from __future__ import annotations from typing import Any, Dict, List class SignalSellingService: def aggregate_signals( self, web_signals: List[Dict[str, Any]], email_signals: List[Dict[str, Any]], call_signals: List[Dict[str, Any]], linkedin_signals: List[Dict[str, Any]], ) -> Dict[str, Any]: all_signals = web_signals + email_signals + call_signals + linkedin_signals score = sum(float(s.get("score", 0)) for s in all_signals[:20]) return { "signal_count": len(all_signals), "buying_intent_score": min(100.0, round(score / 5.0, 2)), "top_signals": sorted(all_signals, key=lambda x: float(x.get("score", 0)), reverse=True)[:5], } signal_selling_service = SignalSellingService()