What is the 3D AI Architect Program?
The 3D AI Architect Program is a mentored online program by Dr. Florent Poux in which you build six working 3D AI systems across six Acts, from a desktop point cloud application to a Scan-to-BIM digital twin engine, and keep lifetime access to everything in your tier.
- 6 Acts
- 6 systems you build
- Self-paced, lifetime access
- From €1,997
Automated 3D feature extraction, from scan to deliverable.
Design the AI systems and 3D software that classify point clouds and produce CAD, BIM and GIS outputs, for your projects or your research.
For professionals and teams inside companies, researchers, and innovators who want the capability in-house, not rented.
The shift to physical AI, in four minutes.
A direct look at what you build inside the program, and why I built it the way I did.
The problem
Spatial AI is moving fast. The path through it is the hard part.
The opportunity is real, and it is growing. The hard part is seeing clearly what spatial AI actually is, where it is heading, and how to use it end to end. Without that map, an idea never gets scoped into something real.
Making it work means owning the whole chain: the right acquisition (LiDAR, photogrammetry, the sensor that fits), then the data, the segmentation and identification, the domain and the algorithms, and finally orchestrating all of it, by putting your hands in the mud where it matters, and leaning on AI where it lifts your ROI.
This is where it stalls. A surveyor needs feature extraction that runs at scale, real maps and plans with every feature on them, not a demo on half a dataset. A founder needs a result they can sell, not an idea on a canvas. A researcher needs a result solid enough to publish and build a program on. All of them need the same thing: clarity, and a way to actually build it.
The gap was never your ambition. It is a clear, end-to-end path, and the capacity to build it.
The mentored path
So we close that gap, together.
From the first session you get clarity: on what spatial AI really is, where it is heading, and the end-to-end path from sensor to shipped result. Then the capacity to build it, at a pace you have never had. And you are not doing it alone. I walk it with you, using my Brain-to-Deploy (B2D) methodBrain-to-Deploy (B2D) is the exact loop I run on client work for the world's largest companies, including BMW and Airbus. Scope the real problem, design the pipeline from sensor to result, build it (by hand where it matters, with AI where it speeds you up), then verify on real data until it ships. Other training stops at theory. B2D is what gets you to a system that runs, and it is yours..
Brain-to-Deploy is the fastest path from an idea in your head to something that works, whether that is a research result, a paper or a piece of software.
Your idea, sharpened. We start from what you want to build, shaped by the opportunities and openings we map together, so you aim at something that actually matters.
Grounded in 3D data. Point clouds, LiDAR, photogrammetry, 3D Gaussian splatting. This is not generic AI, it is built for the messy reality of three-dimensional data.
You write the code. Python first, and the right language when it matters. You understand every line, instead of pasting what you cannot trust.
AI as leverage. Agents that read, plan and act on your 3D data, a planner, your tools, a verifier, so you move faster without losing control.
A complete tool you own. A real application with a GUI and advanced functions, packaged, deployable, and yours to keep, sell, or build on.
By the end, this is the level you reach: a real project, even a startup, built in a single weekend.
"Think of a coach. You could learn tennis from videos, or now by asking an AI. Or you train with someone who played at the top for fifteen years, who tells you in one sentence what would have cost you two years on your own. That is what I do here. AI can generate code all day. The fun part, the part that is yours, is building the thing. I do it with you and for you, so your time goes into building, not into figuring out how."
Everything inside the program.
Every member gets the CORE. Professional adds the four Operating Systems I use on real client work. Architect adds me.
3D AI Accelerator
Six Acts, six systems you build, from raw scan to deliverable: a desktop 3D app, a one-click reconstruction engine, a human-in-the-loop labeller, an end-to-end 3D classifier, a spatial AI agent and a Scan-to-BIM digital twin engine. Each with a student version and a reference solution.
From raw scan to deployed app, the spine of the whole program.
Course Library
Every standalone specialty course, kept up to date for as long as you have access, 3D Forge: Build Camp included. Open the 3D Course Library
Gaussian splatting, PointNet, change detection, feature extraction, and more.
Neurones 3D software
The software my consulting runs on, in three parts: Learning for every member (with the Build Camp edition of Science through 3D Forge: Build Camp), Science Full edition from Professional, and the free Engine. Source included, no watermark, no rent.
Load, label, segment, reconstruct, agent-query. Yours to keep.
