#4763 Pydantic to Define a List of AI Agents Need to Solve a User-Specified Problem; Visualize
#4763 Pydantic to Define a List of AI Agents Need to Solve a User-Specified Problem; Visualize #4763 Describe ow to use pydantic to develop a list of AI agents (with their full definitions) needed to solve a user-specified problem. To design and instantiate a dynamic roster of AI agents using Pydantic , use a two-step pattern: Schema Definition: Use standard Pydantic models to define the metadata of an agent (role, persona, system prompt, tool capabilities, upstream dependencies, and expected outputs). Structured LLM Orchestration: Pass the schema to an LLM planner using Structured Outputs (native OpenAI API, Instructor, or Pydantic AI) to decompose the problem into validated AgentDefinition instances. 1. Define the Agent Schema with Pydantic Create models that define what constitutes a functional AI agent and a collection model representing the swarm or pipeline. from typing import List, Literal, Optional from pydantic import BaseModel, Field class ToolRequirement ( Bas...