Learn the work. Practise the decisions. Show what you can do.
Learn to deliver real customer projects with guided practice. Start at your level, work through realistic problems, and get useful feedback before your work is checked.
Self-serve registration is open. Start with the free foundations runway or unlock Project Atlas on demand.
Where are you starting from?
Choose the option closest to you to see the route that may fit best.
What a Forward Deployment Engineer does
A Forward Deployed Engineer (FDE) works directly with customers. They connect the customer's goal, the technical solution, and the care needed to run it safely.
Understand
Ask people what they need and separate facts from guesses.
Choose a safe first step
Choose what to build first, what not to build, and how to know it works.
Design and build
Build a reliable solution, protect customer data, and fix bugs in real code.
Test and support
Test the system, check the AI's answers, and respond when something goes wrong.
Explain and hand over
Tell the customer what works, what risks remain, and how to run the system.
Core idea: An FDE follows the work from the first customer question to a safe handover.
Your first customer engagement: Project Atlas
Instead of separate code puzzles, you work through one customer project with realistic people, unclear requests, and real code.
Talk to the customer team
Ask the people involved what they need, what worries them, and what must not happen.
Write the customer brief
Write down facts, guesses, risks, and questions that still need answers.
Set the safety rules
Decide which actions need a person to approve them.
Fix the code
Find and repair bugs in the project repository.
Check AI quality and safety
Test the AI for wrong answers and unsafe actions.
Handle a live problem
Find out what went wrong, reduce the impact, and record the fix.
Hand over the work
Explain what the customer can use now and what they should do next.
Review the results
Read the test results from the safe practice environment.
What you will produce, not just what you will read
You will make useful things, not only read lessons. Each task ends with work you can review and improve.
| Skill | What you make |
|---|---|
| 1. Discover the real problemAsk questions and find the customer's real need. | Customer brief and question list |
| 2. Define a safe first releaseChoose what to build now, what to leave out, and how to know it works. | Build plan and success checklist |
| 3. Design a safe systemDecide what the AI can do, what it cannot do, and when a person must approve. | System plan and safety rules |
| 4. Implement and troubleshoot codeFind and fix bugs in a real code project. | Code changes and passing tests |
| 5. Evaluate quality and safetyTest the AI and look for unsafe or wrong answers. | Test results and scorecard |
| 6. Operate through failureFind the cause of a live problem and help the system recover. | Incident notes and recovery plan |
| 7. Earn customer trustExplain what is ready, what is not, and how the customer can run it. | Handover notes and next steps |
How it works
A clear path from your first example to a complete customer project. Each step prepares you for the next one.
Understand the work
Follow one customer problem from the first question to a safe handover.
Find your starting point
Answer a few questions so we can skip what you already know.
Learn the missing pieces
Learn each topic with an example, guided practice, and a small check.
Practise with help
Try the work with hints and feedback before you work alone.
Complete Project Atlas
Work through a full customer project in a safe practice environment.
Review and improve
See what you did well, what to practise next, and what your result means.
See the full learning details
Who this is for
Target learners
People with some technical experience who want to work more closely with customers and solve real problems.
Prerequisites
You should be able to read simple code, edit a file, use Git, and run a test. You do not need previous AI experience.
What this prepares you for
DeploymentLab helps you practise part of the FDE role with clear support. It does not promise that you are ready for every job.
How you learn here
You see examples and get help before you are asked to work alone.
See an example first
Look at a finished example and see why it works before making your own.
Know why each task matters
Each task explains the customer problem, what you are learning, and what a good answer includes.
Get useful hints
Hints point you in the right direction without doing the whole task for you.
Understand your mistakes
When something fails, feedback explains the reason and what to try next.
Try again
Improve your work from the feedback and run the checks again.
Move from help to independence
Start with guidance, then take on more of the work yourself.
You will always know what to do
Each task shows the customer problem, your job, and how to tell when you are done.
Operations wants faster incident resolution, but Security has not approved autonomous actions.
Talk to three people and write a brief that separates facts, guesses, risks, and open questions.
- Use notes from all three people
- Call out the security problem clearly
- Do not present guesses as facts
- Suggest who must approve the first version
What your result means
Your result describes the work you showed in the projects you completed. It is not a promise about every job.
Orientation
Finishing the primer means you understand the route. It is not a skill result.
Foundations
Finishing a lesson means you learned and checked one topic. More practice is still needed.
Practice
Practice is different from work checked in a full project.
Scoping
A project result applies to that project. It does not mean you are ready for every job.
Real work
You make briefs, system plans, code changes, and handover notes.
Code that runs
Your code runs in a safe practice environment with automated tests.
Safety checks
Important safety rules are checked by the system, not by someone's opinion.
A clear report
Your report shows your code, test results, decisions, and what to practise next.
Program facts
Technical aspirant to transitioning engineer
Primer → Starting-point check → Lessons → Missions
Project Atlas — your first full project
Approximately 10–14 hours (Provisional estimate)
Short lessons, practice tasks, code, feedback and customer projects
Practice customers and a safe test space
Ready to practise the real role?
Start with our free foundations primer and diagnostics immediately. When you are ready for the complete 10-stage simulation, unlock Project Atlas with instant activation.
No credit card required. Evaluated seats are reserved for engineers ready to commit active practice time.