Skip to main content
★★★★★
“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.”
Applied AI Engineer, Morocco
NEXT COHORT BEGINS MON JUN 1, 2026
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.
Engineer
Researcher
Developer
Technician
Consultant
One assistant
17
Episodes, 6 Acts
6
Shipped systems
Lifetime
Access
Next cohort starts in
—days
—hrs
—min
—sec
Live sessions, monthly briefs and priority support all kick off Mon Jun 1, 2026
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.
THE ONE-PERSON STUDIO
One AI. Five roles. Built by you.
I have been in 3D spatial AI for more than twelve years. Pipelines, architectures, labelling systems, field-tested methods. AI is new. The engineering behind spatial AI is not. I cracked the combination, and I hand you the method, the code, and the systems, so you build your own personal AI that plays five roles for you, on demand.
Not five subscriptions. Not a stitched SaaS stack. You assemble it on my backbone. You own it afterwards.
Engineer
Writes pipelines, debugs pointers, ships the executable.
Researcher
Reads papers, proposes architectures, runs the ablation.
Developer
Codes the web app, exposes the API, handles the deploy.
Technician
Tunes parameters, checks control points, validates outputs.
Consultant
Frames the client brief, writes the proposal, defends the result.
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 systemsi
Every Act ends with a working deliverable. Viewer executable. Reconstruction engine. Labelling system. Classifier. Agent app. Digital twin. Yours, forever.
Brain-to-Deploy methodi
Intent, Plan, Execute, Verify. The four-step loop I use on client projects. It stays yours when the AI lands.
Neurones 3D softwarei
Load, label, segment, reconstruct, agent-query. Not watermarked. Not rented. Forkable under your product name.
Course Libraryi
Every specialty course: Gaussian splatting, PointNet, change detection, facility management, feature extraction.
4 Operating Systemsi
Reconstructor, Segmentor, Deep Learning, Spatial. The four production pipelines I use with consulting clients. Full stacks, not tutorials.
Human layeri
From async office hours (Foundation), to live cohort work 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: region growing, segment refinement, 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 · Reconstruction
Reality, reconstructed
A model is not the building. It is a cropped, scaled, labelled abstraction that holds what the client can act on. Depth Anything V3, metric scaling, control-point discipline.
Your deliverableA one-click reconstruction engine. Phone photos in, metric point cloud out.
Act 3 · Smart 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
Twelve months of continuous updates (roughly four major drops a year plus the monthly deliverables) included.
COMPONENT EXAMPLE
↓ Grab the Voxelizer folder
A real taste: the Voxelizer
One folder. Code, notebook, sample data. Drop a point cloud in, get a voxelised version out. One of dozens of ready-to-ship components you receive and own.
Vendor-neutral, extendable, yours for the decade. Before you commit a euro, step inside: a welcome video, a free hands-on experience, and a real guide from Episode 01.
STEP INSIDE
Before you decide, try it.
A 9-minute welcome. A free hands-on experience. A free guide from Episode 01.
Episode 00. The welcome.
Why the six Acts are sequenced the way they are, and the one commitment every Architect who finishes makes on day one.
Then walk the free experience and ship a working spatial AI prototype in your browser in ten minutes. Or grab the free Spatial AI Guide from Episode 01.
WHAT’S HOLDING YOU BACK
Three thoughts. Three honest answers.
Reframe 01
“I don’t have time.”
Here’s the truth
The Program is built for the person with a day job. Two focused hours a week for six weeks clears the core.
- 100% asynchronous. Start tonight, pause next month, resume later.
- Pause, resume, no cohort drop-out pressure.
- Every deliverable is weekend-sized, not sabbatical-sized.
Real cost of waiting. Six weekends now, or watching the next wave hire the people who didn’t.
Reframe 02
“Is it worth the price?”
Run the math
The Course Library alone, bought separately, exceeds the Foundation price. That is before the Accelerator, the software, the OS stack, or the human layer.
- Live cohort kickoff Mon Jun 1. Small group, real data, weekly rhythm.
- Pay in 3 instalments from €666/mo.
- 90-day transformation guarantee. Apply the techniques, see no change, full refund.
- 12 months of continuous updates and support.
One contract, one promotion, one gig. Pays this back 5 to 20 times. It is a lever, not a ticket.
Reframe 03
“I’m not ready. Maybe next year.”