Monthly briefing
A short video plus a written report on what moved in 3D AI, and what to ignore. See the Spatial AI Intel reports
Stay current without drowning in papers and noise.
Job & market board
Curated 3D AI roles and tenders from around the world, in the same monthly Intel. See the Spatial AI Intel reports
Curated roles and tenders that actually need 3D spatial AI skills.
Discord community
Share work, get feedback, build alongside other architects. Async-first. Each program tier also has its own channels.
- 1A 3D processing and viewing application, packaged as software you can shipAct 1
- 2A one-click 3D reconstruction engineAct 2
- 3A human-in-the-loop labelling systemAct 3
- 4An end-to-end point cloud classifier (AI segmentation)Act 4
- 5An agentic 3D application that can run on a local language modelAct 5
- 6A digital twin engine, with Scan-to-BIM and Scan-to-floor-plan workflowsAct 6
Each one comes with a student version to complete and a complete reference solution, so you never start from a blank page.
Not slideware. Four full production stacks I use with consulting clients, each a complete specialty in its own right.
Reconstructor OS€1,497 value
Turn images and scans into clean, metric 3D.
+ What is inside
- Photogrammetry automation (COLMAP, UAV)
- 3D Gaussian splatting, trained on your own images
- NeRF and multi-view stereo pipelines
- Metric scaling and control-point discipline
- Meshing and a one-click reconstruction engine
Segmentor OS€1,497 value
Give every point a name, at scale.
+ What is inside
- Classical segmentation (RANSAC, region growing, DBSCAN)
- Supervised and unsupervised pipelines
- Foundation-model-assisted labelling (SAM, CLIP for 3D)
- Human-in-the-loop correction that stays sharp
- Change detection and instance extraction
Deep Learning OS€1,497 value
Train your own models, from scratch.
+ What is inside
- PointNet and PointNet++ implemented line by line
- KPConv, sparse-conv networks, GrowSP, RandLA-Net
- Custom training pipelines and calibrated confidence
- Model compression: pruning, quantization, distillation
- Deployment: ONNX, TensorRT, edge inference
Spatial OS€1,497 value
Make your 3D data answer questions.
+ What is inside
- Scene graphs and spatial reasoning
- Agents: planner, tool-use, verifier loops
- LLM and VLM integration for 3D scenes
- Browser-deployable spatial AI web apps
- Digital twin engine, queryable and defendable
6 Forge Apps + AI Agent Toolkit Pro + Architect
One ready-to-run app per Act build: 3D Processing Software, One-Click Reconstruction Engine, HITL Labelling System, End-to-End 3D Classifier, Agentic Spatial Web App and Digital Twin Geometric Engine. Plus the AI Agent Toolkit, which gives your own AI assistant a structured map of everything you own, with guardrails. Very powerful, so use it with care.
See the complete program breakdownThe syllabus Act by Act, Neurones 3D, your support materials, updates and guarantees, and who gets what+
Syllabus: 17 episodes in 6 Acts, one system per Act
Open an Act to see what you build, its episodes and what is in your folder.
Start hereOpportunity, setup, workflow
What you build. The opportunity, a setup you can reproduce, and the four-step loop (Intent, Plan, Execute, Verify) that keeps you directing AI instead of competing with it.
- 00Welcome to the Architect Program
- 01The 3D Spatial Intelligence Opportunity
- 02The Architect's Setup
- 03The AI Architect Workflow
In your folder. Welcome booklet, setup guide, tools pack, PLY viewer, interactive experiences
Act 13D Python SystemsSystem 1: a 3D processing and viewing application
What you build. Turn a throwaway notebook into a multi-format 3D viewer and processing tool, packaged so anyone on Windows can double-click it and run it.
- 04Act 1. 3D Python Systems
- 05Build: Ship Your 3D Processing Software
In your folder. 3 code labs, each with a student version and a reference solution, 3 handouts, build notes
Act 2Reality, ReconstructedSystem 2: a one-click 3D reconstruction engine
What you build. A folder of photos or a video in, a metric 3D point cloud out, behind one click: photogrammetry automation, batch processing and neural reconstruction engines.
- 06Act 2. 3D World Reconstruction
- 07Build: One-Click Reconstruction Engine
In your folder. 6 code labs (reconstruction pipeline, automation engine, batch photogrammetry, world model), student + reference version of the build, 6 handouts, build notes
Act 3Smart Point CloudsSystem 3: a human-in-the-loop labelling system
What you build. A foundation model proposes, you correct, and every segment carries meaning. Weeks of manual labelling become a short review loop.
