

AI Deployment Head of the world's largest autonomous vehicle fleet, ruling China with over 17,000 autonomous shuttles, teaches how to ship End-To-End Learning algorithms in production.
RADAR Perception Engineer at ANDURIL (Defense Tech) teaches us the core principles behind RADAR target detection.
My condensed summary of CVPR 2026, after watching 20h+ tutorials and workshops from Tesla, Waymo, Wayve, Waabi, Intel, mobileye, and many other players doing Foundation Models, Vision Language Action Models, World Models, and more...

39€/month - 399€ annual (save 2 months)
Please Check the Statements where the answer is YES!
Tutorial Skills and Industry Skills. A project done by a self-taught after following a tutorial has nothing to do with what the engineers do in production. There is a big difference between telling an interviewer "I did a SLAM project" and answering "Okay, then would you be able to tell me how to do it with a different sensor, and adapt it to the Defense space?"
Here are other examples:
It's not about more skills, it's about the right skills. The right skills can't be found in tutorials, they're learned by something called...
ACCESS!
You never learn as much as when you are directly inside companies. Insiders have knowledge others don't. Being informed helps, but having access makes the difference.
The Edgeneer's Land™️ gives you that access. Every single month, a company from the industry has one of their engineers, directors, and founders show you how they really do it. Sometimes it is an interview, sometimes a live workshop, sometimes a walk straight through their own files and tools. The format changes from month to month, but the access never does.
These companies have been guest experts inside The Edgeneer's Land

When you join, you get immediate access to the latest x3 monthly content of the Edgeneer's Land. This is our welcome gift, which allows you to watch interviews immediately, and get hands on practice, without having to wait until the next one drops. Each month, the oldest of the 3 content rotates out and is replaced by the new one. This improves consumption and makes sure you are never going to procrastinate on important information.
Want to see examples?


You've seen Nuro, EasyMile, Carteav in the news. You know low-speed AVs are blowing up. But if someone asked you to build an MVP tomorrow, where would you even start?
Avinoam Barak, CEO of Carteav teaches you their autonomous golf cart secrets, so you know what it takes to build an autonomous robot MVP project.


You saw 500 blog posts on camera calibration, but get shocked when seeing how REAL camera startups do it? (image above)
Luxonis CEO Bradley Dillon teaches you their internal calibration framework; so you understand how REAL computer vision engineers do (not the A4 checkerboard folks).


You keep repeating to everybody that 4D RADARS are the future, yet have never opened a single 4D RADAR file?
Bitsensing's team gives you complete access to their 4D Imaging RADAR recordings, so you can be one of the only engineers on the planet with 4D imaging radar experience.


Keep reading headlines that AI is used in warfare and defense, but couldn't really say how?
Shield AI director of engineering Vibhav Ganesh gives you his unique experience building an autonomous drone project; so you get experience on autonomous drone software ACTUALLY used in the field (MavSDK, PX4, ...).


Keep resharing 3D Deep Learning posts, but couldn't name a single RADAR Deep Learning algorithm?
Perciv AI co-founder Andras Palffy teaches you the 2 algorithms they invented to build their million dollar startup; so you can match top RADAR DL startup knowledge.

AI Deployment Head of the world's largest autonomous vehicle fleet, ruling China with over 17,000 autonomous shuttles, teaches how to ship End-To-End Learning algorithms in production.
RADAR Perception Engineer at ANDURIL (Defense Tech) teaches us the core principles behind RADAR target detection.
My condensed summary of CVPR 2026, after watching 20h+ tutorials and workshops from Tesla, Waymo, Wayve, Waabi, Intel, mobileye, and many other players doing Foundation Models, Vision Language Action Models, World Models, and more...





"I think of this fragment as the Director’s Cut of Autoware."
"A deep dive that treats every technical choice as a strategic decision, and how it's done. I discovered ‘dead Hydranet’, the surprising AutoSteer strategy, how use real results come from the inference in cpp code.
I liked the Jupyter Notebook the most: I ran some quick tests using personal video files to see how well it performs in a real-world scenario"
"Seeing the open-source project's development alone clears the mind of many intrusive thoughts and what-ifs"
"All the clues were in the emails, but I thought Autoware was dealing with surround cameras already. Turns out that's a future version.
In this fragment, I learned the ease of onnx files but also why I never see them with research papers. Tracking one closest in-path object instead of everything of course. Production code. Training on many datasets at once, but I'm curious if all the current models are useful once rear and side cameras are added.
I really liked the trifecta of Autoware diagrams, connecting that to their code, and notebook. Seeing the open-source project's development alone clears the mind of many intrusive thoughts and what-ifs"


39€/month - 399€ annual (save 2 months)
The first thing member gets is access to exclusive training with companies.
3D Camera Company Luxonis teaches how THEY calibrate the cameras they ship to thousands of companies worldwide. South Korean 4D Imaging RADAR Startup gives you access to a recording of THEIR imaging RADAR file. The ONLY other way to get access to it is by working there or be a client. European startup shows you how they get permits to do End-To-End in production. U.S Defense startup shows you the algorithms autonomous warfare drones implement that beat NAVY SEALS.
You get industry content, every single month.

