Pipeline · Spatial Intelligence · VFX Engineering

Engineering pipelines
the world notices.

A decade of production-proven pipeline architecture across the world's foremost VFX studios — now available as a fractional partner for studios who refuse to compromise on technical excellence.

Proven at
Industrial Light & Magic DNEG Digital Domain Flying Bark Productions
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Services

Where we operate.

Four high-impact service areas. Each delivered with production-grade rigour and the speed your pipeline demands.

01 —
Pipeline Advisory & Architecture

Deep audit of your current pipeline state — identifying bottlenecks, technical debt, and the highest-leverage improvements. Delivered as a written roadmap you can act on immediately.

Architecture Review Technical Roadmap Code Audit
From $155 / hr
02 —
Pipeline Development

Active tool and workflow engineering — DCC integrations, Python and C++ scripting, CI/CD automation. Production-ready code, not prototypes. High demand, limited availability.

Python / C++ DCC Integrations CI/CD
From $130 / hr
03 —
OpenUSD & AI Pipeline Integration

USD schema design, Hydra delegate architecture, and the emerging frontier — ComfyUI-to-USD generative pipelines, diffusion model ingestion, and NVIDIA Omniverse workflows.

OpenUSD Hydra ComfyUI Omniverse
From $185 / hr
04 —
Spatial AI & 3DGS Pipeline

3D Gaussian Splatting ingestion, NeRF pipeline integration, robotics simulation architecture, and photogrammetry pipeline design. The pipeline layer that most studios haven't built yet.

3DGS NeRF Robotics Sim Photogrammetry
From $200 / hr
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About

Built at the studios that set the standard. Available to the studios that want to reach it.

Machina Mirae is the practice of Srijan — a Senior Pipeline Engineer with a decade of production experience across the world's most demanding VFX environments. The work spans OpenUSD architecture, GPU-accelerated simulation, AI-driven pipeline tooling, and the emerging intersection of spatial intelligence with professional production.

The practice operates as a fractional partner — embedded deeply enough to understand your pipeline, independent enough to see what your internal team can't.

Industrial Light & Magic Senior Pipeline TD
DNEG Pipeline Engineer
Digital Domain Pipeline TD
Flying Bark Productions Pipeline Engineer
10+
Years VFX Pipeline
4
Tier-1 Studios
3
Continents Delivered
Pipeline Problems Solved
Technical Capabilities
Python C++ OpenUSD CUDA PyTorch Maya Houdini Nuke Katana FastAPI ComfyUI 3DGS NeRF Omniverse Docker ShotGrid

Ready to fix your
pipeline for good?

The discovery brief takes eight minutes. It covers your stack, your pain points, and what success looks like — so the first conversation is already scoped.

03
Contact

Let's talk.

Prefer to reach out directly before filling the discovery brief? That's fine. Send a message with a rough description of your pipeline challenge and we'll take it from there.

Availability
Weekdays: 7:00 PM – 12:00 AM IST
Weekends: 11:00 AM – 12:00 AM IST
Remote · Hybrid · APAC · US · EU
Response Time
Within 48 business hours
Discovery Brief
Send a message

Not ready for the full discovery brief? Drop a message here and we'll be in touch.

Message received.

We'll review your message and be in touch within 48 business hours. In the meantime, feel free to start the discovery brief at machinamirae.com/discovery.