Learning Path
Forward Deployed Engineer: Frontier Lab Loop
The Forward Deployed Engineer path for loops with a coding round and a take-home build of 3 to 5 hours, with customer delivery and evaluation required.
For: Forward Deployed Engineer candidate. Mixed background, interview in two to eight weeks.
About 199 hours of required and recommended study · 38 required, 2 recommended, 4 optional, 6 later
A variant of the Forward Deployed Engineer path.
Ready When
- Every required module completed: lessons read and confidence rated 3 or more.
- Two full technical worksheets answered inside 45 minutes each.
- Four timed mock interviews scored on the rubric, with no dimension below 3.
- Eight to twelve stories in your story bank, each told aloud in under three minutes.
- One take-home rehearsed against the clock: a 3 to 5 hour build against a written brief using model APIs, with tests and a recorded walkthrough of the design and its trade-offs.
When to Skip
As the Forward Deployed Engineer path.
Modules, Track by Track
Work through the tracks in this order. Each module shows its flag on this path and your status.
- Required
- Study this module; the path assumes it.
- Recommended
- Study it if you have time; it strengthens the core.
- Optional
- Fill a gap only if you need it.
- Later
- Part of this path once it is written; it has no lessons yet.
- Skip
- Not part of this path.
T0Orientation
- Flag: Required
- Flag: Required
- Flag: Required
T1Engineering Foundations for AI
- Flag: LaterOn hold
- Flag: RecommendedPartly ready
- Flag: LaterComing soon
- Flag: OptionalPartly ready
- Flag: Optional
- Flag: LaterComing soon
T2LLM and Retrieval Fundamentals
- Flag: RequiredPartly ready
- Flag: Required
- Flag: Required
- Flag: Required
- Flag: Required
- Flag: LaterComing soon
T3Agentic Systems
- Flag: Required
- Flag: RequiredPartly ready
- Flag: Required
- T3.4Memory and stateFlag: Required
- Flag: Required
- Flag: Required
- Flag: Required
T4Production AI Systems
- Flag: Required
- Flag: Required
- Flag: Required
- Flag: Required
- Flag: Required
- Flag: Required
- Flag: Required
- Flag: OptionalPartly ready
T5AI Systems Design
- Flag: Required
- Flag: Required
- Flag: Required
- Flag: Required
- T5.5Scenario libraryFlag: Required
T6Forward Deployed Engineering
- Flag: Required
- Flag: Required
- Flag: Required
- T6.4Judgement casesFlag: Required
- Flag: RequiredPartly ready
- Flag: RequiredPartly ready
T7Communication and Behavioural
- Flag: Required
- Flag: Required
Interview Practice and Revision
- Flag: Required
- Flag: Required
- Flag: Required
- Flag: LaterOn hold
- Flag: LaterOn hold
T8Capstone and Portfolio
- T8.1Capstone buildFlag: RecommendedPartly ready
- Flag: OptionalPartly ready
Not the right fit? Compare all paths or take the diagnostic.