Review questions
- What are the three main limitations of raw LLMs that LangChain addresses?
- Memory limitations
- Tool integration
- Context constraints
- Processing speed
- Cost optimization
- Which of the following best describes the purpose of LCEL (LangChain Expression Language)?
- A programming language for LLMs
- A unified interface for composing LangChain components
- A template system for prompts
- A testing framework for LLMs
- Name three types of memory systems available in LangChain
- Compare and contrast LLMs and Chat Models in LangChain. How do their interfaces and use cases differ?
- Explain how chains in LangChain differ from simple sequential API calls to an LLM. Provide two specific advantages of using chains.
- What role do Runnables play in LCEL? How do they contribute to building modular LLM applications?
- When running models locally, which factors affect model performance? (Select all that apply)
- Available RAM
- CPU/GPU capabilities
- Internet connection speed
- Model quantization level
- Operating...
