
  • Automated Processing: Batch process large media libraries efficiently

AI-Powered

Intelligent metadata extraction

Automated

Batch processing capabilities

AI Tools

Promptobot

Advanced AI Solutions & Creative Tools · 2024

Promptobot is a collection of advanced AI solutions and creative tools designed to enhance productivity and creativity in AI-assisted workflows. It provides powerful utilities for prompt engineering and AI interaction.

Features

  • Prompt Engineering: Advanced tools for crafting effective AI prompts
  • Creative Solutions: Innovative approaches to AI-assisted creativity
  • Workflow Enhancement: Streamline AI interactions and boost productivity
  • Versatile Tools: Comprehensive suite for various AI applications

AI Tools

Advanced prompt engineering solutions

Creative

Enhance AI-assisted workflows