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★★★★★
“I built a spatial agent that walks our scan-to-BIM pipeline end to end. The tool-calling chapter clicked in a way no LLM tutorial ever did for me.”
PRIVATE INVITATION · NOT A PUBLIC PAGE
Your industry.
Your industry.
Your AI.
Your name on it.
The program that makes one person worth a team. You learn to build and direct your own spatial AI assistant, ship real systems in weeks not years, and stay vendor-neutral for the decade ahead.
You are reading this because you are on my list. This page is not linked anywhere on the site and is not indexed. The price below is your price, applied automatically through this link. Please keep it to yourself.
Engineer
Researcher
Developer
Technician
Consultant
One assistant
17
Episodes, 6 Acts
6
Shipped systems
Lifetime
Access
You start the day you join. Nothing here waits for a cohort.
A fresh jobs, papers, funding and blueprint pack lands every month.
WATCH FIRST
The shift to physical AI, in four minutes.
Spatial intelligence, world understanding, real 3D systems you build and ship. A direct look at what you create inside the program, and why I built it the way I did.
Spatial AI Insider Preview · Dr. Florent Poux
THE SHIFT
Operator today. Architect in hours.
Your industry is splitting in two. Pick the side you want to be on.
Today, the operator
- Cleans scans by hand, runs tutorials that never fit the data.
- Delivers meshes. Someone else captures the value.
- Chases tools, no spine tying them together.
- Quietly squeezed by AI and offshore rates.
Hours from now, the architect
- Owns a pinned, reproducible 3D AI stack.
- Directs a personal AI that engineers, researches, codes, consults.
- Ships six real systems with your name on each.
- Gets hired, promoted, or booked as the one who does this.
WHAT YOU GET
Six pillars. One operating system.
Twelve years of consulting, research, and field work compressed into one program built for the AI age.
Six shipped systems
Every Act ends with a working deliverable. Viewer executable. Reconstruction engine. Labelling system. Classifier. Agent app. Digital twin. Yours, forever.
Brain-to-Deploy method
Intent, Plan, Execute, Verify. The four-step loop I use on client projects. It stays yours when the AI lands.
Neurones 3D software
Load, label, segment, reconstruct, agent-query. Not watermarked. Not rented. Forkable under your product name.
Course Library
Every specialty course: Gaussian splatting, PointNet, change detection, facility management, feature extraction.
4 Operating Systems
Reconstructor, Segmentor, Deep Learning, Spatial. The four production pipelines I use with consulting clients. Full stacks, not tutorials.
Human layer
From async office hours (Foundation), to physical AI training and priority support (Professional), to a private channel with me and a co-built custom solution (Architect).
TRY A REAL LESSON
Act 3, a real fragment. Straight from the Accelerator.
A small slice from Act 3 of the 3D AI Accelerator: RANSAC, Euclidean clustering, topology extraction. This is the exact pacing and density of every lesson inside the program, not a marketing clip.
THE SIX-ACT ARC
Six Acts. Six shipped systems.
Seventeen episodes take you from raw scans to a living digital twin. Every Act ends with software you own, tested, documented, ready to ship.
Act 1 · 3D Python Systems
Pin, Loader, Viewer, Script, Ship
The House Rule that turns a throwaway notebook into software that stands past Friday.
Your deliverableA multi-format 3D viewer packaged as a double-click Windows executable.
Act 2 · World Reconstruction
Reality, reconstructed
A model is not the building. It is a cropped, scaled, labelled abstraction that holds what the client can act on. 3D Gaussian splatting, metric scaling, control-point discipline.
Your deliverableA one-click reconstruction engine. Phone photos in, metric point cloud out.
Act 3 · Smart Point Clouds
Every point has a name
Stop producing geometry. Start teaching it to be understood. HITL labelling that keeps quality sharp for the lifetime of the dataset.
Your deliverableThe HITL labelling system. 3,000 hours compressed into 30 minutes of correction.
Act 4 · 3D Deep Learning
Train your own
Stop renting other people’s models. Train the one that makes your future real, on your data, under your name. PointNet-family, calibrated confidence per point.
Your deliverableAn end-to-end 3D classifier. Drop a LAS, get a classified cloud in 90 seconds.