The quiet cost of “next year”
Every cohort has this person. They never come back. Spatial AI timelines are not linear. First movers this year become hiring managers next.
- Foundation is built for working pros at mid-level Python. No prior deep learning required.
- Concepts introduced when needed, not piled up front.
- The sample lesson is the exact format, no surprise deep end.
It is not a skill question. It is a decision question. The Architects who finish decided on day one.
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.”
Digital Twin Lead, Belgium
★★★★★
“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.”
Senior Surveyor, Australia
★★★★★
“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.”
Senior ML Engineer, Norway
★★★★★
“Florent treats agents as engineering, not magic. The evaluation harness alone changed how my team measures whether an agent is actually useful.”
AI Systems Lead, Lebanon
★★★★★
“Two factories, one onboarding script, identical deliverables. The program turned our scan-to-FM process from artisan craft into a repeatable product.”
Industrial Asset Lead, Italy
JUNE 2026 COHORT · ENROLLING NOW
Three paths. One decision.
Every tier includes the full Accelerator, the Course Library, and the Neurones 3D software. What changes is the depth of the production stack and how much of me is with you.
Foundation
Solid ground
The full path, at your own pace, without gatekeeping.
€1,997
or 3 × €666, payment plan
- 3D AI Accelerator, 17 episodes, 6 shipped systems
- Course Library
- Neurones 3D software, yours to keep
- Async office-hours rhythm
- 12 months of updates + supporti
- 90-day transformation guaranteei
Start as Foundation
90-day transformation guarantee.
Most chosen
Professional
The production stack
For pros who touch 3D data in their job and need to ship production work.
€2,997
or 3 × €999, payment plan
- Everything in Foundation
- 4 Operating Systems, Reconstructor, Segmentor, Deep Learning, Spatial
- Live cohort sessions, small-group work on your real data
- Priority support
- Deployment playbooks from client work
- Monthly briefs: jobs, research, tenders
Go Professional
The tier most pros pick.
Architect
Co-built, with me
Capped cohort. I review your work personally and co-build a custom solution with you.
€4,997
or 3 × €1,666, payment plan
- 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
Become an Architect
Capped cohort, first come.
↓ Download the full syllabus (PDF)
Secure checkout, encrypted payment, 90-day transformation guarantee.
SIDE BY SIDE
What each tier includes.
Hover the i icons for details.
| Foundation | Professional | Architect | |
|---|---|---|---|
| Price | €1,997 | €2,997 | €4,997 |
| 3-monthly payment plan | 3 × €666 | 3 × €999 | 3 × €1,666 |
| 3D AI Acceleratori | ✓ | ✓ | ✓ |
| Course Libraryi | ✓ | ✓ | ✓ |
| Neurones 3D softwarei | ✓ | ✓ | ✓ |
| 4 Operating Systemsi | – | ✓ | ✓ |
| Monthly briefsi | – | ✓ | ✓ |
| Live cohort sessionsi | – | ✓ | ✓ |
| Priority supporti | – | ✓ | ✓ |
| Deployment playbooksi | – | ✓ | ✓ |
| Async office hours | ✓ | ✓ | ✓ |
| Strategy call with Florenti | – | – | ✓ |
| Co-built custom solutioni | – | – | ✓ |
| Portfolio endorsementi | – | – | ✓ |
| Vendor-neutral, yours forever | ✓ | ✓ | ✓ |
| 12 months of continuous updatesi | ✓ | ✓ | ✓ |
| 90-day transformation guaranteei | ✓ | ✓ | ✓ |
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. Twelve months of continuous updates and support 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 does the next cohort start?
The next cohort kicks off Monday June 1, 2026. Live cohort sessions, monthly briefs and priority support all run on the cohort calendar. The Accelerator and Course Library are async, so you can start the moment you enrol and continue at your own pace. Cohort enrolment closes when seats are filled.
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.
JUNE 2026 COHORT · ENROLLING NOW
Pick your path. Enrol before the cohort fills.
The cohort kicks off Monday June 1, 2026. Live sessions, monthly briefs and priority support all start that week. The Accelerator and Course Library are async, so you can start the moment you enrol and ship your first deliverable before the cohort even opens.
90-day transformation guarantee. 12 months of continuous updates and support. Enterprise invoicing: howto@learngeodata.eu