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3D AI Architect & O'Reilly Author

Build Spatial AI Systems You Actually Ship

I'll take you from raw point clouds to a deployed app in under 30 days. No black boxes. No rented infrastructure. Just code you own and judgment you keep.

Program

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Library

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Enterprise

Up to 50% OFF

Offer valid on selected items on our website

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Your Master Guide

Meet Dr. Florent Poux

The unique bridge from field experience to academic excellence to entrepreneurial success. Dr. Poux has guided thousands from confusion to mastery in the 3D geodata realm.

Author & Researcher

Published expert in spatial AI and
3D reconstruction

Industry Leader

Trusted by professionals at
Google, Intel, and beyond

Field Pioneer

Real-world experience from
excavation to innovation

Founder

Building the future of spatial
intelligence

“From excavation sites to AI breakthroughs – I’ve walked every
step of this journey. Now, I’ll guide you on the fastest path to
3D mastery.”

— Dr. Florent Poux

Three entry points. Pick the one that fits.

Three entry points. Pick your path.

Learn

Pick a single blueprint and solve one problem. Self-paced. No commitment.

Perfect for self-directed learning

Build

The full program. 19 episodes, 17 real artifacts you build and keep. Clarity from episode 1.

Complete transformation path

Scale

For teams and R&D units. I come in, we build with your data, your people leave with the skills.

For organizations scaling AI

Your Journey

The Learning Path

Four doors. Start anywhere.

Free Experience — Act I of the Spatial Accelerator

START HERE

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4 episodes — complete Act I: "The Vision"

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Build your first intelligent point cloud

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Ship a working 3D Data Explorer app

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Pre-configured software stack for 3D processing included

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First chapters of the 3D AI Architect ebook (gift)

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Handout PDFs: Landscape Map + Format Cheat Sheet

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Self-assessment: find your starting point

19 episodes. 17 real artifacts. From raw scan to a deployed .exe your clients can run. Act I is free. The rest lives inside the program.

The Library

CONTINUE LEARNING

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20+ standalone courses, blueprints & OS tracks

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Handpick the topics you need most

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At least 2 new course releases per year

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Full code repositories for each course

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Start from free, go as deep as you want

The complete library is included in the 3D AI Architect Program.

FLAGSHIP PROGRAM

3D AI Architect Program

3 tiers: Foundation · Professional · Architect

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Spatial Accelerator — 19 episodes, 17 production artifacts

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Full course library + 3D AI Architect ebook

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Neurones 3D + Florent's Software Stack

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Monthly drops: briefing, project briefs, code templates

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Spatialetics community + Job & Market Board

PROFESSIONAL adds: OS tracks (80+ hrs) · Forge .exe apps · AI agents · Services access

ARCHITECT adds: 4 Sprint slots with Florent · Private channel · Strategy calls · Endorsement

Enterprise — Professional Development

TEAMS & ORGANIZATIONS

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Custom Architect Program for your team

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Multi-seat licensing (5–100+ people)

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On-site training available (Europe)

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Custom project briefs on your company's data

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Weekly dedicated mentoring sessions

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Invoice-based payment + PO support

Neurones 3D

INCLUDED IN ALL TIERS

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Intelligence-driven 3D R&D platform

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Bring intelligence to any point cloud — demystify every step from raw data to production insight

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100% Python: everything the GUI does, you can script

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Visualize, process, segment, classify, export

The complete library is included in the 3D AI Architect Program.

O'Reilly Published

Master 3D Data Science with Python

Transform raw 3D point clouds into intelligent spatial systems. From foundational concepts to production-ready AI models, this comprehensive guide takes you on a journey through the
complete 3D data science ecosystem—proven methods used by industry leaders at Netflix, Meta, and Airbus.

4.9/5 Rating

15,000+ Readers

420 Pages

Also available on Amazon, Apple Books, and other major retailers

Trusted by Industry Leaders

Professionals at Leading Companies
Trust Our Training

Real results from real professionals.

“Finally understood the full picture. The 7 Systems framework made everything click. Enrolled in the full program the next day.”