Act 5 · Spatial Agents
The reader for your point clouds
Your cloud is a carpet nobody reads. The agent is the reader that answers the client’s question before lunch. Planner, tools, verifier.
Your deliverableAn agentic spatial web app. Planner plans, your tools execute, verifier checks.
Act 6 · Digital Twin
A twin that keeps breathing
50M points compressed into 400 walls, 50 rooms, 120 doors. The lossy reduction facility managers pay to keep updated. Plus the residuals file that wins disputes.
Your deliverableA digital twin geometric engine, queryable, defendable, yours.
Certification
Finishing the Acts and earning the 3D Spatial AI Architect title are two different things. The title is defended in front of a small panel, with your six deliverables on the table. Bring the ugly slide, the failure case you fixed at 2am. That is the slide that separates “finished the videos” from “earned the title”.
VENDOR-NEUTRAL FREEDOM
You own everything. Forever.
No platform you will get priced out of. No model you can lose overnight. No SaaS that disappears when the vendor pivots.
✓
Your code
Every line. Forkable. Commit it to your own repo. Deploy under your product name.
✓
Your models
Weights you trained on your data. Exportable, portable, runnable offline.
✓
Your systems
Six shipped deliverables. Extend them for the next decade without asking permission.
✓
No lock-in
Open formats. Standard libraries. Zero proprietary traps, zero recurring fees.
✓
Ships today
The code runs on your laptop today. You stop waiting for “when I have time” and start this weekend.
✓
Grows with you
Lifetime access, with roughly four major content drops a year plus the monthly deliverables, included.
THE SOFTWARE, INCLUDED
The Neurones 3D Software Suite. Yours to keep.
Not a trial and not a seat you rent. It installs on your own machine and runs with no account and nothing in the cloud. The suite has three parts, named after what they do rather than after a tier: Learning ships with Foundation, Science is added by Professional, and the Engine is the standalone processing core you can already download for free.
Neurones 3D (Learning) Foundation and up
The guided workspace. Load a raw scan, classify it, measure it, cut sections, export what the client asked for. It is the tool you learn on, and the one you keep working in afterwards, with a commercial licence included.
Neurones 3D (Science) Professional
The research toolchain. Batch experiments, custom model training, and the evaluation tooling behind the production tracks, so you can test a method against your own data instead of taking a paper’s word for it.
Updates, for as long as you use it
Access is lifetime. New Acts, new courses and new tooling land as they ship. An optional annual renewal keeps the newest content coming after your first year: €697 on Foundation, €497 on Professional and Architect.
Support from me, not a ticket queue
Async office hours on Foundation, priority on Professional, a private direct line on Architect. You are answered by the person who wrote the material.
Jobs and opportunities
A private job and market board, plus the monthly intelligence pack: live roles and tenders, a papers brief, funding and grant calls, and a fresh build-along blueprint.
WHAT YOU ARE PROBABLY WEIGHING
No pitch. Just an honest read.
This is a serious commitment, and you should treat it like one. I am not going to try to convince you. Instead, here is a plain account of the three things most people sit with before they decide. Read them, and judge for yourself.
What you might be thinking
“I don’t have the time for this.”
An honest answer
Fair. You have a job, and this is not a course you can half-watch on a commute. So it is built to fit a working life, not to demand you abandon one.
- Fully self-paced. Start tonight, set it down for a month, pick it back up.
- No drop-out clock. Nothing expires while you live the rest of your life.
- Each deliverable is weekend-sized, not sabbatical-sized.
The real question. Not whether you have time, but whether this is worth carving some out for. Only you can answer that.
What you might be thinking
“This is a lot of money.”
An honest answer
It is. This is a premium program, priced like one, and I have made no effort to pretend otherwise. At this level, the price is a filter, not a hurdle.
- The Course Library alone, bought separately, already exceeds the Foundation price.
- If it helps, you can spread it across 3 instalments.
- A 90-day guarantee if you do the work and see no change.
- Lifetime access, with updates and support included.
The people this is for tend to recover the cost in a single contract, role, or project. If that is not obviously you yet, it is honest to wait.
What you might be thinking
“I’m not sure I’m ready yet.”