- 08Act 3. Smart Point Clouds
- 09Build: The HITL Labelling System
In your folder. 3 code labs with student + reference versions, 3 handouts, build notes
Act 43D Deep LearningSystem 4: an end-to-end point cloud classifier
What you build. Prepare data, train PointNet, evaluate honestly, then ship it: a LAS file in, a classified point cloud out.
- 10Act 4. 3D Deep Learning
- 11Build: Ship the End-to-End 3D Classifier
In your folder. 6 code labs (PointNet preparation, training, inference, frugal AI, train and evaluate), student + reference versions, 6 handouts, build notes
Act 5Spatial AI AgentsSystem 5: an agentic 3D application
What you build. Scene graphs, a vision and language layer, then an agent: a planner plans, your Act 1 to 4 tools execute, a verifier checks. It can run on a local language model.
- 12Act 5. Spatial AI and Agents
- 13Build: The Agentic Spatial Web App
In your folder. 5 code labs, 7 student + reference pairs, 4 handouts, build notes
Act 6Digital Twins and BIMSystem 6: a digital twin engine
What you build. From scan to walls, rooms and openings, then to an IFC model (Scan-to-BIM) and DXF floor plans (Scan-to-floor-plan).
- 14Act 6. Digital Twins and Scan-to-BIM
- 15Build: The Digital Twin Geometric Engine
In your folder. 2 code labs with student + reference versions, 2 handouts, the full Scan-to-BIM and Scan-to-floor-plan build walkthroughs, build notes
ClosingCertification and what comes next
What you build. How to finish, how your certificate is earned and defended, and where to take your six systems next.
- 16Certification, Defence, and What Comes Next
In your folder. Next steps pack, the 3D AI Architect eBook
Neurones 3D software: Learning, Science and Engine
Learning
Standard edition, with source code
The Python library and the guided workspace that runs your missions: load, sample, segment, classify, compare, export.
Science
Full edition, with source code
The full application: AI model training, semantic labelling, a local agent, video to 3D, Gaussian splats, floor plans and Scan-to-BIM. Updates for 12 months, renewable.
Engine
Rust viewer, own licence
The standalone viewer and processing core. One file, no account, runs on your machine. Get the free Neurones 3D Engine
Foundation also gets Science, Build Camp edition. 3D Forge: Build Camp is in the Library, so every Foundation member has it, and it ships the Build Camp edition of Neurones 3D Science. Professional and Architect get the Full edition, which covers it.
Learning and Science ship with their source under the Neurones 3D Source Licence: use it and change it for your own work, do not redistribute it. Read the Neurones 3D Source Licence. The Engine has its own free licence.
Support materials included on top of the episodes
Everything you get on top of the episodes and the software.
To read
- The 3D AI Architect eBook All tiers
- Guides All tiersSpatial AI, LiDAR + Python, 3D Deep Learning, Investment and ROI, the Technical Setup Guide and the Welcome Booklet
- Build notes for every build episode All tiersAct 1 Build Notes, Reconstruction Engine Notes, HITL Labelling Notes, Classifier Reference, Agent Architecture Notes, Digital Twin Reference
- Handouts All tiersone per lesson, in your Act folder
To build
- Datasets All tiersreal scans and image sets for every Act
- Code templates All tiersin your dashboard
- Student versions + reference solutions All tiersfor every system you build, so you never start from a blank page
- Tools pack and PLY viewer All tiers
- AI Agent Toolkit Professional + Architectgives your own AI assistant a structured map of the program (courses, lessons, code folders, datasets, handouts) plus instructions and guardrails. Very powerful, so use it with caution: the agent acts on your files, and you review what it runs.
To explore, stay sharp and prove it
- Interactive experiences All tiersone page per episode, to play with the ideas before you code them
- Discord community All tiersshare work, get feedback, build alongside other members, with channels for your own tier
- Monthly Spatial AI Intel Professional + Architectthe briefing plus the job and market board
- Certificates All tiersstamped by me, once your builds are done
Updates, renewal and guarantees
- Lifetime access to everything in your tier.
- Course content updates for life of access. Every course you own keeps its updates.
- New content for 12 months. New courses and new modules are included for 12 months, then through the optional yearly renewal at €497 a year, the same price on every tier.
- Neurones 3D Science updates for 12 months, renewable.
