"""AI 行业研究 Agent。"""

from app.services.llm_client import LLMClient


async def research_industry(industry: str, companies: str) -> dict:
    """AI 追踪行业动态 → 生成风险提示 → 企业对标分析。"""
    llm = LLMClient()
    prompt = f"""请对以下行业进行研究分析：

行业：{industry}
Portfolio 内相关企业：{companies[:3000]}

以 JSON 格式返回：
{{"industry_trends": ["趋势1", "趋势2"], "policy_changes": ["政策变化"], "competitor_funding": [{{"company": "竞品", "amount": "融资额"}}], "risk_alerts": [{{"risk": "风险", "affected_companies": ["受影响企业"]}}], "benchmark_analysis": "对标分析"}}"""
    result = await llm.chat(prompt, temperature=0.4)
    return result if isinstance(result, dict) else {}