An honest answer
Almost nobody feels ready, and waiting to feel ready is usually how a good year quietly becomes five. Readiness is built inside the work, not before it.
- Designed for working pros at mid-level Python. No prior deep learning needed.
- Concepts arrive exactly when a deliverable needs them, never piled up front.
- The sample lesson is the exact pacing, so there is no surprise deep end.
This was never a skill question. It is a decision. The ones who finish simply decided, then let the program do its part.
STUDENT VOICES
They chose the architect side.
A slice of what the program does for working pros across 80 countries.
★★★★★
“Scan-to-BIM used to be a three-week manual modelling job. It is a two-day automated workflow now. We closed three new heritage contracts the same quarter.”
★★★★★
“I am a surveyor with 20 years of field experience. This gave me the Python and AI skills to modernise our entire workflow. Best investment I have made in my career.”
★★★★★
“We replaced a brittle classical pipeline with a sparse-conv network thanks to this program. Production accuracy jumped from 78% to 94% on the same data.”
★★★★★
“Florent treats agents as engineering, not magic. The evaluation harness alone changed how my team measures whether an agent is actually useful.”
★★★★★
“Two factories, one onboarding script, identical deliverables. The program turned our scan-to-FM process from artisan craft into a repeatable product.”
YOUR MAILING-LIST PRICE
Really one choice. Foundation or Professional.
Every tier includes the full Accelerator, the Course Library and the Neurones 3D suite. What changes is the depth of the production stack and how much of me is with you. The Architect tier is full, so the decision in front of you is the first two. Your €500 members discount is already applied through this page, you do not need a code.
Foundation
Become the builder
For the self-driven professional who is done waiting for permission. You walk out the person who builds their own 3D spatial AI, end to end, on their own terms.
€1,497
€1,997
€500 off, because you are on my list. Applied automatically through this page, no code to enter. The public price is €1,997.
or a 3-payment plan with €500 off your first, choose payment plan
- 3D AI Accelerator, 17 episodes, 6 shipped systems
- Course Library
- Neurones 3D (Learning), yours to keep, commercial licence included see it
- Async office-hours rhythm
- Private job & market board and the monthly Spatial AI briefing
- Lifetime access, updates included
- 90-day transformation guarantee
Start as Foundation
€500 off, members only. 90-day guarantee.
Most chosen
Professional
Become the in-house architect
For the working pro who ships real 3D AI under deadline. You walk out the person your team and clients route their hardest spatial problems to, with the production stack to back it.
€2,997
or 3 × €999, payment plan
- Everything in Foundation
- 4 Operating Systems, Reconstructor, Segmentor, Deep Learning, Spatial
- Neurones 3D (Science), batch experiments, custom model training, evaluation tooling see it
- 5 Forge apps + AI agent toolkit
- Physical AI training, frontier-tracked
- Priority support
- Deployment playbooks from client work, and monthly live Q&A
- Monthly Intel Drop, twelve production briefs a year: jobs, papers, funding, blueprint
Go Professional
The tier most pros pick.
10 / 10 · Filled
Architect
Become the authority
For the ambitious innovator who wants their name on the frontier. You co-build a custom 3D AI with me, in private, and walk out a recognised spatial AI authority in your field. Ten seats, ever.
€12,997
Ten seats in total. All ten are taken for this window.
- Everything in Professional
- Onboarding + annual strategy calls with me
- Private channel, direct line to me
- Co-built custom 3D AI solution on your real use case
- Portfolio & project endorsement, public credit
- Priority placement in sprints structure
Cohort filled · 10/10 seats
This window is full. The next opening is rare. If you want your name on the list, write to me and tell me what you would build.
↓ Download the full syllabus (PDF)
Secure checkout, encrypted payment, 90-day transformation guarantee.
SIDE BY SIDE
What each tier includes.