The membership gives you access to a community of engineers working on the same problems you have right now. Some are ahead of you, some are behind.
As a member, you get to interact with them, get access to new engineers, and attend our live events.
The Edgeneer Roadmaps give you access to x5 designed paths to work on robotics, computer vision, LiDAR, Deep Learning 2.0, and Perception.
Each roadmap is built after weeks of work and years of getting the industry's "pulse".

The Self-Driving Car Engineer System shares my Step by Step action plan to get inside self-driving car companies... it contains everything I learned in the past 8 years... from struggling to join an autonomous tech company, to becoming an autonomous shuttle engineer working in Computer Vision, to leading thousands of engineers into their dream jobs in autonomous tech.

The Technical Branding Workshop is my course showing you how to achieve Technical Branding.
Inside, you learn how to reach out to companies (DMs, cover letters, ...), how to attract companies to you (portfolios, articles, ...), how to lead interviews (rather than undergo them), and how to position yourself as an industry expert.
This workshop is also followed by a custom review session (you can get your profile reviewed) as well as insider tips on how I write my content.

Get exclusive prices on my courses and ASCENSION programs... Be aware of what I do first... Get unique Live Events, as well as goodies, and many more...

Membership Fee: 39€/month
"I admire the content being shared in this community which is not easily available on the internet, a job portal page or referral or something related to recruitment would make this absolutely fire!"


"Thank you for sharing The Edgeneer’s Land. I found it to be a thoughtful and well-conceived initiative that brings together creativity, engineering thinking, and real-world problem-solving in a very natural way.
What stood out to me most is the emphasis on curiosity-driven learning and hands-on exploration, which is exactly what is needed to nurture future innovators. I truly appreciate the clarity of vision and the intent behind creating such an ecosystem."


"Thank you Jeremy for Edgeneer Land, where we can get the latest updates in autonomous technology, insight into real world applications via company interviews, and deep dives into the algorithms that shape the future of the autonomous world."

You now see the value of the membership. I'd like to answer: "What if I join next month and not today?"
Here is what:
Our interview trainings vanish. The 20 of each month, when a new training gets released, the oldest of the 3 rotates out and goes to the Vault. Right now, there's a high quality training you could take before it vanishes. If you take action today, you won't only get this training, but also the next one, and the next one, and so on...
But if you want, then you'll lose access to all of this, and only get what's available when you join.
Do you want to test the waters? Or are you committed to building skills over the next year? We offer 2 options for you to choose from. We reward the Annual Path better, since skills obtained via a membership are built over months.
3 (rotating)
Complete Vault (20+)

* Access to interview trainings require an active subscription. Monthly members get x3 trainings that rotate. Annual members get all past and future trainings as long as they're members.

When joining the membership, you immediately receive access to the latest 3 trainings. Around the 20th of each month, a new trainings gets released and the oldest one rotates out. To also access the entire vault of past trainings, join the annual plan.
The yearly option will grant you immediate access to all the trainings from the catalogue. We want members who commit to the long term, and thus reward the yearly option with more trainings.
Yes, when cancelling, whether on the month-to-month or yearly plan, cancellations revokes access to the trainings, community, and other modules included in the membership is revoked. If you went with a yearly option, we'll make sure you keep the trainings until the renewal.
We no longer use the application process from 2024/2025. This page is private and only shared to people we consider would be a good fit for the membership. If you got access to this page, it means you are a good fit and can enroll. If you think you may not be ready for this experience, I highly recommend to start with THE SELF-DRIVING CAR ENGINEER SYSTEM (15€), our course teaching you how to make it in self-driving cars.
This is not set in stone, but for now, it is decided that if you are a member, your price is locked in. Only new members can see their price increase. This means that if you leave and come back, you also get a higher price when coming back.
NO! We want you to make an informed decision when getting in, because you will be a member and we will put a lot of energy making you succeed. We therefore prefer to see committed engineers rather than people who join and cancel after 3 seconds.
If you login to the platform right now, you'll see an "Edit Billing Info" button on the left tab. This is available to everyone, and you can cancel with the click of the button.
We never had a refund policy on any of our products. It never stopped us from processing over 1M$ in sales, having members stay since the creation of this membership, work with the best companies in the industry, from Mercedes-Benz to IAI, and have clients stay for 6+ years with us. That said, if you're hesitant, just go for the month-to-month plan and try it out.
Yes. There are several things to consider:
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