- 14-day money-back guarantee on every tier.
- 90-day transformation guarantee. Complete every step and build all six systems, and if you still do not feel able to build them on your own, we refund you in full. Read the guarantee terms in the Terms of Use.
Who gets what: Foundation, Professional and Architect
| Included | Foundation | Professional | Architect |
|---|---|---|---|
| 3D AI Acceleratorsix Acts, six systems you build, from raw scan to deliverable | Included | Included | Included |
| Student version + reference solutionfor every system you build | Included | Included | Included |
| Course Libraryevery standalone course, 3D Forge: Build Camp included | Included | Included | Included |
| Support materialseBook, guides, build notes, handouts, datasets, code templates, experiences | Included | Included | Included |
| Neurones 3D LearningLearning edition, with source | Included | Included | Included |
| Neurones 3D Science, Build Camp editionthrough 3D Forge: Build Camp | Included | Included | Included |
| Discord communityopen channels, plus channels for your tier | Included | Included | Included |
| Certificatestamped by me | Included | Included | Included |
| Four Operating SystemsReconstructor, Segmentor, Deep Learning, Spatial | Not included | Included | Included |
| Neurones 3D ScienceFull edition, with source | Not included | Included | Included |
| Monthly Spatial AI Intelbriefing + job and market board | Not included | Included | Included |
| 6 Forge Apps + AI Agent Toolkit3D Processing Software, One-Click Reconstruction Engine, HITL Labelling System, End-to-End 3D Classifier, Agentic Spatial Web App and Digital Twin Geometric Engine | Not included | Included | Included |
| Onboarding + strategy calls | Not included | Not included | Included |
| Private 48h channel with me | Not included | Not included | Included |
| Co-built custom 3D AI solution | Not included | Not included | Included |
| Portfolio and project endorsement | Not included | Not included | Included |
They chose the architect side.
A slice of what working pros build, across 65+ countries.
One of my students walks through an idea he had and the system he built for it inside the program. Not a testimonial, the real thing, shipped.
"I built a spatial agent that walks our scan-to-BIM pipeline end to end. The tool-calling chapter clicked in a way nothing else ever did."
"Scan-to-BIM used to be a three-week manual job. It is a two-day automated workflow now. Three new heritage contracts the same quarter."
"A surveyor with 20 years in the field. This gave me the Python and AI to modernise our entire workflow. Best investment of my career."
"We replaced a brittle classical pipeline with a sparse-conv network. 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 useful."
"Two factories, one onboarding script, identical deliverables. It turned our scan-to-FM process from artisan craft into a repeatable product."
Choose your tier: Foundation, Professional or Architect.
The Brain-to-Deploy methodology. From first principles to production-grade 3D AI.
Master the core 3D AI stack. For innovators building a strategic edge in spatial intelligence.
What you get
The spine of the program. Six Acts, and each one ends in a working system you build, from raw scan to deliverable: a desktop 3D app, a one-click reconstruction engine, a human-in-the-loop labeller, an end-to-end 3D classifier, a spatial AI agent and a Scan-to-BIM digital twin engine.
For each of the six systems, a student version you complete and a complete reference solution to check against. Code templates, datasets and handouts sit in your dashboard, so you never start from a blank page.
Every standalone specialty course: Gaussian splatting, PointNet, change detection, feature extraction and more, plus 3D Forge: Build Camp. The four Operating Systems come with Professional.
Two editions of my 3D AI software, both with source code. Learning is the guided workspace that runs your missions. The Build Camp edition of Science ships with 3D Forge: Build Camp. Use them in your paid client work, under the Neurones 3D Source Licence. Professional upgrades you to the Full edition.
The full eBook, plus everything around the episodes: guides, build notes for every build, a handout per lesson, real datasets and an interactive experience page per episode.
Open channels plus Foundation channels, to share work and get feedback. Once your builds are done, I stamp your certificate myself.
Lifetime access · 14-day money-back guarantee
Scale from prototype to industrial-grade deployment. For founders architecting proprietary spatial systems.
What you get
- Everything in Foundation
The full application with app, SDK and source code: AI model training, semantic labelling, a local agent, video to 3D, Gaussian splats, floor plans and Scan-to-BIM. It covers the Build Camp edition. Updates for 12 months, renewable.
Reconstructor OS, Segmentor OS, Deep Learning OS and Spatial OS: four complete production stacks I use with consulting clients. Content updates for life of access; new modules for 12 months, then through the optional yearly renewal. Each track valued at €1,497.
