Solutions Architect &
AI Automation Engineer

# Delbert Aud - Enterprise Local AI / LLM Pipeline
import httpx, json, logging
from langchain_community.llms import Ollama
from n8n_webhook import trigger_pipeline

class LocalAIOptimizer:
    def __init__(self, model="llama3:8b"):
        self.llm = Ollama(model=model, base_url="http://localhost:11434")
        self.temperature = 0.1

    async def process_telephony_payload(self, cdr_log):
        # Ingest unstructured call logs & extract intent
        prompt = f"Extract KPI metadata & sentiment from: {cdr_log}"
        analysis = await self.llm.ainvoke(prompt)
        
        # Trigger downstream n8n orchestration workflow
        res = await trigger_pipeline("workflow-reconciliation", analysis)
        return {"status": "routed", "latency_ms": 42}