Spring AI Interview Questions - Practice Questions with Answers and Scoring
Prepare for Spring AI interviews with a hands-on practice experience. Solve curated questions, explore concise explanations, and track your performance with instant scoring.
Top Spring AI Interview Questions for Freshers and Experienced
45 Questions
2 Pages
Easy · Medium · Hard
Page 2 of 2
1
How do you implement multi-turn conversations?
medium
chatcontext
2
What is the difference between embeddings and completion models?
medium
embeddingsmodels
3
How do you integrate Spring AI with REST APIs?
easy
apiintegration
4
What is a vector similarity search?
medium
vectorsearch
5
How do you debug incorrect AI outputs?
hard
debuggingllm
6
Explain tool integration in Spring AI.
hard
toolsintegration
7
What are common performance bottlenecks in Spring AI apps?
hard
performancelatency
8
How does Spring AI support observability?
medium
monitoringobservability
9
What is prompt chaining?
hard
promptworkflow
10
How do you manage cost in Spring AI applications?
medium
costoptimization
11
What is temperature parameter in LLMs?
easy
llmparameters
12
How do you handle rate limits in Spring AI?
hard
rate-limitresilience
13
Explain chunking strategy in RAG systems.
medium
ragchunking
14
What is semantic search?
easy
searchsemantic
15
How do you implement multi-model fallback?
hard
fallbackproviders
16
What is context window in LLMs?
medium
tokenscontext
17
How do you prevent prompt injection attacks?
hard
securityprompt
18
What is few-shot prompting?
medium
promptfew-shot
19
How do you handle long-running AI tasks?
medium
asyncprocessing
20
What is the difference between completion and chat models?
medium
modelschat
21
How do you integrate Spring AI with databases?
medium
databaseintegration
22
Explain zero-shot vs few-shot prompting.
medium
promptlearning
23
How do you validate AI-generated responses?
hard
validationoutput
24
What is guardrails in AI systems?
medium
guardrailssafety
25
How do you design scalable Spring AI applications?
hard
scalingarchitecture
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