AI Agent Development and Interview Guide: 11-High-Frequency Interview Question Bank and Frameworks

technical system component、technical system component

technical system component：

1. technical system component：technical system component；
2. technical system component：technical system component；
3. technical system component：technical system component、technical system component；
4. technical system component：technical system component、technical system component。

technical system component：technical system component → technical system component → technical system component/data → technical system component → technical system component → technical system component。

technical system component，technical system component。

technical system component、technical system component

1. 🔥 P0：AI Agent technical system component？

Agent technical system component，technical system component、technical system component、technical system component。technical system component、technical system component、technical system component、technical system component、technical system component、technical system component。technical system component，technical system component。

Follow-up Question Preparation: technical system component。

2. 🔥 P0：technical system component Agent？

technical system component、technical system component、technical system component、technical system component，technical system component。Agent technical system component、technical system component。technical system component Workflow technical system component Agent technical system component。

3. 🔥 P0：technical system component Agent。

technical system component：technical system component RAG、technical system component、technical system component+technical system component、technical system component。API technical system component Worker technical system component，technical system component/Checkpoint technical system component；RAG technical system component ACL technical system component Hybrid+Rerank；Tool Gateway technical system component Schema、technical system component、technical system component；technical system component；technical system component Eval、Trace technical system component。

Follow-up Question Preparation: technical system component、technical system component、technical system component Checkpoint technical system component。

4. ⭐ P1：technical system component Agent technical system component？

technical system component；technical system component、technical system component；technical system component；technical system component；technical system component、technical system component、technical system component；technical system component，technical system component。

5. ⭐ P1：technical system component Agent technical system component？

technical system component：technical system component、technical system component、technical system component、technical system component、technical system component/technical system component、technical system component。technical system component，technical system component A/B technical system component，technical system component。

technical system component、Python、technical system component

6. 🔥 P0：async、concurrencytechnical system componentparallelismtechnical system component？

async technical system componentconcurrencytechnical system component，technical system component I/O technical system component；concurrencytechnical system component；parallelismtechnical system component CPU/GPU technical system component。technical system component/technical system component，technical system component、GPU technical system component。

7. 🔥 P0：async def technical system component？

technical system component，technical system component Worker technical system component。technical system component；technical system component to_thread；technical system component CPU technical system component/technical system component，technical system componentconcurrencytechnical system component。

8. 🔥 P0：models API technical system component？

technical system component 429、technical system component 5xx、technical system component；technical system componentexponential backoff、technical system component、technical system component；technical system component/technical system component；technical system component Tool technical system component；technical system component。

9. 🔥 P0：technical system component，technical system component Agent technical system component？

technical system component。Agent technical system component、technical system component，technical system component“technical system component”，technical system component Tool technical system component、technical system component、technical system component，technical system component Prompt technical system component。

10. ⭐ P1：technical system component Agent Run technical system component 202？

technical system component，technical system component。technical system component 202 + run_id，technical system component Worker technical system component，technical system component SSE/WebSocket/technical system component，technical system component、technical system component。

11. ⭐ P1：technical system component？

technical system component、technical system component、technical system component、Worker concurrency、technical system component Semaphore、technical system component。technical system component；technical system component。

technical system component、LLM、Prompt technical system component

12. 🔥 P0：Prompt Engineering technical system component Context Engineering technical system component？

Prompting designs instructions, examples, and output constraints; Context Engineering manages the complete input environment, including rules, history, state, retrieved evidence, tool schemas, and token budgets.technical system component，technical system component、technical system component。

13. 🔥 P0：technical system component？

Use RAG/Tools for ground truth; enforce citations and out-of-context refusal; apply structured output validation; delegate math to code; require approvals for high-risk actions; run continuous Evals.technical system component，technical system component。

14. 🔥 P0：technical system component？

technical system component，technical system component。technical system component Pydantic/JSON Schema technical system component、technical system component、technical system component；technical system component。

15. 🔥 P0：Prompt、RAG、Tool、Fine-tuning technical system component？

Prompt technical system component；RAG technical system component；Tool technical system component；Fine-tuning technical system component/technical system component。technical system component，technical system component。

16. ⭐ P1：technical system component？

technical system component，technical system component，technical system component；technical system component；technical system component Token technical system component；technical system component。technical system component。

17. ⭐ P1：technical system component？

technical system component，technical system component，technical system component，technical system component。technical system component/technical system component/Prompt technical system component。

technical system component、RAG technical system component

18. 🔥 P0：technical system component RAG technical system component。

technical system component、technical system component、technical system component、Embedding/technical system component、technical system component、technical system component、technical system component、Rerank、technical system component、technical system component、technical system component/technical system component/technical system component、technical system component。technical system component。

