100% Free • No Credit Card
Build Your First Intelligent Point Cloud in 15 Minutes
I'll walk you through it step by step. Raw LiDAR scan in. Classified, queryable 3D scene out. No theory. Just working code you keep forever.
Preview: Zero to Intelligent Point Cloud in Python
Welcome — let's get you started
100% Free • No Credit Card
I built this so you can see exactly how I work before committing to anything. 4 full episodes. Real industrial datasets. A pre-configured software stack. And a working app you build and ship yourself.
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Why this matters more than ever
In the AI era, anyone can generate code. But code isn’t architecture. AI can spit out a segmentation script in seconds. It can’t decide which method fits your LiDAR dataset, your client’s accuracy targets, or your deployment constraints. That call is still yours.
Your Mentor
Research-backed. Practice-tested.
I teach what I actually ship.
I teach the way I wish I’d been taught. Close to your real objective, honest about tradeoffs, and structured so you don’t waste time guessing. Every episode earns its place.
FREE EXPERIENCE
What You'll Get (Free)
Enough to see how I actually work. And enough to decide if the full program fits.
Episode 0 : Welcome Program Orientation
The complete ecosystem walkthrough. How the Spatial Accelerator, OS courses, monthly drops, and Forge apps fit together. You’ll know exactly where you’re going.
The complete ecosystem walkthrough. How the Spatial Accelerator, OS courses, monthly drops, and Forge apps fit together. You’ll know exactly where you’re going.
Why 3D AI is the most valuable skill to learn right now. The market, the skills gap, where the NVIDIA stack fits in. Includes the 3D AI Landscape Map (PDF).
Your first build. Load a real TLS scan. Run a pre-trained classifier. Visualize it in Neurones 3D. Working pipeline in 15 minutes. Python code and dataset included.
Episode 3 : How Machines See 3D
Points, semantics, topology. Build a 3D Data Explorer app. Load any scan, color by attributes, export PLY + GLB. Includes: App source code + Format Cheat Sheet (PDF).
Points, semantics, topology. Build a 3D Data Explorer app. Load any scan, color by attributes, export PLY + GLB. Includes: App source code + Format Cheat Sheet (PDF).
Gift — First chapters of the 3D AI Architect ebook
Yours to keep. Covers the foundations you’ll build on throughout the entire program.
Yours to keep. Covers the foundations you’ll build on throughout the entire program.
Free Innovation Sprint
What You'll Get (Free)
Enough to see how I actually work. And enough to decide if the full program fits.
Part 1: The 30-Minute Build
Watch me code a complete point cloud processor from scratch. We’ll load a LAS file, filter noise, and segment ground points using Python. No black boxes.
Part 2: The 7 Systems Framework
Understand the complete landscape of 3D AI. From photogrammetry to neural rendering (NeRF/Gaussian Splatting) to agentic AI. See exactly where you fit.
Part 3: Your Starter Kit
Download the exact code templates used in the demo. Plus a curated library of datasets and research papers to fast-track your learning.
Most Popular
Here's What Happens Next
Simple 3-step process to get started.
1
Act II: The Intelligence
(Ep 4–7)
Segmentation Workbench app · Random Forest classifier · HITL Annotation Tool app · Scene Graph engine
2
Act III: The Frontier
(Ep 8–12)
Toolkit cheat sheet · COLMAP + Gaussian Splatting · Foundation model zero-shot · AI Agent · Digital Twin with VLM
3
Act IV: The Forge
(Ep 13–17)
Format Converter .exe · Classifier .exe · Photo-to-3D .exe ·
Change Detector .exe · Floorplan Generator .exe
Ready to
Start Your Journey
Join 2,800+ engineers who turned spatial data into production systems. 100% free.
No credit card required.
No credit card required.
✓ Used by teams at Meta, Airbus, CNRS
Success Stories
What Others Built After the Free Sprint
Real results from people who started exactly where you are.
“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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Your project could be next
A community of builders solving real problems with spatial AI. Start free. See what fits before you commit to anything.
Architect Spatial Intelligence.
The Brain-to-Deploy methodology. From first principles to production-grade 3D AI.
The Foundation
€1 997 €7 249
Founding Price Lifetime Access
Master the core 3D AI stack. For innovators building a strategic edge in spatial intelligence.
- Spatial Accelerator (17 Episodes) The 17-episode deep-dive on the Brain-to-Deploy methodology. From mental models to shipped production systems.
- Full 3D Course Library (20+ Courses) The complete curriculum. Point clouds, meshing, segmentation, deep learning 3D, spatial reasoning.
- Neurones 3D Software Suite The software suite I built to unify 3D reconstruction, segmentation, and spatial analysis in one stack. Standard commercial license included.
- Monthly Spatial AI Nuggets A monthly briefing on what moved in 3D AI. Research, code, and market signals I think you should know.
- Private Job & Market Intelligence
Best Value
Professional
€2 997 €13 997
Founding Price Lifetime Production Access
Scale from prototype to industrial-grade deployment. For founders architecting proprietary spatial systems.
- Everything in Foundation
- 4 OS Deep-Dive Production Tracks Complete tracks: Spatial Reconstructor, Segmentor, Deep Learning 3D, and more. Each ships with 12 months of active updates and support, with optional annual renewal. Each track valued at €1,497.
- 5 Forge .exe Apps + AI Agent Toolkit Five ready-to-run Windows apps plus the AI agent toolkit. Run 3D AI pipelines without touching infrastructure code.
- 12-Month Strategic Production Briefs Every month I spot a real market opportunity and hand you the full step-by-step blueprint to build it. Twelve briefs, twelve shipped tools or software over the year.
- Monthly Live Q&A Sessions Monthly live calls. Ask anything technical or strategic and get a direct answer from me.
Architect
€4 997 €19 249
Strictly Limited: 15 Seats Direct Access
Elite 1-on-1 advisory. I personally review your architecture and deliver custom Brain-to-Deploy blueprints.
- Everything in Professional
- Onboarding + Annual Strategy Sessions A kickoff session to map your system, plus recurring strategy calls where I pressure-test your architecture and roadmap.
- Private 48h Priority Channel A direct line to me for architecture reviews and technical unblocks. Guaranteed response within 48h on business days.
- Co-Built Custom 3D AI Solution Not built for you, but with you. I code alongside you to architect and ship a custom 3D AI solution for your specific use case.
- Portfolio & Project Endorsement
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 .
Let’s Connect
Send us your questions and ideas and we will define the best path forward