One ready-to-run app per Act build: 3D Processing Software, One-Click Reconstruction Engine, HITL Labelling System, End-to-End 3D Classifier, Agentic Spatial Web App and Digital Twin Geometric Engine. Plus the AI Agent Toolkit: a structured map of your courses, code, datasets and handouts for your own AI assistant, with instructions and guardrails. Very powerful, use it with caution.
A monthly briefing on what moved in 3D AI, plus a curated board of 3D AI roles and tenders.
Lifetime access · 14-day money-back guarantee
Elite 1-on-1 advisory. I personally review your architecture and deliver custom Brain-to-Deploy blueprints.
What you get
- Everything in Professional
A kickoff session to map your system, plus recurring strategy calls where I pressure-test your architecture and roadmap.
A direct line to me for architecture reviews and technical unblocks. Guaranteed response within 48h on business days.
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
By application · 14-day money-back guarantee
Not an idea on a canvas. A system that works.
You walk out with results you can use, automate, sell, or publish. The ROI is clear from month one.
Automate at scale
Auto-extract maps and plans with every feature, from LiDAR or photogrammetry. Production scale, not a half-dataset demo.
Build something you can sell
A working system, not a slide. Sell it, raise on it, or publish it.
Own it, stop renting
Build exactly what you need and own it. Stop paying rent for software that never quite fits.
Local-first, zero cloud bills
Runs on your machine and local AI. No cloud bills, no lock-in, faster iterations.
1. List prices excluding VAT, checked 9 Oct 2026, per seat per year: Leica Cyclone REGISTER 360 PLUS EUR 3,950 and Cyclone 3DR EUR 3,450 to 7,050 (Leica shop), Autodesk ReCap Pro EUR 350 (Autodesk store). Three seats of registration, point cloud processing and ReCap, Revit excluded. FARO, Trimble and ClearEdge3D are quote only.
And because what you build is this advanced, you stop feeling stuck, and you become the person teams, labs and companies want involved in their project.
Compare what each option includes
From free exploration to enterprise transformation.
| Feature | Free Experience | Cherry Pick (Library) | Foundation (€1,997) | Professional (€2,997) ★ | Architect (€12,997) | Enterprise (Custom) |
|---|---|---|---|---|---|---|
| Spatial Accelerator | Act I only (Ep 0–3) | ✕ | All 17 episodes | All 17 episodes | All 17 episodes | All 17 + custom content |
| Course Library + OS Tracks | ✕ | Pick any (from €99) | Library (no OS) | All included | All included | All + custom modules |
| 3D AI Architect Ebook | First chapters | ✕ | ✓ Full | ✓ Full | ✓ Full | ✓ Full |
| Neurones 3D | ✕ | ✕ | Learning + Build Camp editions | Learning + Science (Full edition) | Learning + Science (Full edition) | Full + team licenses |
| Code templates | Starter only | Snippets only | ✓ | ✓ | ✓ | ✓ + custom |
| Monthly Spatial AI Intel (briefing + job board) | ✕ | ✕ | ✕ | ✓ | ✓ | Briefing + custom briefs |
| Forge Apps + AI Agent Toolkit | ✕ | ✕ | ✕ | ✓ 6 apps | ✓ 6 apps | ✓ 6 + custom |
| Discord community | ✓ Open channels | ✓ Open channels | ✓ + Foundation channels | ✓ + Professional channels | ✓ + Architect channels | ✓ Team channel |
| Job & Market Board | ✕ | ✕ | ✕ | ✓ | ✓ | ✓ |
| Onboarding + Strategy Calls | ✕ | ✕ | ✕ | ✕ | ✓ 1h + 1h per year | ✓ Team onboarding |
| Private Channel | ✕ | ✕ | ✕ | ✕ | ✓ 48h response | ✓ Dedicated |
| Certificate | ✕ | ✕ | Completion | Professional | Architect | Team certs |
| New content after 12 months | ✕ | Per course | Optional, €497/yr | Optional, €497/yr | Optional, €497/yr | Optional, €497/yr |
Questions about the 3D AI Architect Program
What is included in Foundation, Professional and Architect, and what does each cost?
Foundation, EUR 1,997. The 3D AI Accelerator (six Acts, six systems you build, each with a student version and a reference solution), the full 3D Course Library with 3D Forge: Build Camp, Neurones 3D in its Learning and Build Camp editions with source code, the 3D AI Architect eBook and every support material, the Discord community and your certificate.
