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Simple prompt or agent workflow? How not to overthink AI

Photobank2/iStock/Getty Images Plus Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways Gen AI success is about knowing which approach to use. Start with the simplest tool that solves your problem. Sometimes you'll need a prompt, and other times an agent workflow. "You're probably making AI harder than it needs to be." This advice from Corey Noles and Grant Harvey's latest episode of The Neuron podcast urges greater simplicity in what has become a complicated and c

Structured Output with LangChain and Llamafile

2 minutes read This article shows how one can teach Llamafile to handle structured outputs like JSON. If you’re already familiar with LangChain, you’ll know that popular models like OpenAI include their own implementations of with_structured_output. Using it is straightforward: All we need is to derive a new class from Pydantic’s BaseModel. The rest happens transparently. You don’t need to teach the LLM anything. Using Llamafile This isn’t currently possible with Llamafile, which I’m using i