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Aura Workspace

A spatial 3D command center - live Monte Carlo SaaS scenarios through a Python engine, not client-side fake math.

Client
Fluxis Labs (portfolio exhibit)
Role
Product architecture, 3D frontend, and Python simulation engine
Year
2026
Status
Live
Visit site(opens in new tab)View code(opens in new tab)
Monte Carlo
1000x12
WebGL scene
3D
Vitest + pytest
CI
Vercel + Render
Live
Desktop command center - Control Deck, 3D nodes, and the AI copilot on one HUD.
Desktop command center - Control Deck, 3D nodes, and the AI copilot on one HUD.
Month-12 KPIs and copilot insights over the annual profit distribution.
Month-12 KPIs and copilot insights over the annual profit distribution.
Boot screen that waits for a real Python engine wake before ENTER AURA unlocks.
Boot screen that waits for a real Python engine wake before ENTER AURA unlocks.
In-app case study covering architecture, Monte Carlo, and the security boundary.
In-app case study covering architecture, Monte Carlo, and the security boundary.
Mobile HUD - 3D scene, month KPIs, and copilot insights stacked for a phone.
Mobile HUD - 3D scene, month KPIs, and copilot insights stacked for a phone.
Mobile Control Deck drawer - the same sliders and presets as desktop.
Mobile Control Deck drawer - the same sliders and presets as desktop.

Challenge

Most portfolio dashboards either fake numbers in the browser or hide a thin API behind pretty charts. We needed a public exhibit that proves three skills at once - nontrivial Python simulation, WebGL craft, and production-grade security - without paid infrastructure or invented fallback math.

Approach

Every slider change hits a Vercel Route Handler (Zod in/out, server-only secret), then a FastAPI engine on Render that runs 1000 Monte Carlo iterations across 12 months. The browser never talks to Render, never computes business numbers, and never receives sentences - only insight codes that EN/SR dictionaries localize. The 3D scene (React Three Fiber) redraws seven nodes from those server results alone. A boot screen waits on a real engine wake before ENTER AURA unlocks.

Results

The exhibit is live at fluxis-labs-aura-workspace.vercel.app with a public MIT repo. Quality gate on every push: ruff + pytest + pip-audit on Python, and tsc + ESLint + Vitest + Next.js build on Node. Hosting stays at 0 USD (Vercel + Render Free). Shareable URLs freeze slider state so a LinkedIn demo can open Overload Crisis from a pasted link.

Stack

Next.jsThree.jsPythonFastAPINumPyVercel

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