Lesson
Scripting Local Language Models with Ollama and the Vercel AI SDK
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While command-line chats with local AI models are useful, the real power comes from scripting. This lesson walks you through the initial setup for creating powerful, local AI-driven scripts by combining Ollama, the Vercel AI SDK, and Zod.
You'll learn how to take a natural language command, like "Concatenate all of the markdown files in my Downloads folder into a single file," and use the generateObject function to intelligently extract structured, actionable data from it.
Workflow demonstrated in this lesson:
- Install and set up the
ollama-ai-provider,ai, andzodpackages. - Create a local AI model instance using Ollama and the Gemma 3 model.
- Define a Zod schema to specify the exact data structure you want to extract (e.g.,
{ command: string }). - Use
generateObjectto pass a natural language prompt to the local model and receive a structured JSON object that matches your schema. - Run the script using
bunto see the local model successfully infer the "concatenate" command from a full sentence.
This foundational lesson unlocks the ability to build sophisticated, automated workflows by translating human language into machine-readable commands, all running entirely on your local machine.