"""AI Red Team Agent。""" from app.services.llm_client import LLMClient async def run_red_team(company_context: str, perspective: str = "competitor") -> dict: """AI Red Team 对抗分析 — 魔鬼代言人/竞争对手视角/悲观投资人视角。""" llm = LLMClient() prompt = f"""请以 {perspective} 视角对以下企业进行对抗分析: {company_context[:5000]} 以 JSON 格式返回: {{"analysis": "对抗分析内容", "vulnerabilities": [{{"area": "领域", "vulnerability": "漏洞", "severity": "high/medium/low"}}], "counterarguments": [{{"claim": "企业主张", "counter": "反驳论点"}}]}}""" result = await llm.chat(prompt, temperature=0.6) return result if isinstance(result, dict) else {}