Professional, EUR 2,997. Everything in Foundation, plus Neurones 3D Science (Full edition), the four Operating Systems (EUR 1,497 each on their own), the 6 Forge Apps (one per Act build) with the AI Agent Toolkit, and the Monthly Spatial AI Intel (briefing plus job and market board).
Architect, EUR 12,997. Everything in Professional, plus onboarding and annual strategy sessions, a private channel with a 48 hour response, a custom 3D AI solution we build together, and project endorsement. This cohort is full; applications are open for the next intake.
Access is lifetime, and course content updates for life of access. New content (new courses, new modules) is included for 12 months, then through the optional yearly renewal at €497 a year, the same on every tier. Every tier carries the 14-day money-back guarantee and the 90-day transformation guarantee (see Terms).
What is the Neurones 3D Software Suite?
It is the 3D AI software I build, and it comes in three parts.
Learning (the Standard edition) is the guided workspace, with its source code, included in every tier. Foundation also gets the Build Camp edition of Science through 3D Forge: Build Camp. Science (the Full edition) adds the research toolchain, batch experiments and model training, and is included from Professional upward. The Engine is the standalone Rust viewer and processing core, under its own licence, and it stands on its own: there is a free desktop download at scan to knowledge, one file, no account, running entirely on your machine.
You do not buy the suite separately to follow the program, and you do not need the program to run the engine.
Is this training, or is it consulting?
This program is training. You build the systems, I teach the judgement and review the work, and everything you produce is yours.
If you need a result delivered against a deadline, or a whole team brought up at once, that is consulting and it is a different engagement. It starts with a 15 minute scoping call and is quoted per scope on the Enterprise page. The Architect tier sits between the two: the program, plus time with me on your own architecture.
Who is the program for, and do I need a PhD?
It is for professionals and teams inside companies, researchers and R&D teams, and innovators who want 3D AI capability in-house, not rented. You do not need a PhD. You need intermediate Python and basic 3D knowledge (point clouds, meshes). If you can write a for-loop and know what a point cloud is, you are ready. I have trained surveyors with zero coding background and PhD researchers. Both succeed.
What do you build, and how is this different from other 3D AI courses?
You build six working systems, one per Act: a 3D processing application, a one-click reconstruction engine, a human-in-the-loop labelling system, an end-to-end point cloud classifier, an agentic 3D application and a Scan-to-BIM digital twin engine. What makes it different comes down to three things. First, it is 100% focused on 3D spatial data, not generic computer vision repackaged for point clouds. Second, you build everything from scratch. No black boxes. You understand every line. Third, production deployment is included. Real systems, not notebooks that only work on clean demo datasets. And in 2026, there is a fourth: I show you how to use AI tools from a position of understanding, so they accelerate your work instead of replacing your thinking.
How long does the 3D AI Architect Program take?
At your own pace. Each Act ends with one working system, and a focused learner can build all six in a single weekend, though most people take longer and go deeper. Access is lifetime: no deadline, no expiry.
Can I use what I build commercially?
Yes. What you build is yours to use in products, client work and internal systems. Neurones 3D comes with its source under the Neurones 3D Source Licence: use it and change it for your work, but do not redistribute the source or resell the course material.
What hardware do I need?
The systems run on a laptop (16 GB RAM minimum, 32 GB recommended). For deep learning you will want a GPU, but free Colab or Kaggle work fine for training. No EUR 10K workstation needed.
What if I get stuck?
Every build comes with a student version and a reference solution, so you can always compare. Add the documentation, the handouts and the Discord community, and email me when you are blocked.
What is the refund policy and the 90-day guarantee?
14-day money-back guarantee on every tier: email me within 14 days of your order and I will refund you in full. On top, the 90-day transformation guarantee: complete every step and build all six systems, and if you still do not feel able to build them on your own, we refund you in full. Read the guarantee terms.
Who teaches the 3D AI Architect Program?
I do, Dr. Florent Poux. I have walked the whole path: field LiDAR engineer, then a PhD and postdoc in 3D spatial sciences, then professor, alongside fifteen years advising startups and consulting for teams at companies like Airbus, BMW, CNRS and Meta. Author of “3D Data Science with Python” (O’Reilly). I mentor this because the niche is hard, and I would rather build beside you than watch you give up.
