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AI Agents and Tool Calling Interview Questions (Page 2) | Buncho
Topic
AI Agents and Tool Calling interview questions
Agent design, tools, and failure modes.
All topics
565
Python for AI/ML
75
Machine Learning Fundamentals
10
ML Algorithms
0
ML System Design
1
Deep Learning
5
Statistics and Mathematics
1
Generative AI and LLMs
122
Embeddings
13
RAG and Vector Databases
47
AI Agents and Tool Calling
50
MCP
0
Multimodal AI
29
LLM Evaluation and Testing
27
AI Safety, Ethics, and Responsible AI
36
AI System Design
41
Fine-Tuning
25
AI Infrastructure and Scalability
29
LLM Gateways
0
Production AI Engineering
39
AI Engineering Case Studies
15
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See how often each question is asked, and which companies asked it.
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Title
Topic
Type
Time
Asked
Companies
Level
Not started
21.
How do you handle multimodal inputs and outputs in agentic systems?
AI Agents and Tool Calling · Practical exercise · 10 min
Asked %
Companies
AI Agents and Tool Calling
Practical exercise
10 min
Pro feature
Pro feature
Medium
Not started
22.
Build a multi-agent system where agents have different roles and collaborate on a task
AI Agents and Tool Calling · Practical exercise · 20 min
Asked %
Companies
AI Agents and Tool Calling
Practical exercise
20 min
Pro feature
Pro feature
Hard
Not started
23.
Your AI agent takes too long to complete a task. How do you speed it up?
AI Agents and Tool Calling · Practical exercise · 10 min
Asked %
Companies
AI Agents and Tool Calling
Practical exercise
10 min
Pro feature
Pro feature
Medium
Not started
24.
What is the difference between structured output and function calling?
AI Agents and Tool Calling · Conceptual · 7 min
Asked %
Companies
AI Agents and Tool Calling
Conceptual
7 min
Pro feature
Pro feature
Medium
Not started
25.
What is agent reflection, and how does it improve agent performance?
AI Agents and Tool Calling · Conceptual · 9 min
Asked %
Companies
AI Agents and Tool Calling
Conceptual
9 min
Pro feature
Pro feature
Medium
Not started
26.
What is the difference between single-agent and multi-agent systems?
AI Agents and Tool Calling · Conceptual · 9 min
Asked %
Companies
AI Agents and Tool Calling
Conceptual
9 min
Pro feature
Pro feature
Medium
Not started
27.
What are AI subagents?
AI Agents and Tool Calling · Conceptual · 8 min
Asked %
Companies
AI Agents and Tool Calling
Conceptual
8 min
Pro feature
Pro feature
Medium
Not started
28.
Your AI agent gets conflicting answers from different tools. How does it reconcile them?
AI Agents and Tool Calling · Debugging · 10 min
Asked %
Companies
AI Agents and Tool Calling
Debugging
10 min
Pro feature
Pro feature
Medium
Not started
29.
What is Context Engineering?
AI Agents and Tool Calling · Conceptual · 10 min
Asked %
Companies
AI Agents and Tool Calling
Conceptual
10 min
Pro feature
Pro feature
Medium
Not started
30.
Write a function-calling handler and a minimal agent loop with tool dispatch, error handling and a step budget
AI Agents and Tool Calling · Practical exercise · 20 min
Asked %
Companies
AI Agents and Tool Calling
Practical exercise
20 min
Pro feature
Pro feature
Medium
Not started
31.
How do you design and define tools for an AI agent?
AI Agents and Tool Calling · Practical exercise · 11 min
Asked %
Companies
AI Agents and Tool Calling
Practical exercise
11 min
Pro feature
Pro feature
Medium
Not started
32.
How does LangChain work?
AI Agents and Tool Calling · Conceptual · 9 min
Asked %
Companies
AI Agents and Tool Calling
Conceptual
9 min
Pro feature
Pro feature
Medium
Not started
33.
How does MCP differ from traditional function calling?
AI Agents and Tool Calling · Conceptual · 8 min
Asked %
Companies
AI Agents and Tool Calling
Conceptual
8 min
Pro feature
Pro feature
Medium
Not started
34.
Your AI agent is stuck in an infinite loop. How do you detect and break the cycle?
AI Agents and Tool Calling · Debugging · 10 min
Asked %
Companies
AI Agents and Tool Calling
Debugging
10 min
Pro feature
Pro feature
Medium
Not started
35.
What is Sakana Fugu, and how does it orchestrate a team of AI models?
AI Agents and Tool Calling · Conceptual · 10 min
Asked %
Companies
AI Agents and Tool Calling
Conceptual
10 min
Pro feature
Pro feature
Hard
Not started
36.
What is an AI agent, and how does it differ from a simple LLM call?
AI Agents and Tool Calling · Conceptual · 8 min
Asked %
Companies
AI Agents and Tool Calling
Conceptual
8 min
Pro feature
Pro feature
Easy
Not started
37.
What is the difference between reactive and proactive agents?
AI Agents and Tool Calling · Conceptual · 7 min
Asked %
Companies
AI Agents and Tool Calling
Conceptual
7 min
Pro feature
Pro feature
Easy
Not started
38.
What is an agent loop, and how does it decide when to stop?
AI Agents and Tool Calling · Conceptual · 9 min
Asked %
Companies
AI Agents and Tool Calling
Conceptual
9 min
Pro feature
Pro feature
Medium
Not started
39.
How do AI agents communicate with each other and with tools?
AI Agents and Tool Calling · Conceptual · 9 min
Asked %
Companies
AI Agents and Tool Calling
Conceptual
9 min
Pro feature
Pro feature
Medium
Not started
40.
How do you implement state management in complex agent workflows?
AI Agents and Tool Calling · Practical exercise · 11 min
Asked %
Companies
AI Agents and Tool Calling
Practical exercise
11 min
Pro feature
Pro feature
Hard
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