Learning Path
Experienced Software Engineer
Skip the engineering basics and go deep on LLM systems, agents, design and delivery.
For: Experienced software engineer moving into AI. Strong backend, little ML or LLM experience.
About 164 hours of required and recommended study · 35 required, 3 recommended, 6 optional, 6 later
Ready When
- Every required module completed: lessons read and confidence rated 3 or more.
- Two technical worksheets answered inside 45 minutes each.
- Two timed mock interviews scored on the rubric, with no dimension below 3.
When to Skip
Engineering foundations if you already ship backend services. Frameworks: LangChain and LangGraph if you use them at work.
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: OptionalPartly 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: Recommended
- Flag: RecommendedPartly ready
- Flag: RecommendedPartly 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: OptionalPartly ready
- Flag: OptionalPartly ready
Not the right fit? Compare all paths or take the diagnostic.