Enterprise Integration Skills for FDE Roles: A Baseline
Map the enterprise integration skills you already have to forward deployed engineer skills, take a short placement check and choose the full or fast path.
What you'll learn: which integration skills carry over to forward deployed engineer (FDE) work, what is new, and how a self-assessment and a placement check help you choose the full 20-hour path or the fast track.
At a glance
Figure 1. From self-assessment to a chosen path
flowchart TD
accTitle: From self-assessment to a chosen path
accDescr: The reader takes the ten-question AI Architect self-assessment, scores the skills map, and takes the four-question placement check. Skills scored zero get a full lesson, one gets the exercise only, two get a skim. The result is either the full path or the fast track.
A["Take the 10-question self-assessment"] --> B["Score the skills map 0 to 2"]
B --> C["Take the placement check"]
C --> D{"Score on a skill"}
D -- "0" --> E["Study the lesson"]
D -- "1" --> F["Do the exercise, skim the text"]
D -- "2" --> G["Skim"]
E --> H["Full path or fast track"]
F --> H
G --> H
How to read this: the diamond applies once per skill; the last box is a choice you write down.
Most integration skills transfer: contracts, timeouts, identity, testing, logs.
Composite scenario, not a real company. Lumen Industrial Supply, a fictional distributor, has a backend engineer who has run Spring Boot services and queue consumers for years but never called a language model. Asked to help with the sales assistant, the engineer cannot tell whether to start with Python basics or retrieval. The manager suggests a short self-assessment first. The numbers below are illustrative.
What you will be able to do
Score the skills map 0 to 2, with evidence.
Read the placement check as advice.
Write down your path and your first three lessons.
Rate each row 0 (never done it), 1 (done it with help) or 2 (done it alone, can explain it), with one line of evidence.
In the interview: "Why would an integration engineer be good at this?" Name two skills from the table with an example each, then say plainly what you still have to learn.
Reusing the self-assessment
Take the 10-question self-assessment in the AI Architect overview.
The placement check
Four questions on where integration work and AI work differ most.
Placement check: where do you start? (interactive when JavaScript is on)
A service calls a model provider with no timeout. One call hangs for ten minutes. What is the first fix?
Add worker threads
Set a client timeout and a bounded retry
Raise the maximum output tokens
Answer
Set a client timeout and a bounded retry. A hung call holds a worker until something cuts it off. A timeout plus a bounded retry limits the damage; more threads only delay the same failure.
A model returns JSON that is missing a required field. What should the service do?
Pass it to the caller anyway
Fill the missing field with a default
Validate against a schema, retry once with the error, then return a typed error
Answer
Validate against a schema, retry once with the error, then return a typed error. Output is untrusted until it validates. One bounded repair attempt is cheap, and a typed error is honest. A silent default hides the failure.
A public user asks about a partner-only datasheet. Where is access enforced?
In the retrieval query, from the verified identity
In the system prompt
In the model's answer filter
Answer
In the retrieval query, from the verified identity. Authorization belongs in code that sees the verified identity. A prompt or a filter on the answer can be talked around.
You change the chunking and answers seem better. How do you know?
Read five answers and decide
Ask the model to grade itself
Run the same fixed question set before and after with one scoring rule
Answer
Run the same fixed question set before and after with one scoring rule. A fixed set and a fixed rule make two runs comparable. Reading a few answers is anecdote.
If you got the first two right, skim M1 and M2. If you missed the third or fourth, keep retrieval and evaluation in full. The fast track is about 16 hours instead of 20.
Worked example
Assumptions: an illustrative learner scores the rows as 2, 2, 1, 1, 1, 2, 0 and 0.
Figure 2. How a score becomes a study action
flowchart LR
accTitle: How a score becomes a study action
accDescr: A score of two means skim, one means do the exercise, zero means study the whole lesson. The three actions add up to a weekly plan.
S2["Score 2"] --> K["Skim the lesson"]
S1["Score 1"] --> X["Do the exercise first"]
S0["Score 0"] --> L["Study the full lesson"]
K --> P["Plan"]
X --> P
L --> P
How to read this: each score picks one action; the plan is those actions together.
The total is 2 + 2 + 1 + 1 + 1 + 2 + 0 + 0 = 9 of 16, about 56 percent. The two zero rows (reviews, design notes) are studied in full. The three rows scored 1 start with their exercise.
Practice task
Take the self-assessment; note the part of your first "no".
Score the skills map, then take the placement check.
Write a half-page plan: path, lessons to study and to skim, review date.
Exercise
Decision exercise. You score 2 on API contracts, 2 on testing, 1 on identity, 0 on evaluation and 0 on customer reviews, and you missed the access-control question. Choose: (A) fast track, which skips M1 and M2 and skims M3 and M4, (B) full path, (C) full path with retrieval, evaluation and customer modules first. Justify it.
Model answer
Option C. M1 and M2 will go quickly. The access-control miss and the two zeros are what M3 onward teaches, and Option A skims M3.
Explain it back. In three sentences, tell an interviewer why your integration experience is relevant. A good explanation names:
two skills with an example each;
one new thing;
what you are doing about it.
Done when your skills map has eight scored rows with evidence, your placement result is written down and your plan states a path.
Hint 1: no evidence to write
Name the role of a system where you used the skill.
Hint 2: everything is a 2
Explain three rows aloud. A row you cannot explain without notes is a 1.
Common mistakes
Scoring what you could look up, not what you have done.
Skipping the self-assessment.
Treating the placement check as a gate.
Skipping the capstone phases M1 and M2 host on the fast track.
Knowledge check
1. Why is a retry different in an AI feature from a normal API call?
A model retry repeats the token cost as well as the wait. Retries therefore need a bound.
2. Why does authorization sit in the retrieval query, not the prompt?
A prompt is text the model can be argued out of. A query filter is code you can test.
3. What does a score of 1 mean, and what follows?
You have done it only with help. Do the exercise first and read the text where it stops you.
4. Why is the placement check advisory?
Four questions measure a skill unreliably. A gate would reward noise.
5. What stays the same on both paths?
The capstone and the portfolio deliverables. The outcome is a working service, not lessons read.
Lesson 2 of 9 · Forward Deployed Engineer: Python and FastAPI Foundations
Map the enterprise integration skills you already have to forward deployed engineer skills, take a short placement check and choose the full or fast path.
In the rest of this lesson
Worked example
Practice task
Exercise
Common mistakes
Knowledge check
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