AI models and agents

Few-shot

Including a few input examples to show the expected task behavior.

A practical example

A prompt contains three examples of correct classification.

What should I know?

This is not the same as model training or fine-tuning.

AI models and agents in practice

A model processes information; the application defines tools and permissions. Reliable answers require good sources and verification. Actions involving accounts, content, and orders must stay within the granted scope.

Related Semly features

See where this concept applies when working with Semly.

Semly MCPConnect Semly data and tools to your AI assistant. Analyze reports and work with Leon in a conversation.Websites for AI agentsShare structured company knowledge and inquiry forms through an agent channel.

Related terms

PromptA question, command, or set of instructions given to an AI model with information needed to answer.Zero-shotPerforming a task without showing examples of expected answers in the prompt.Fine-tuningFurther training on selected examples to adapt behaviors or tasks.

Documentation and further reading

Definition prepared by Semly. Standards and behavior are described by their creators:

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