19. 🔥 P0：Chunk technical system component？

technical system component。technical system component/technical system component，technical system component，technical system component/overlap technical system component Recall@k、technical system component、technical system component。technical system component。

20. 🔥 P0：Dense、BM25、Hybrid technical system component？

Dense technical system component，BM25 technical system component、technical system component，Hybrid technical system component。technical system component RRF technical system component，technical system component Reranker technical system component。

21. 🔥 P0：Rerank technical system component？

technical system component，Reranker technical system component，technical system component。technical system component，technical system component、technical system component。

22. 🔥 P0：technical system component，technical system component？

technical system component；technical system component/Chunk/technical system component/technical system component。technical system component/Rerank。technical system component，technical system component/technical system component/technical system component。

23. 🔥 P0：RAG technical system component？

technical system component，technical system component tenant、technical system component ACL technical system component Metadata Filter；technical system component Key technical system component；technical system component；technical system component。

24. ⭐ P1：technical system component RAG？

technical system component Recall@k、Precision@k、MRR/NDCG；technical system component、technical system component、technical system component、technical system component；technical system component、technical system component、technical system component；technical system component 0。

25. ⭐ P1：technical system component GraphRAG？

technical system component、technical system component、technical system component。technical system component、technical system component；technical system component FAQ technical system component Hybrid RAG。

26. ⭐ P1：Embedding technical system component？

technical system component/technical system component，technical system component A/B，technical system component，technical system component；technical system component；technical system component。

technical system component、Agent technical system component

27. 🔥 P0：ReAct technical system component Plan-and-Execute technical system component？

ReAct technical system component，technical system component；Plan-and-Execute technical system component，technical system component。technical system component ReAct，technical system component+Checkpoint，technical system component Agent。

28. 🔥 P0：technical system component Agent State？

technical system component、technical system component、technical system component、technical system component、technical system component/results、technical system component、technical system component、technical system component；technical system component；technical system component、technical system component；technical system component。

29. 🔥 P0：technical system component？

technical system component、technical system component、Token、technical system component；technical system component/technical system component；technical system component；technical system component；technical system component。technical system component。

30. 🔥 P0：Checkpoint technical system component？

technical system component，technical system component、technical system component、technical system component。technical system component，technical system component；technical system component/Schema technical system component。

31. 🔥 P0：technical system component？

technical system component、technical system component、technical system component、technical system component、technical system component、technical system component、technical system component、technical system component。technical system component，technical system component。

32. ⭐ P1：technical system component Agent technical system component？

technical system component；technical system component/technical system component；technical system component；technical system component；technical system component。technical system component。

technical system component、Tool Calling technical system component MCP

33. 🔥 P0：technical system component Tool？

technical system component、technical system component Schema、technical system component、technical system component、technical system component、technical system component、technical system component、technical system component、technical system component、technical system component、technical system component、technical system component。

34. 🔥 P0：technical system component Tool Call technical system component，technical system component？

technical system component、technical system component Schema、technical system component/technical system component、technical system component、technical system component、technical system component、technical system component、technical system component/technical system component、technical system component。technical system component。

35. 🔥 P0：MCP technical system component Function Calling technical system component？

Function Calling technical system component；MCP technical system component Host/Client/Server technical system component Tools、Resources、Prompts technical system component。MCP technical system component，technical system component。

36. 🔥 P0：MCP technical system component Tool、Resource、Prompt technical system component？

Tool technical system component；Resource technical system component；Prompt technical system component。technical system component UX。

37. 🔥 P0：technical system component Tool technical system component？

technical system component。technical system component；technical system component/technical system component。technical system component，technical system component。

38. ⭐ P1：MCP STDIO Server technical system component print()？

stdout technical system component JSON-RPC technical system component，technical system component。technical system component stderr technical system component。HTTP technical system component。

39. ⭐ P1：MCP HTTP technical system component？

OAuth 2.1、Protected Resource Metadata、Token Audience、technical system component Scope、HTTPS/PKCE、technical system component Token；Server verification Token technical system component，technical system component Token。

40. ⭐ P1：Tool technical system component？

technical system component，technical system component；technical system component；technical system component；technical system component；technical system component；technical system component。

technical system component、Memory、technical system component Agent technical system component

