<ul><li>Langchain offers a robust framework for interacting with various language models (LLMs) and simplifies the complexities of prompt engineering, chain creation, and memory management.</li><li>LLMs can be effectively leveraged using Python, Langchain, and Ollama, reducing development time and making complex AI tasks more approachable.</li><li>Langchain provides modules for tasks like prompt formatting and response parsing, essential for building robust LLM applications.</li><li>Ollama provides an easy-to-use platform for deploying and managing LLMs, suitable for rapid prototyping and efficient deployment.</li></ul>

Fixing Langchain’s ChatOllama “Invalid Format: Expected JSON” Error

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