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AI / LangGraph LangChain Interview questions

What are PromptTemplates in LangChain?

PromptTemplates are objects that format dynamic inputs into the correct structure before passing them to a model. Instead of building prompt strings with f-strings scattered across your codebase, templates give you reusable, testable, versionable prompt construction with named variables.

There are two main types:

  • PromptTemplate — produces a plain text string. Best for LLMs (non-chat models):
from langchain_core.prompts import PromptTemplate
pt = PromptTemplate.from_template("Summarise this in {n} sentences: {text}")
print(pt.format(n=2, text="LangChain is..."))
  • ChatPromptTemplate — produces a list of typed messages. Best for Chat Models:
from langchain_core.prompts import ChatPromptTemplate
chat_pt = ChatPromptTemplate.from_messages([
    ("system", "You are a {role}."),
    ("human", "{user_input}"),
])
messages = chat_pt.format_messages(role="poet", user_input="Write about the sea.")

MessagesPlaceholder is used inside a ChatPromptTemplate to insert a variable-length list of messages — useful for injecting conversation history. partial() lets you pre-fill some variables while leaving others to be filled at call time, which is handy for re-usable templates across different contexts.

Which prompt class should you use when your model expects a list of typed messages?
What is MessagesPlaceholder used for inside a ChatPromptTemplate?

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More Related questions...

What is LangChain? What is LCEL (LangChain Expression Language)? What are the key components of LangChain? How does LangChain differ from traditional LLM integration? What are LangChain Runnables? How do you install and set up LangChain? How do you use ChatModels in LangChain? What are PromptTemplates in LangChain? What are output parsers in LangChain? What is the LangSmith platform? What is LangChain Hub? What is LangServe? How do callbacks work in LangChain? How do you implement streaming in LangChain? How does LangChain handle versioning? What are Chains in LangChain? What is the difference between sequential and parallel chains? How do you use the pipe operator in LCEL? What are RunnablePassthrough and RunnableLambda? What are common chain composition patterns? How do you implement a ConversationChain? How does routing work in LCEL? How do you handle errors in chains? What are chain fallbacks and retries? How do you do batch processing with LCEL? What are LangChain Agents? What are the different agent types in LangChain? How do you create custom agents? What is AgentExecutor? How do tools work in LangChain agents? How do you create custom tools? What are multi-action agents? How do agents plan and reason? How do you integrate memory with agents? How do you debug LangChain agents? What is LangGraph? What are the differences between LangGraph and LangChain Agents? What is StateGraph in LangGraph? How do nodes and edges work in LangGraph? How do you implement conditional edges in LangGraph? How does state management work in LangGraph? What is the difference between MessageGraph and StateGraph? How does checkpointing work in LangGraph? How do you implement human-in-the-loop with LangGraph? How do you build multi-agent systems with LangGraph? What are subgraphs in LangGraph? How do streaming and callbacks work in LangGraph? What are persistence patterns in LangGraph? How do you handle errors in LangGraph? How do you deploy LangGraph applications?
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LangGraph LangChain Interview questions II

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