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Structured JSON — Topic Summaries

AI-powered summaries of 3 videos about Structured JSON.

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Function Calling with Local Models & LangChain - Ollama, Llama3 & Phi-3

Sam Witteveen · 2 min read

Running function calling and structured JSON outputs locally is practical with smaller open models—especially Llama 3 8B on Ollama—and it enables...

Local Function CallingOllamaLangChain

Using LangChain Output Parsers to get what you want out of LLMs

Sam Witteveen · 2 min read

LLM apps fail most often when they accept whatever text a model happens to generate instead of forcing that output into a structure the application...

Output ParsingLangChainPydantic Schemas

Tagging and Extraction - Classification using OpenAI Functions

Sam Witteveen · 3 min read

OpenAI “functions” can be used in LangChain not to trigger external code, but to force large language models to return structured JSON...

OpenAI FunctionsLangChain TaggingLangChain Extraction