What is the difference between an agent and a simple chain?
PICTURE THIS: FLEX VS GRID
Simple meaning
A simple chain follows a fixed graph of steps.
WHY — LangChain instead of guessing?
Why interviewers care about LangChain:
contrast on LangChain, not two memorised paragraphs.
the developer, then one case where picking wrong hurts.
Name the idea, why it exists, then one short example.
End with when you use it and one common pitfall.
STEPS — What happens step by step?
Before you speak the answer, walk the interviewer through these steps:
- 1A simple chain follows
a fixed graph of steps.
- 2An agent lets the
model decide which tool to call, with what arguments, and when to stop.
- 3Agents are more flexible
and also more failure-prone.
- 4Give an example
One tiny concrete case you can say aloud.
- 5Common mistake
What juniors usually get wrong.
- 6Close
When you pick this over the alternative.
EXAMPLE — See it in action
Here's a short line you can speak, broken into clear beats:
Note: Adapt this scaffold to your own project — keep it under 60–90 seconds.
Key takeaway
A simple chain follows a fixed graph of steps. An agent lets the model decide which tool to call, with what arguments, and when to stop.