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GPU Allocation & Operations Platform

Every GPU, Accounted For

NVIDIA's internal GPU operations platform: real-time allocation tracking across three clouds.

Role

Software Engineer — Team Lead

Company

Appperfect Corp.

Client

NVIDIA

Team

6 engineers

Period

Feb 2021 — Dec 2025

03

Fig. — generative stand-in

2021—25

Built with

Next.js 14 (RSC)ReactReduxTailwind CSSHeadless UIFastAPIAzure OpenAIPostHog

Context

A mission-critical workflow with no margin

GPU allocation across GCP, Azure and Oracle Cloud is a scheduling problem where being wrong is expensive and being slow is worse. The internal platform tracking it had to read and write at conversational speed.
I led a team of six engineers building it, and owned the frontend architecture.

Approach

Server components, optimistic client

The frontend is Next.js 14 — React Server Components and edge functions — with Redux for client state, Tailwind for the system, and Headless UI as the accessible primitive layer.
Low-latency reads and writes come from optimistic updates and layered caching, so a real-time workflow feels immediate instead of merely fast.
The data-heavy surfaces are the platform: advanced tables with complex multi-dimensional filtering, and interactive charts built to WCAG standards that were adopted as the baseline across the product.
I integrated a FastAPI and Azure OpenAI conversational assistant into the frontend so allocation and delivery-timeline questions could be asked in plain language.

Outcome

Owned beyond the interface

I owned CI/CD and the PostHog product-analytics infrastructure, and worked daily with design in Figma and with remote stakeholders through agile ceremonies.
The accessibility standards set on these charts and tables became the platform-wide default.

00

Engineers led

00

Clouds in one live view

WCAG

A11y baseline adopted platform-wide

Allocation board — live state across GCP, Azure and Oracle Cloud
Multi-dimensional filtering on data-dense tables
Natural-language query assistant over allocations

Open to senior frontend & full-stack roles

murtaza.bohra8999@gmail.com