Dr. Ana Lopez

Researcher

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Technical University of Madrid

Used the starter templates to pitch my CTO. Got approved for the full program + AWS budget. This free sprint paid for itself 100x.

Raj Kumar

ML Engineer

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PropTech Startup

“The free sprint showed me I didn’t need a PhD. I went from complete beginner to processing LiDAR scans inproduction within 3 months.”

James Morrison

Civil Engineer → Spatial AI Lead

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4k+

Students Trained

500+

Companies Served

98%

Success Rate

5★

Average Rating

Industry Updates

Trends, innovations, and expert perspectives

Scan-to-BIM & Digital Twins, Spatial AI & Automation

3D Spatial AI for AEC: The Offline Stack That Replaces 6 Weeks of BIM Work

Prof. Florent Poux
May 19, 2026

From the NXT BLD 2026 stage and the reality capture panel: the local-first cognition stack for 3D spatial AI for AEC. Smart point cloud in,...

3D Computer Vision

3D Point Cloud Labeling from Photos with Python (and why AI can’t design it for you)

Prof. Florent Poux
April 3, 2026

A complete Python pipeline for 3D point cloud labeling from phone photos using interactive painting, pinhole projection, and KD-tree fusion — no GPU required....

Spatial AI & Automation

3D Pipeline Architecture: A Founder’s Blueprint

Prof. Florent Poux
October 17, 2025

It was a Tuesday when I got the call. A €40,000 project was completely stalled, burning cash every hour. The reason? The one person who...

3D Reconstruction & Photogrammetry

Multi-View Engine for 3D Generative AI Models (Python Tutorial)

Prof. Florent Poux
September 22, 2025

Generate perfect multi-view 3D training data without cameras. Mathematical algorithms create optimal viewpoints for Gaussian Splatting in minutes, not days. Stop Shooting Photos for 3D...

3D Computer Vision

3D Scene Graphs for Spatial AI with NetworkX and OpenUSD

Prof. Florent Poux
June 30, 2025

Learn to build intelligent 3D scene graphs from point clouds using Python, NetworkX, and OpenUSD. Complete tutorial access with LLM integration for spatial AI. The...

3D Reconstruction & Photogrammetry

3D Reconstruction Pipeline: Photo to Model Workflow Guide

Prof. Florent Poux
April 21, 2025

The 3D Reconstruction pipeline, to get from 2D photographs to 3D models follows a structured path. This path consists of distinct steps that build upon...

Frequently Asked Questions

What's the difference between the Program and the Library?

The Library (EUR 59/month) is a pick-and-choose shelf. 30+ micro-courses, one at a time, on the exact topic you need. The 3D AI Architect Program is the full path. Lifetime access, 19 episodes, 17 artifacts you build, plus a community I’m active in every week. Three tiers: Foundation EUR 1,497, Professional EUR 2,497, Architect EUR 3,997. All founding prices.

Do I need a PhD or advanced mathematics background?

You need intermediate Python and a rough sense of what a point cloud is. That’s it. I explain the math as we go, and I favor intuition over proofs. Most students are working engineers, not academics.

Can I use this for commercial projects?

Yes. Full commercial license included with the Program. Use all code in your products, consulting work, or internal systems. Only restriction: you can’t resell the course itself as training material.

How long does it take to complete the Program?

You get clarity from episode 1. Your first working artifact ships inside 15 minutes. A focused week full-time covers the accelerator. A relaxed pace at 10 hours a week runs under 30 days. And lifetime access means you can come back whenever your project demands it.

Is there a refund policy?

90-day refund. Apply the material. If you don’t see the value after actually using it, email me and I send the money back. No forms, no friction.

What tech stack do you use?

Python, PyTorch, Open3D, NumPy for core AI. FastAPI, Docker, React Three Fiber for deployment. Everything is production-grade and industry-standard. Every system includes complete code repositories and deployment scripts.

Do I need a GPU?

Recommended for deep learning systems (4, 5, 6). I provide Google Colab notebooks (free GPU) for all GPU-intensive modules. You can complete the entire program without owning a GPU.

Limited Time - Free Access

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