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Preview Code

```python
# AI Dev Tool: ESP32S3 Cluster BitNet Language Model API Integration Wrapper
# Description: A production-ready API integration wrapper for interacting with ESP32S3 clusters running 1.58-bit (BitNet) Language models
# Category: API Integration Wrapper

import os
import json
from typing import Dict, List
from fastapi import FastAPI, HTTPException
from fastapi.responses import JSONResponse
from pydantic import BaseModel
from supabase import create_client, Client

# Define the Supabase client
SUPABASE_URL = os.environ.get("SUPABASE_URL")
SUPABASE_KEY = os.environ.get("SUPABASE_KEY")
supabase: Client = create_client(SUPABASE_URL, SUPABASE_KEY)

# Define the ESP32S3 cluster API endpoint
ESP32S3_CLUSTER_URL = os.environ.get("ESP32S3_CLUSTER_URL")

app = FastAPI()

class BitNetLanguageModelRequest(BaseModel):
    """Request model for BitNet language model API"""
# ... full runnable version includes tests & documentation
  

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