NEURONES 3D, your spatial AI software, classifying a LiDAR street scene into ground, vegetation, and buildings

FOUNDING WINDOW · CLOSES TUE 7 JUL, 23:59 PARIS

Four AI systems.
Built. Yours to own.

Q: What hardware do I need, and which parts need a GPU?

Everything is tested on Windows. Some systems need an NVIDIA GPU with CUDA, in particular the video to 3D Gaussian splat to floor plan reconstruction, which is GPU heavy. Others run fine on a normal laptop or CPU: the frugal geometric segmentation system needs no GPU at all. The text-prompted segmentation and the point cloud to twin steps run faster with a CUDA GPU, and a free Google Colab GPU works for those if your machine has none.

Q: What happens after 7 July?

The founding price rises and the free Point Cloud and Splat Course gift goes away. Enrollment stays open all summer at the higher price. Access is never gated, only the founding price and the gift are.

Not a course you watch. Four working systems, handed to you as runnable code you keep and extend. Capture a space, let the point cloud understand itself, deliver a floor plan or digital twin a client pays for.

Capture Understand Deliver

See the two doors Meet the four systems

Software

Systems, yours to own

15 yrs

of R&D at your disposal

Founding price and the free gift close in —days —hrs —min —sec After Tue 7 Jul, the founding price rises and the gift is withdrawn. Enrollment stays open all summer.

UTwente·ULiege·ISPRS·Airbus·CNES·BMW

2,983

Students trained

80+

Countries

12+ yrs

Research & field

Qualiopi

Certified academy

WALK-THROUGH

Let me walk you through it

Before you decide, watch this short walk-through. I open up the four systems and show how they fit together, so you can see exactly what lands in your hands.

3D Forge walk-through · Dr. Florent Poux

WHAT YOU GET

Four systems. Yours to keep.

This is finished software, not a backlog. You do not build it, I already did, so it is almost like having your own senior developer on the bench for free. Each system ships as code you run today, with a recorded walkthrough of how it works under the hood. Use it straight away, or extend it into your own product. Code you own, no labeling budget, no research team required.

A point cloud answering a typed query, segmented by a vision-language stack

System 1Understand

Text-Prompted 3D Segmentation

Type a sentence, “every pipe”, “all the walls”, and the point cloud answers. Zero annotation, no training set. Stack: SAM 3, Grounding DINO, and a VLM working together.

You walk out withA prompt-driven segmentation tool that labels a raw cloud from plain language.

A point cloud split into clean geometric regions using descriptors alone

System 2Understand

Unsupervised Geometric Segmentation (Frugal)

Splits a cloud into clean regions using geometry alone. No labels, no model, no heavy GPU, it runs on a laptop. This is my PhD lineage, region growing plus geometric descriptors, defended in 2019 and rebuilt for 2026. The spine of the whole camp.

You walk out withA frugal segmenter that carves any cloud into regions on the machine you already own.

A phone-captured space turned into a Gaussian splat and a measured floor plan

System 3Capture

Video to Floor Plan

Walk a space with a phone. Out comes a 3D Gaussian splat, then a measured 2D floor plan. The surveyor and AEC magnet, the thing a client recognises in one glance.

You walk out withA pipeline that turns a phone walkthrough into a scaled floor plan.

A point cloud converted into a clean textured mesh and a queryable twin asset

System 4Deliver

Point Cloud to Twin

Any point cloud or splat (including World Labs Marble scenes) becomes a clean, game-ready textured mesh or a queryable digital twin, a scene graph a client pays to keep updated.

You walk out withA converter from raw cloud to a clean mesh or a queryable twin.

HOW THIS ACTUALLY WORKS

You get me as your system architect, and the finished engines.

Everything is already built for you. You get direct access to all four systems as runnable code, plus recorded walkthroughs where I open each one up: how it works, what it does, the key components under the hood, and how you extend it or use it straight in your own sessions.

So you leave with both things at once: the working systems in your hands today, and a real understanding of why they work. Run them as they are, or take them apart and make them your own. I have done the hard part. You get the head start.

Picture a professional athlete handing you his actual techniques, his real gear, and his team, not a poster on the wall. You train with the real thing, and you keep it. That is what this is.

FROM PEOPLE WHO SHIPPED

What builders did with the same methods.

Real words from people who learned these exact pipelines here, the ones the Forge now hands you as finished systems.

“The region-growing plus learned-feature pipeline cut our manual classification work in half on a 600M-point urban dataset. We finally retired the spreadsheet.”

“The SuGaR mesh extraction workflow is what finally made splatting viable for our CAD deliverables. Clean geometry, clean pipeline, clean handover.”

