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```python
# AI Dev Tool: Edge AI-Powered Vector Search API
# Description: A production-ready API integration wrapper for PostgreSQL Vector Search Extension
# Category: API Integration Wrapper

from fastapi import FastAPI, HTTPException
from pydantic import BaseModel
from typing import List, Optional
import psycopg2
from psycopg2 import extras
import json

# Define the FastAPI application
app = FastAPI(
    title="Edge AI-Powered Vector Search API",
    description="A production-ready API integration wrapper for PostgreSQL Vector Search Extension",
    version="1.0.0"
)

# Define the PostgreSQL connection parameters
POSTGRES_HOST = "localhost"
POSTGRES_PORT = 5432
POSTGRES_DB = "vector_search_db"
POSTGRES_USER = "vector_search_user"
POSTGRES_PASSWORD = "vector_search_password"
# ... full runnable version includes tests & documentation
  

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