The Orchestrator for Edge Intelligence

from nomadallm import NomadaLLM
from ultralytics import YOLO

class SecurityAgent:
    def __init__(self):
        self.llm = NomadaLLM(provider="local")
        self.yolo = YOLO("yolov8n-pose.pt")
        
    async def analyze_frame(self, frame):
        poses = self.yolo(frame)
        
        result = await self.llm.prompt(f"""
        Analyze behavior sequence: {poses}
        
        Detect theft patterns:
        - Look left → back → right → grab → hide
        - Nervous scanning before touching items
        
        Return: NORMAL, SUSPICIOUS, or ALERT
        """)
        
        return result