“Our team processed 200M points for a highway survey. Before this course, we were stuck at 10M with crashes. The memory management module saved us weeks of work.”

FOUNDING PRICE · OPEN UNTIL 7 JUL

Two doors. One decision.

Take the four systems on their own, or take them inside the wider 3D AI education. Both open the same engines today.

Build Camp

The four systems, yours to keep

For the engineer or founder who is done collecting tutorials and wants runnable engines to ship AI-native 3D pipelines. You get all four as code, with the walkthroughs, and keep them.

€697 €797

Founding price, locked through 7 July. Rises to €797 after the window.

All four systems as runnable, forkable code
4 recorded walkthroughs, each system opened up under the hood
12-month founding membership, community, weekly office-hours thread, the daily Spatial AI report
Founding-window gift: the Point Cloud + Splat Course, free
90-day transformation guarantee, the return is the promise

Join the Build Camp, €697

Founding rate locked for life for this cohort.

Best value

Founding Architect

The systems, plus the whole education

For the professional who wants the four engines and the full path around them. You get Build Camp, then the first tier of the 3D AI Architect program on top.

€1,497

Everything in Build Camp, plus the Foundation tier of the Architect program.

Everything in Build Camp
The first tier of the 3D AI Architect program (Foundation)
The full Accelerator, every episode
The complete course library
The Neurones 3D software, yours to keep

Become a Founding Architect, €1,497

The systems plus the education that surrounds them.

Join in the window, get the Point Cloud + Splat Course free.

For anyone new to the academy, the full Point Cloud + Splat Course comes with the camp at no extra cost, but only inside the founding window. It is the fastest on-ramp to the four systems, the vocabulary and the handling you will lean on from session one.

Free until Tue 7 Jul, 23:59 Paris · then withdrawn

Secure checkout, encrypted payment, 90-day transformation guarantee.

AFTER YOU ENROLL

What happens once you are in

Here is exactly what opens up the moment you enroll, from your first login to your first build.

After you enroll · 3D Forge: Build Camp

WHO BUILT YOUR SYSTEMS

Dr. Florent Poux

I have spent twelve years bridging 3D research and projects that ship. Research at ULiege and UTwente, ISPRS-recognised work, consulting for mapping, surveying and AEC firms across Europe. The academic side and the field side, kept honest against each other.

The Forge is the part of that work I am handing you to run yourself. Four systems I actually use, given to you as code, with walkthroughs that surface the production decisions nobody writes about because “it is obvious once you have shipped one”. It is not obvious. That is the whole point of opening them up.

PhD 3D Geomatics O’Reilly author ISPRS award 1,500+ citations ULiege + UTwente Qualiopi certified

STRAIGHT ANSWERS

The questions I get over coffee.

Tested setup, no surprises

Everything is built and tested on Windows. Some systems need an NVIDIA GPU with CUDA, in particular the video to 3D Gaussian splat to floor plan reconstruction, which is GPU heavy. Others run on a normal laptop or CPU: the frugal geometric segmentation needs no GPU at all. The text-prompted segmentation and the point cloud to twin steps run faster on a CUDA GPU, and a free Google Colab GPU covers those if your machine has none.

What do I get the moment I join?+

Instant access to all four systems as downloadable, runnable code, the four recorded walkthroughs, and the founding membership area. One payment, lifetime access to everything in the bundle, your founding rate never rises.

What hardware do I need, and which parts need a GPU?+

Everything is tested on Windows. The frugal geometric system (System 2) runs on a laptop with no GPU. Some parts do need an NVIDIA GPU with CUDA, in particular the video to floor plan reconstruction (System 3), which is GPU heavy. The text-prompted system (System 1) and the twin step (System 4) run faster with a CUDA GPU, and free Google Colab GPUs work fine for those when you do not have one locally.

What does “you keep the code” mean?+

Every system ships as code you own and can fork. No watermark, no rented platform, no per-seat fee. Deploy it under your own product name and extend it for years.

Build Camp or Founding Architect, which one?+

Build Camp gives you the four systems and the membership. Founding Architect adds the first tier of the 3D AI Architect program: the full Accelerator, the complete course library, and the Neurones 3D software. Pick Build Camp for the engines, Founding Architect for the whole education around them.

What happens after 7 July?+

The founding price rises and the free Point Cloud + Splat Course gift goes away. Enrollment stays open all summer at the higher price. Access is never gated, only the founding price and the gift are.

What is the guarantee?+

If you genuinely engage with the systems and within 90 days you have not seen real transformation in how you build spatial AI, or within 30 days you have not gained a new vision of what is possible, reach out and we will make it right. The promise is built around the return you get and the way you work afterwards, not a money-back reflex.