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

•

Library

•

Enterprise

Up to 50% OFF

Offer valid on selected items on our website

2,800+ engineers read my weekly notes

Each Sunday I send one note on 3D deep learning, neural rendering, or something I shipped that week. No drip funnels. Unsubscribe anytime.

Read by engineers at Meta, Airbus, CNRS, Trimble. Zero spam.

Your Master Guide

Meet Dr. Florent Poux

I’ve walked the full path. From field surveys and excavations, to a PhD and professorship, to building real products companies pay for. I’ve guided thousands of engineers out of tutorial hell, and I can get you there too.

Author & Researcher

O'Reilly author, ISPRS Dangermond awardee, 50+ peer-reviewed papers.

Industry Leader

Engineers from Meta, Airbus, Trimble and CNRS run my code in production.

Field Pioneer

15 years in the field. From archaeology to LiDAR to neural architectures.

Founder

I build the tools I teach. My stack is what I actually ship, not what looks good on a slide.

I don’t teach the theory I read. I teach the decisions I made, the mistakes I paid for, and the systems I still use. That’s the shortest path I know.

— 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

•

4 episodes — complete Act I: "The Vision"

•

Build your first intelligent point cloud

•

Ship a working 3D Data Explorer app

•

Pre-configured software stack for 3D processing included

•

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

•

Handout PDFs: Landscape Map + Format Cheat Sheet

•

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

•

20+ standalone courses, blueprints & OS tracks

•

Handpick the topics you need most

•

At least 2 new course releases per year

•

Full code repositories for each course

•

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

•

Spatial Accelerator — 19 episodes, 17 production artifacts

•

Full course library + 3D AI Architect ebook

•

Neurones 3D + Florent's Software Stack

•

Monthly drops: briefing, project briefs, code templates

•

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

•

Custom Architect Program for your team

•

Multi-seat licensing (5–100+ people)

•

On-site training available (Europe)

•

Custom project briefs on your company's data

•

Weekly dedicated mentoring sessions

•

Invoice-based payment + PO support

Neurones 3D

INCLUDED IN ALL TIERS

•

Intelligence-driven 3D R&D platform

•

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

•

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

•

Visualize, process, segment, classify, export

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

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

•

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

•

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

•

10k+

Students Trained

500+

Companies Served

98%

Success Rate

5★

Average Rating

Industry Updates

Trends, innovations, and expert perspectives

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

A complete Python pipeline for 3D point cloud labeling from phone photos using interactive painting, pinhole projection, and KD-tree fusion...

3D Pipeline Architecture: A Founder’s Blueprint

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

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

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

3D Scene Graphs for Spatial AI with NetworkX and OpenUSD

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

3D Reconstruction Pipeline: Photo to Model Workflow Guide

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

Synthetic Point Cloud Generation of Rooms: Complete 3D Python Tutorial

This tutorial teaches you how to develop a Synthetic point cloud generation engine in Python using NumPy and Open3D, enabling...

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

Start with the free mission

See how I work before you commit to anything.

No email required • Instant access • 100% Free

Join thousands of professionals who started their 3D journey here.
Your information is secure and never shared.

Stay Connected

Reach out or book a call to keep learning

Reach out for tailored support, or book a call to have more information about new courses .

Never Miss an Update

Get weekly insights on 3D data science, tutorials, and industry trends delivered to
your inbox

Join 12,000+ subscribers. Unsubscribe anytime.