Pipeline TD · Full-Stack · AI/ML

Nishith Singhai

I bridge VFX pipeline development with full-stack engineering.
20+ years building creative tools for animation and VFX studios.


01

Pipeline TD

Custom tools for Maya, Houdini, Nuke. Render farm management, asset pipelines, ShotGrid integration.

02

Full-Stack Dev

Production web apps in React and Node.js. REST APIs, Docker, AWS, CI/CD — end to end.

03

AI / ML

Exploring intelligent automation for creative workflows — quality control, asset processing, prompt engineering.

Pipeline TD Full-Stack AI / ML

Production problems → scalable solutions → intelligent automation.


Pipeline TD

  • Render Submission System — Python tool for Maya/Arnold batch rendering
  • Asset Versioning Pipeline — Git-like system for 3D assets with automated backups
  • Production Tracking Dashboard — Real-time VFX shot progress monitoring
  • Batch Processing Tools — Automated texture and conversion workflows

Full-Stack

  • BuildYourHome — Real-estate landing site with CMS integration → live ↗
  • Portfolio Starter Template — One-page personal site on GitHub Pages → live ↗
  • Jekyll Site Recovery — Debugged Liquid includes and restored full deployment

Learning AI / ML

  • AI Image Processing — Automated background removal experiments
  • ML Quality Control — Detecting rendering artifacts with computer vision
  • Pipeline NLP — Natural language commands for TD tasks via ChatGPT

Pipeline TD

  • Maya, Houdini, Nuke
  • Arnold, Deadline
  • ShotGrid, Python, PySide/PyQt
  • Shell scripting

Full-Stack

  • React, Vite, HTML/CSS/JS
  • Node.js, Django, FastAPI
  • PostgreSQL, MongoDB, Redis
  • Docker, AWS, GitHub Actions

Learning

  • PyTorch, TensorFlow
  • OpenCV, PIL
  • Transformers, prompt engineering
  • OpenAI, Stable Diffusion APIs

Two decades spanning creative production and software engineering. I've evolved into a Pipeline TD who also builds full-stack applications — and I'm actively expanding into AI/ML for creative workflows.

This means end-to-end ownership: I architect a pipeline tool, build its web interface, deploy it to the cloud, and maintain it. No handoffs, no communication gaps.

"I don't just fix problems — I build systems that prevent them."

Available for Pipeline TD roles, full-stack projects, and pipeline modernisation.