Hover the icons for details.
| Foundation | Professional | Architect | |
|---|---|---|---|
| Price | €1,497 | €2,997 | €12,997 |
| 3-monthly payment plan | €166 then 2 × €666 | 3 × €999 | – |
| 3D AI Accelerator | ✓ | ✓ | ✓ |
| Course Library | ✓ | ✓ | ✓ |
| Neurones 3D (Learning) | ✓ | ✓ | ✓ |
| Neurones 3D (Science) | – | ✓ | ✓ |
| 4 Operating Systems | – | ✓ | ✓ |
| Monthly Intel Drop | – | ✓ | ✓ |
| Physical AI training | – | ✓ | ✓ |
| Priority support | – | ✓ | ✓ |
| Deployment playbooks | – | ✓ | ✓ |
| Async office hours | ✓ | ✓ | ✓ |
| Strategy call with Florent | – | – | ✓ |
| Co-built custom solution | – | – | ✓ |
| Portfolio endorsement | – | – | ✓ |
| Vendor-neutral, yours forever | ✓ | ✓ | ✓ |
| Lifetime access + updates | ✓ | ✓ | ✓ |
| 90-day transformation guarantee | ✓ | ✓ | ✓ |
WHO IS TEACHING
Dr. Florent Poux
I have spent twelve years bridging 3D research and projects that ship. Research at ULiège 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 Architect Program is the distillation of both. The curriculum I wish I had when I shipped my first industrial scan pipeline, plus the production decisions nobody writes about because “it is obvious once you have shipped one”. It is not obvious. It is the difference between a demo and a product.
I am teaching this because the skills gap is real, the window is open, and I would rather train the next generation of Architects than watch AI swallow the operator seat without a pushback.
PhD 3D Geomatics
O’Reilly author
ISPRS award
1,500+ citations
ULiège + UTwente
Qualiopi certified
STRAIGHT ANSWERS
The questions I get over coffee.
How long does it take?
Two focused hours a week over six weeks clears the core. Access is lifetime and updates are included, so there is no penalty for a slower run. Some Architects ship Act 6 much later, still fully qualified.
What Python level do I need?
Mid-level. Classes, file I/O, NumPy. No PyTorch expertise required. You will leave as one.
What hardware?
A CUDA GPU with 6+ GB VRAM is ideal for Act 4. CPU works for Acts 1 to 3 and 6. Free Colab GPUs also work.
When can I start, and what is the Intel Drop?
You start the moment you enrol. The Accelerator and Course Library are fully async, so there is no waiting for a cohort to open. The Intel Drop is the monthly intelligence pack for Professional and Architect members: curated jobs and tenders, a papers brief, funding and grant calls, and a fresh build-along blueprint. A new one lands every month, and you get the current one the day you join.
How long do I have access? Do updates stop?
Twelve months of continuous updates and support are included from the day you join. That covers roughly four major content drops per year plus the monthly deliverables. After 12 months, renew for a full additional year starting at €497.
Refund policy?
90-day transformation guarantee. Apply the techniques across your first 90 days. If you genuinely work through the Acts and see no transformation or results, email me and I refund everything. No form, no justification, no questions.
The guarantee is built for people who show up and do the work. Those who do routinely ship first-week deliverables worth more than €10,000, or automate research chores that save them weeks of manual time. That is why I can offer it.
Is this different from buying individual courses?
Yes, meaningfully. The Accelerator is only available inside the Architect tiers. The program integrates every course into one spine (the six Acts), plus the Neurones 3D software, the Brain-to-Deploy method, and the human layer. À la carte gives you content. The program gives you a system.
Vendor-neutral, really?
Really. Every deliverable is yours, forkable, with no proprietary lock. You can extend it for the next decade without asking permission or paying rent.
Will my employer pay for this?
Often yes. Email howto@learngeodata.eu before buying and I send an invoice, a syllabus, and a one-page ROI justification tied to what your manager will ask.
I am not sure I am technical enough.
Start with the free experience. If you finish it and want more, Foundation is designed for exactly where you are.
Is Architect the right tier for me?
Architect makes sense if you have a specific 3D AI problem at your firm right now, you want me in the room when you architect it, and you value the private channel and public endorsement. Otherwise Professional is the right call.
MAILING-LIST PRICING · OPEN NOW
Pick your path. Start the moment you join.
The whole program is async, so you begin the second you enrol and can ship your first deliverable this week. Your Intel Drop, jobs, papers, funding and a fresh blueprint, lands every month, and the current one is yours the day you join.
90-day transformation guarantee. Lifetime access, updates and support included. Enterprise invoicing: howto@learngeodata.eu
