{"id":50090,"topic":"ai","source":"SOHU","title":"大模型混战正酣，谁来告诉投资人哪个AI真能做投研？ - SOHU","url":"https://m.sohu.com/a/1056756587_120988576?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","url_hash":"80c4c75d61fc5802c50133b5748b836cabf973b6","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMijAFBVV95cUxPb3RmQWZyV1hFeUd6bXByX0FkemlfQVFBSFhUS0wwNzJhNGNrQ2xNQk5UWExYay1qaEVmQVBxZGlLOTFxVTQtcHpRSlNVNmVCQXpFdHlRemI1eC1vVW9McElZNXk2b0lKaVAxSHJkSmZLT3hfSFo4TzNVT1E0Ymw1WHJDdHBPeFhIdzRmVw?oc=5\" target=\"_blank\">大模型混战正酣，谁来告诉投资人哪个AI真能做投研？</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">SOHU</font>","content":"大模型混战正酣，谁来告诉投资人哪个AI真能做投研？\n作者 | 熵简科技 AlphaEngine AI团队\n这可能是国产大模型史上最热闹的一个七月。\nKimi K3 发布即刷屏，被华尔街机构定性为\"DeepSeek 2.0 时刻\"；DeepSeek V4 实测视频流出，\"对标 Opus 4.8\"\"压过 GPT-5.6\"的说法满天飞；千问3.8 预览版也已悄悄上线。新模型一周一个，榜单分数天天刷新。\n但对每天要出报告、做决策的投研人来说，真正的问题只有一个—— 这些模型，到底哪个真能干投研的活？\n通用榜单答不了这个问题。为此， 熵简科技 AlphaEngine AI团队历时数年建设并持续维护了 IRB（Investment Research Benchmark）投研能力评测体系——目前金融投研场景公认的权威AI测评基准。它的题目不来自教科书，而来自熵简科技服务 9000 家金融机构过程中沉淀的\"投研错题集\"：那些让资深分析师犯过错、让主流模型反复翻车的真实案例。\n为什么投研必须有自己的标尺\n看看这些模型是怎么\"证明自己\"的：Kimi K3 拿的是前端代码榜单第一，DeepSeek V4 流出的实测是生成3D射击游戏、\"0.12美元写出3000行代码\"。","image_url":"https://q1.itc.cn/q_70/images03/20260730/2a02d7070d9647058d58bf2c3c925412.png","lang":"zh","published_at":"2026-07-30T09:18:09+00:00","fetched_at":"2026-07-30T22:15:08+00:00","status":"read","starred":0,"extract_state":"ok","summary_auto":"大模型混战正酣，谁来告诉投资人哪个AI真能做投研？\n作者 | 熵简科技 AlphaEngine AI团队\n这可能是国产大模型史上最热闹的一个七月。\nKimi K3 发布即刷屏，被华尔街机构定性为\"DeepSeek 2.0 时刻\"；DeepSeek V4 实测视频流出，\"对标 Opus 4.8\"\"压过 GPT-5.6\"的说法满天飞；千问3.8 预览版也已悄悄上线。新模型一周一个，榜单分数天天刷新。\n但对每天要出报告、做决策的投研人来说，真正的问题只有一个—— 这些模型，到底哪个真能干投研的活？\n通用榜单答不了这个问题。为此， 熵简科技 AlphaEngine AI团队历时数年建设并持续维护了 IRB（Investment Research Benchmark）投研能力评测体系——目前金融投研场景公认的权威AI测评基准。它的题目不来自教科书，而来自熵简科技服务 9000 家金融机构过程中沉淀的\"投研错题集\"：那些让资深分析师犯过错、让主流模型反复翻车的真实案例。\n为什么投研必须有自己的标尺\n看看这些模型是怎么\"证明自己\"的：Kimi K3 拿的是前端代码榜单第一，DeepSeek V4 流出的实测是生成3D射击游戏、\"0.12美元写出3000行代码\"。","cluster_id":null,"extract_retries":0,"extract_error":null,"contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://m.sohu.com/a/1056756587_120988576?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 532 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":532,"summary_length":532,"usable_text_length":532,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":532,"summary_length":532}},"news_item":{"id":50090,"canonical_url":"https://m.sohu.com/a/1056756587_120988576?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","source_url":"https://m.sohu.com/a/1056756587_120988576?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","title":"大模型混战正酣，谁来告诉投资人哪个AI真能做投研？ - 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