AI Dev Tool: ravynOS Prealpha opensource OS

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Preview Code

```python
# AI Dev Tool: Automatic Bird Identification System API
# Description: A micro-SaaS API for automatic bird identification using computer vision and machine learning.
# Technology Stack: FastAPI, Pydantic v2, OpenCV, TensorFlow

from fastapi import FastAPI, UploadFile, File
from pydantic import BaseModel
import cv2
import numpy as np
from tensorflow.keras.models import load_model
import uvicorn
from typing import Optional

# Load the pre-trained bird identification model
model = load_model('bird_identification_model.h5')

# Define the API application
app = FastAPI()

# Define the request body model for image upload
class BirdImage(BaseModel):
    image: UploadFile = File(...)

# Define the response model for bird identification
class BirdIdentificationResponse(BaseModel):
# ... full runnable version includes tests & documentation