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```python
# AI Dev Tool: Predictive Intelligence Micro-SaaS Boilerplate
# =========================================================
# This boilerplate provides a production-ready starter for building predictive intelligence micro-SaaS applications
# using FastAPI, Pydantic v2, and AGENTS.md AI-Native SaaS Template.

from fastapi import FastAPI, HTTPException
from pydantic import BaseModel
from typing import List, Dict
import uvicorn
import os
import subprocess

# Define the FastAPI application
app = FastAPI(
    title="Predictive Intelligence Micro-SaaS",
    description="A production-ready starter for building predictive intelligence micro-SaaS applications",
    version="1.0.0",
)

# Define the Pydantic model for predictive intelligence data
class PredictiveIntelligenceData(BaseModel):
    """Predictive intelligence data model"""
    id: int
    name: str
    description: str
    predictions: List[Dict[str, str]]

# Define the AGENTS.md AI-Native SaaS Template configuration
class AGENTSMdConfig(BaseModel):
    """AGENTS.md AI-Native SaaS Template configuration model"""
    api_key: str
    api_secret: str
    template_id: str

# Load the AGENTS

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