41. 🔥 P0：technical system component Memory technical system component？

technical system component Thread/Checkpoint，technical system component；technical system component Thread technical system component/technical system component，technical system component Namespace、technical system component、TTL、technical system component。knowledge basestechnical system component。

42. 🔥 P0：technical system component？

technical system component，technical system component；technical system component、technical system component TTL；technical system component/technical system component；technical system component；technical system component；technical system component、technical system component。

43. 🔥 P0：technical system component Agent？

technical system componentparallelism、technical system component/technical system component/technical system component、technical system component。technical system component Agent technical system component；technical system component、technical system component，technical system component。

44. 🔥 P0：technical system component Agent？

technical system component Supervisor technical system component、Worker technical system component、technical system component、technical system component、technical system component、technical system component、technical system component、technical system component、technical system component；technical system component Agent technical system component A/B。

45. ⭐ P1：technical system component？

technical system component、technical system component。technical system component、technical system component、technical system component、technical system component、technical system component；technical system component。technical system component UI technical system component、technical system component、technical system component、technical system component。

technical system component、technical system component

46. 🔥 P0：technical system component Agent？

technical system component、technical system component Eval、technical system component Eval、technical system component。technical system component、technical system component、technical system component、technical system component；technical system component；technical system component。

47. 🔥 P0：golden datasettechnical system component？

technical system component，technical system component，technical system component。technical system component/technical system component/technical system component，technical system component，technical system component。

48. 🔥 P0：LLM-as-judge technical system component？

technical system component、technical system component、technical system component、technical system component。technical system component Rubric、technical system component、technical system component、technical system component；technical system component Judge。

49. 🔥 P0：Log、Metric、Trace technical system component？

Log technical system component；Metric technical system component；Trace technical system component、technical system component、technical system component。Agent technical system component Trace，technical system component Metric，technical system component Log。

50. ⭐ P1：technical system component？

technical system component；technical system component；P95 technical system component；technical system component Split technical system component；technical system component。

technical system component、technical system component、technical system component

51. 🔥 P0：technical system component？

Trace technical system component；parallelismtechnical system component；technical system component；technical system component；technical system component；technical system component；technical system component；technical system component；technical system component；technical system component、technical system component、technical system component。

52. 🔥 P0：Prompt Injection technical system component？

technical system component Prompt。technical system component；technical system component/technical system component；technical system component Tool；technical system component；technical system component；technical system component；technical system component DLP；technical system component。

53. 🔥 P0：Docker technical system component？

technical system component。technical system component；technical system component、technical system component、Socket、Capability technical system component。technical system component root、technical system component、technical system component/technical system component、Seccomp/AppArmor；technical system component。

54. 🔥 P0：technical system component？

Model Gateway technical system component；technical system component/technical system component/Tool Eval；technical system component、technical system component；technical system component；technical system componentparallelismtechnical system component。

55. ⭐ P1：quantizationtechnical system component？

technical system component、technical system component；technical system component，technical system component/Kernel。technical system component、technical system component，technical system component。

56. ⭐ P1：technical system componentmulti-tenant isolation？

technical system component tenant；technical system component/technical system component ACL；technical system component Key technical system component；Tool technical system component；Secret/technical system component；technical system component；technical system component tenant。

technical system component、technical system component

57. 🔥 P0：technical system component Agent technical system component。

technical system component 90 technical system component：technical system component → technical system component Agent → technical system component → technical system component → Eval technical system component → technical system component。technical system component“technical system component LangChain”technical system component。

58. 🔥 P0：technical system component？

technical system component STAR/technical system component：technical system component、technical system component、Trace、technical system component、technical system component、technical system component、technical system component。technical system component，technical system component“Prompt technical system component”technical system component。

59. 🔥 P0：technical system component？

technical system component；technical system component；technical system component；technical system component、P95、technical system component；technical system component；technical system component，technical system component。

60. ⭐ P1：technical system component，technical system component？

technical system component：technical system component Eval technical system component Prompt、technical system component Agent technical system component、Tool technical system component/technical system component、RAG technical system component。technical system component，technical system component“technical system component”。

technical system component、technical system component

technical system component：

• 1 technical system component；
• 1 technical system component Agent technical system component；
• 1 technical system component RAG technical system component；
• 1 technical system component Eval technical system component；
• 1 technical system component Trace；
• 1 technical system component；
• 1 technical system component；
• 3 technical system componentTrade-offs: technical system component Agent、technical system component Hybrid+Rerank、technical system component；
• technical system component、technical system component。

technical system component，technical system component；technical system component、Trace、technical system component、technical system component，technical system component UI technical system component，technical system component Agent technical system component。