The Forward Deployed Engineer Coding Interview: Mastering the FDE Round: LLM Practicals and Agentic Patterns
暫譯: 前線部署工程師 Coding Interview：掌握 FDE 面試環節：LLM 實作與 Agentic Patterns

Evan Marsh

The Forward Deployed Engineer Coding Interview: Mastering the FDE Round: LLM Practicals and Agentic Patterns

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商品描述

The coding round for Forward Deployed Engineer roles is unlike any other interview in software. Candidates build, debug, and reason about LLM-powered systems live, while the interviewer escalates through the same failure modes that production agents hit. This book is a complete preparation system for that round – and every solution in it was executed before it was printed.

Two tracks, one method. Track A drills the LLM systems practicals – over 120 plus worked problems with the traps interviewers plant and the follow-ups they escalate into. Track B builds the agentic design patterns in depth: one pattern per chapter, from base problem through five interviewer-grade variations, with drills, checklists, and the one-sentence framings you can say in the room. All code uses the minimal stack strong candidates reach for: the Python standard library, the official Anthropic SDK, and Pydantic – no frameworks.

商品描述(中文翻譯)

Forward Deployed Engineer 職位的 coding round 與軟體業的其他面試截然不同。候選人必須在現場建置、除錯並推理由 LLM 驅動的系統，而面試官則會逐步加碼，模擬正式環境中的 agent 所會遭遇的相同失效模式。本書是為這一輪面試打造的完整準備系統，而書中的每一個解法都在付梓前實際執行過。

兩條學習路線，一套方法。A 路線密集訓練 LLM 系統實作題，包含超過 120 道完整解題題目，以及面試官刻意埋設的陷阱與可能進一步追問的問題。B 路線則深入建立 agentic 設計模式：每章聚焦一種模式，從基本問題一路延伸至五種符合面試官要求的變化題，並提供練習、檢查清單，以及你能在面試現場說出的單句式表述。所有程式碼都採用優秀候選人最常選擇的精簡技術堆疊：Python 標準函式庫、官方 Anthropic SDK 與 Pydantic，不使用任何 framework。

目錄大綱

Part 0 – The FDE Coding Round Decoded
1. What the FDE Coding Round Actually Tests
2. The Ground Rules: One Method for Every Problem

Part I – LLM Systems Practicals
3. The Request Path
4. The Serving Layer
5. The Operating Layer
6. The Agentic Layer: Where the Tracks Meet

Part II – Agentic Design Patterns
7. Prompt Chaining
8. Routing (The Supervisor Router)
9. Parallelization: Sectioning vs. Voting
10. Orchestrator-Workers
11. Evaluator-Optimizer
12. Reflection
13. Circuit Breaker
14. Concurrent Partial Failure
15. Agent Loop Termination
16. Human-in-the-Loop
17. Context Compaction
18. Session Persistence
19. Tool Result Caching
20. Permission-Scoped Tool Execution
21. Guardrails Pipeline

Part III – The Take-Home
22. The Take-Home Round: Eight Archetypes
23. The Reference Build: One Take-Home, End to End
24. The Written Deliverable

Part IV – Game Day
25. Pattern Identification Drills
26. The Live-Coding Playbook
27. Mock Rotation & Self-Assessment

Plus two load-bearing interludes and four appendices: the reviewer signals rubric, the track convergence map, an Anthropic SDK quick reference, and the pre-submission checklist.

目錄大綱(中文翻譯)

Part 0 – The FDE Coding Round Decoded

1. What the FDE Coding Round Actually Tests

2. The Ground Rules: One Method for Every Problem

Part I – LLM Systems Practicals

3. The Request Path

4. The Serving Layer

5. The Operating Layer

6. The Agentic Layer: Where the Tracks Meet

Part II – Agentic Design Patterns

7. Prompt Chaining

8. Routing (The Supervisor Router)

9. Parallelization: Sectioning vs. Voting

10. Orchestrator-Workers

11. Evaluator-Optimizer

12. Reflection

13. Circuit Breaker

14. Concurrent Partial Failure

15. Agent Loop Termination

16. Human-in-the-Loop

17. Context Compaction

18. Session Persistence

19. Tool Result Caching

20. Permission-Scoped Tool Execution

21. Guardrails Pipeline

Part III – The Take-Home

22. The Take-Home Round: Eight Archetypes

23. The Reference Build: One Take-Home, End to End

24. The Written Deliverable

Part IV – Game Day

25. Pattern Identification Drills

26. The Live-Coding Playbook

27. Mock Rotation & Self-Assessment

Plus two load-bearing interludes and four appendices: the reviewer signals rubric, the track convergence map, an Anthropic SDK quick reference, and the pre-submission checklist.

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