{"id":35215,"date":"2025-07-22T10:51:24","date_gmt":"2025-07-22T01:51:24","guid":{"rendered":"https:\/\/smallake.kr\/?p=35215"},"modified":"2025-07-22T10:51:24","modified_gmt":"2025-07-22T01:51:24","slug":"%ec%9a%94%ec%a6%98-ai-%ec%9a%94%ec%a6%98-%ec%9b%94%ec%8a%a4%ed%8a%b8%eb%a6%ac%ed%8a%b8-llm-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9%ec%9d%98-%ea%b0%80%eb%8a%a5%ec%84%b1%ea%b3%bc-%eb%ac%b8%ec%a0%9c","status":"publish","type":"post","link":"https:\/\/smallake.kr\/?p=35215","title":{"rendered":"\uc694\uc998 AI \uc694\uc998 \uc6d4\uc2a4\ud2b8\ub9ac\ud2b8 &#8211; LLM \ud2b8\ub808\uc774\ub529\uc758 \uac00\ub2a5\uc131\uacfc \ubb38\uc81c"},"content":{"rendered":"<p>1.<br \/>\n Risk.net\uac00 \ubcf4\ub0b8 \ub274\uc2a4\ub808\ud130.\uae30\uc0ac \uc81c\ubaa9\uc774 \ub208\uc5d0 \ub4e4\uc5b4\uc635\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/www.risk.net\/risk-management\/7961878\/academic-warns-of-systemic-risk-from-ai-powered-trading\" rel=\"noopener\" target=\"_blank\">Academic warns of systemic risk from AI-powered trading<\/a><\/p>\n<p> \uc720\ub8cc\uc11c\ube44\uc2a4\ub77c \uc77c\ubd80\ub9cc \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<blockquote><p>Trading strategies generated by large language models (LLMs) are surprisingly effective, but could introduce new systemic risks to financial markets, according to an academic study presented to European regulators last month. Research conducted by Alejandro Lopez Lira, assistant professor of finance at the University of Florida, found LLMs can \u201ceffectively function as sophisticated trading agents<\/p><\/blockquote>\n<p>EU\uae08\uc735\uaddc\uc81c\ub2f4\ub2f9\uc790\ub4e4\uc5d0\uac8c \ubc1c\ud45c\ud55c \ub17c\ubb38\uc774\ub77c\uc11c \ub354 \uad6c\ubbf8\uac00 \ub2f9\uacbc\uc2b5\ub2c8\ub2e4. \uc5b4\ub5a4 \ub17c\ubb38\uc778\uc9c0 \uad81\uae08\ud588\uc2b5\ub2c8\ub2e4. <\/p>\n<p>\uc6b0\uc120 \uc800\uc790\uc778 <a href=\"https:\/\/alejandrolopezlira.site\/\" rel=\"noopener\" target=\"_blank\">Alejandro Lopez-Lira<\/a>. \uac80\uc0c9\uc744 \ud574\ubcf4\uba74 \ubb34\ucc99\uc774\ub098 \uc720\uba85\ud55c \uc0ac\ub78c\uc778 \ub4ef \ud569\ub2c8\ub2e4. \uc774\ub7f0\uc800\ub7f0 \ub17c\ubb38\uc73c\ub85c \uc0c1\ub3c4 \ub9ce\uc774 \ubc1b\uc740 \ubd84\uc785\ub2c8\ub2e4.<\/p>\n<p>\uad6c\uae00\ub9c1\uc73c\ub85c \ucc3e\uc740 \ub17c\ubb38\uc740 <a href=\"https:\/\/arxiv.org\/abs\/2504.10789\" rel=\"noopener\" target=\"_blank\">Can Large Language Models Trade? Testing Financial Theories with LLM Agents in Market Simulations<\/a>\uc785\ub2c8\ub2e4. <\/p>\n<p>\ub17c\ubb38 \uc11c\ubb38\uc5d0\uc11c LLM\uc758 \uac00\ub2a5\uc131\uc744 \uc544\ub798\uc640 \uac19\uc774 \uc815\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<blockquote><p>\ubd84\uc11d \uacb0\uacfc \ud2b8\ub808\uc774\ub529 \uc5d0\uc774\uc804\ud2b8\ub85c\uc11c LLM\uc758 \uc5ed\ub7c9\uc5d0 \ub300\ud55c \uc138 \uac00\uc9c0 \uc8fc\uc694 \uacb0\uacfc\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. <\/p>\n<p>\uccab\uc9f8, LLM\uc740 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub4e4\uc740 \uc77c\uad00\ub418\uac8c \uc2dc\uc7a5 \uba54\ucee4\ub2c8\uc998\uc744 \uc774\ud574\ud558\uace0, \uc2dc\uc7a5 \uc815\ubcf4\ub97c \ucc98\ub9ac\ud558\uace0, \uac00\uaca9 \uae30\ub300\uce58\ub97c \ud615\uc131\ud558\uace0, \ud2b9\uc815 \uc9c0\uc2dc\uc5d0 \ub530\ub77c \uac70\ub798\ub97c \uc2e4\ud589\ud569\ub2c8\ub2e4. \ud2b8\ub808\uc774\ub529 \ud589\ub3d9\uc740 \uc9c0\uc2dc\uc5d0 \ub9e4\uc6b0 \ubbfc\uac10\ud558\uba70 \uc218\uc775\uc5d0 \uc601\ud5a5\uc744 \uc8fc\uc9c0 \uc54a\uace0 \uc9c0\uc2dc\ub97c \ucda9\uc2e4\ud788 \ub530\ub985\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc900\uc218\ub294 \uc778\uac04 \ud2b8\ub808\uc774\ub354\uc640 \uadfc\ubcf8\uc801\uc778 \ucc28\uc774\ub97c \uac15\uc870\ud569\ub2c8\ub2e4: LLM\uc740 \ubcf8\uc9c8\uc801\uc73c\ub85c \uc218\uc775 \uadf9\ub300\ud654\ub97c \uc704\ud574 \ucd5c\uc801\ud654\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c \uc9c0\uc2dc\ub97c \uc815\ud655\ud558\uac8c \ub530\ub974\uae30 \uc704\ud574 \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub458\uc9f8, LLM\uc740 \uc2dc\uc7a5 \uc5ed\ud559 \uad00\uacc4\uc5d0 \uc758\ubbf8 \uc788\uac8c \ubc18\uc751\ud569\ub2c8\ub2e4. \uc774\ub4e4\uc740 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9b4 \ub54c \ud604\uc7ac \ubc0f \uacfc\uac70 \uac00\uaca9, \ubc30\ub2f9\uae08, \uae30\ud0c0 \uc2dc\uc7a5 \uc815\ubcf4\ub97c \uace0\ub824\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc2dc\uc7a5 \uc0c1\ud669\uc774 \ubcc0\ud558\ub354\ub77c\ub3c4 \uc804\ub7b5\uc801 \ubc29\ud5a5\uc744 \uc720\uc9c0\ud558\uba70, \uc774\ub85c \uc778\ud574 \uae08\uc804\uc801 \uc190\uc2e4\uc774 \ubc1c\uc0dd\ud558\ub354\ub77c\ub3c4 \uc9c0\uc2dc\uc5d0 \ub530\ub985\ub2c8\ub2e4. \uc774\ucc98\ub7fc \uc804\ub7b5\uc801 \uc77c\uad00\uc131\uc744 \uc720\uc9c0\ud558\uba74\uc11c \uc2dc\uc7a5 \uc0c1\ud669\uc5d0 \ub300\uc751\ud558\ub294 \uc870\ud569\uc774 \uaddc\uce59 \uae30\ubc18 \uc54c\uace0\ub9ac\uc998\uc774\ub098 \uc778\uac04 \ud2b8\ub808\uc774\ub354\uc640\ub294 \ub2e4\ub978 \ub3c5\ud2b9\ud55c \ud2b8\ub808\uc774\ub529 \ud504\ub85c\ud544\uc744 \ub9cc\ub4e4\uc5b4\ub0c5\ub2c8\ub2e4.<\/p>\n<p>\uc14b\uc9f8, LLM \uc5d0\uc774\uc804\ud2b8\ub97c \ud1b5\ud55c \uc2dc\uc7a5 \uc5ed\ud559\uc740 \uc2e4\uc81c \uc2dc\uc7a5\uacfc \uc720\uc0ac\ud558\uba70 \uc774\ub860\uc801 \uae08\uc735 \ubb38\ud5cc\uc758 \uace0\uc804\uc801 \uacb0\uacfc\ub97c \ubc18\uc601\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc5d0\uc774\uc804\ud2b8\uac00 \uc0c1\ud638 \uc791\uc6a9\ud560 \ub54c \ud380\ub354\uba58\ud138 \uac00\uce58\uc5d0 \ub300\ud55c \uac00\uaca9 \uc218\ub834\uacfc \uac19\uc740 \uc0c8\ub85c\uc6b4 \ud589\ub3d9\uc744 \ud1b5\ud574 \ud604\uc2e4\uc801\uc778 \uac00\uaca9 \ubc1c\uacac\uacfc \uc720\ub3d9\uc131 \uacf5\uae09\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8 \uc720\ud615 \ubd84\ud3ec\uc5d0 \ub530\ub77c \uc2dc\uc2a4\ud15c\uc740 \ubc84\ube14\uc774\ub098 \uc815\ubcf4 \uacfc\uc18c\ubc18\uc751\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc2dc\uc7a5 \ud604\uc0c1\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcf5\uc7a1\ud55c \ud589\ub3d9\uc740 \uc778\uac04 \ucc38\uc5ec\uc790\ub97c \ub300\uc0c1\uc73c\ub85c \ud55c \uc2e4\ud5d8 \ub300\uc2e0 LLM \uc5d0\uc774\uc804\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2dc\uc7a5 \uc5ed\ud559\uc744 \uc5f0\uad6c\ud558\ub294 \ub370 \uc7a0\uc7ac\uc801\uc778 \uc751\uc6a9 \uac00\ub2a5\uc131\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub530\ub77c\uc11c \uc774\ub7ec\ud55c \uacb0\uacfc\ub294 LLM \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc758 \uc54c\uace0\ub9ac\uc998 \uc77c\uad00\uc131\uc5d0 \ub300\ud55c \uc911\uc694\ud55c \uc758\ubb38\uc744 \uc81c\uae30\ud569\ub2c8\ub2e4. \ud2b8\ub808\uc774\ub529 \uc5d0\uc774\uc804\ud2b8\ub294 \ud504\ub86c\ud504\ud2b8\ub97c \ud1b5\ud574 \uad6c\ud604\ub418\uae30 \ub54c\ubb38\uc5d0 \uae30\ubcf8 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ud2b9\uc131\uc744 \uadf8\ub300\ub85c \uc774\uc5b4\ubc1b\uc2b5\ub2c8\ub2e4. \ub9ce\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \uc720\uc0ac\ud55c \uae30\ubc18 \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ud558\ub294 \uacbd\uc6b0, \ud2b9\uc815 \uc2dc\uc7a5 \uc870\uac74\uc5d0 \uc0c1\uad00\uad00\uacc4\uac00 \uc788\ub294 \ubc18\uc751\uc744 \ubcf4\uc5ec \uc2dc\uc7a5 \ubd88\uc548\uc815\uc131\uc744 \uc99d\ud3ed\uc2dc\ud0ac \uc218 \uc788\ub294 \ub4f1 \uad6c\ud604 \uc804\ubc18\uc5d0 \uac78\uccd0 LLM \uc544\ud0a4\ud14d\ucc98\ub97c \ud45c\uc900\ud654\ud558\uba74 \uc608\uc0c1\uce58 \ubabb\ud55c \ud589\ub3d9 \ud328\ud134\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n<p>\uc774\ub7ec\ud55c \ubd84\uc11d\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uace0 \uc774 \uc0c8\ub85c\uc6b4 \ubd84\uc57c\uc758 \uac1c\ubc1c\uc744 \uac00\uc18d\ud654\ud558\uae30 \uc704\ud574 \uc800\ud76c\ub294 \uc138 \uac00\uc9c0 \ud575\uc2ec \uc694\uc18c\ub97c \uac16\ucd98 \uc624\ud508 \uc18c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4: (1) LLM \uac70\ub798 \uc5d0\uc774\uc804\ud2b8\ub97c \uad6c\ud604\ud558\uace0 \uac80\uc99d\ud558\uae30 \uc704\ud55c \uad6c\uc870\ud654\ub41c \ud504\ub85c\ud1a0\ucf5c\ub85c LLM \uae30\ubc18 \ubc0f \uae30\uc874 \uaddc\uce59 \uae30\ubc18 \uc5d0\uc774\uc804\ud2b8\ub97c \ubaa8\ub450 \uc9c0\uc6d0, (2) \uc5d0\uc774\uc804\ud2b8 \uc0c1\ud638\uc791\uc6a9 \ud14c\uc2a4\ud2b8\ub97c \uc704\ud55c \ud604\uc2e4\uc801\uc778 \ubbf8\uc138 \uad6c\uc870\ub97c \uac16\ucd98 \ud1b5\uc81c\ub41c \uc2dc\uc7a5 \ud658\uacbd, (3) \uac70\ub798 \ud589\ub3d9 \ubd84\uc11d\uc744 \uc704\ud55c \uc885\ud569\uc801\uc778 \ub370\uc774\ud130 \uc218\uc9d1 \uc2dc\uc2a4\ud15c. \uc774 \ud504\ub808\uc784\uc6cc\ud06c\ub294 LLM \uae30\ubc18 \uac70\ub798 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \uc2e4\ubb34\uc790, \uad11\ubc94\uc704\ud55c LLM \ub3c4\uc785\uc744 \uc608\uc0c1\ud558\ub294 \uaddc\uc81c \ub2f9\uad6d, LLM \uc5d0\uc774\uc804\ud2b8\ub97c \ud1b5\ud574 \uc2dc\uc7a5 \uc5ed\ud559\uc744 \uc5f0\uad6c\ud558\ub294 \uc5f0\uad6c\uc790 \ub4f1 \uae08\uc735 \uc2dc\uc7a5\uc758 \uc9c4\ud654\uc5d0 \ub300\ube44\ud558\ub294 \uc5ec\ub7ec \uc774\ud574\uad00\uacc4\uc790\uc5d0\uac8c \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p><\/blockquote>\n<p>\ub17c\ubb38\uc5d0\uc11c \ubd84\uc11d\ud55c Agent Type\uc740 \uc544\ub798\uc640 \uac19\uc2b5\ub2c8\ub2e4. \uc6b0\ub9ac\uac00 \uc54c\uace0 \uc788\ub294 \ub300\ubd80\ubd84\uc758 \uc720\ud615\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<blockquote><p>2.2.3 Agent Types<br \/>\n<\/br><br \/>\nThe framework contains diverse ready-to-use agent types that can be categorized into two main groups: LLM-based agents with natural language prompts and deterministic rule-based agents with algorithmic behaviors.<br \/>\nThe software includes a diverse set of LLM-based agents:<br \/>\n\u2022 Value Investors: Focus on fundamental analysis and mean reversion<br \/>\n\u2022 Momentum Traders: Follow established price trends and volume patterns<br \/>\n\u2022 Market Makers: Provide liquidity through symmetric bid-ask spreads<br \/>\n\u2022 Contrarian Traders: Trade against market extremes and overreactions<br \/>\n\u2022 Speculators: Seek to profit from market inefficiencies<br \/>\n\u2022 Sentiment-Based Agents: Include optimistic and pessimistic variants with biased expectations<br \/>\n\u2022 Retail Traders: Simulate typical individual investor behavior<br \/>\n<\/br><br \/>\nThe software also includes a set of deterministic rule-based agents that serve as benchmarks and control conditions:<br \/>\n\u2022 Directional Traders: Always-buy, always-sell, and always-hold agents<br \/>\n\u2022 Technical Agents: Gap traders, mean reversion traders, and momentum traders<br \/>\n\u2022 Algorithmic Market Makers: Implement fixed spread-posting strategies<\/p><\/blockquote>\n<p>\ub9c8\uc9c0\ub9c9 \uacb0\ub860\uc785\ub2c8\ub2e4.<\/p>\n<blockquote><p>\n\uc774 \ub17c\ubb38\uc5d0\uc11c\ub294 \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uc2dc\uc7a5 \uc0c1\ud669\uc5d0 \uc801\uc751\ud558\uba74\uc11c \uc804\ub7b5\uc801 \uc77c\uad00\uc131\uc744 \uc720\uc9c0\ud558\ub294 \ub3d9\uc2dc\uc5d0 \uac00\uce58 \ud22c\uc790\uc790\ubd80\ud130 \uc2dc\uc7a5 \uc870\uc131\uc790\uae4c\uc9c0 \ub2e4\uc591\ud55c \ud2b8\ub808\uc774\ub529 \uc5d0\uc774\uc804\ud2b8\ub85c\uc11c \ud6a8\uacfc\uc801\uc73c\ub85c \uae30\ub2a5\ud560 \uc218 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc2e4\ud5d8 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \uc774\ub4e4\uc758 \uc0c1\ud638\uc791\uc6a9\uc774 \uac00\uaca9 \uac70\ud488\uacfc \uc870\uc815\uacfc \uac19\uc740 \ud604\uc0c1\uc744 \ud3ec\ud568\ud55c \ud604\uc2e4\uc801\uc778 \uc2dc\uc7a5 \uc5ed\ud559\uc744 \uc0dd\uc131\ud55c\ub2e4\ub294 \uac83\uc744 \ubcf4\uc5ec\uc8fc\uba70, \uae08\uc735 \uc2dc\uc7a5\uc5d0 LLM \uc5d0\uc774\uc804\ud2b8\ub97c \ubc30\uce58\ud560 \ub54c\uc758 \ub2a5\ub825\uacfc \uc7a0\uc7ac\uc801 \uc704\ud5d8\uc744 \ubaa8\ub450 \uac15\uc870\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \uc5f0\uad6c \uacb0\uacfc\ub294 \uc2dc\uc7a5 \uad6c\uc870\uc640 \uaddc\uc81c\uc5d0 \uc911\uc694\ud55c \uc2dc\uc0ac\uc810\uc744 \ub2f4\uace0 \uc788\uc2b5\ub2c8\ub2e4. LLM \uc5d0\uc774\uc804\ud2b8\ub294 \uac00\uaca9 \ubc1c\uacac\uacfc \uc720\ub3d9\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc9c0\ub9cc, \uc2dc\ubbac\ub808\uc774\uc158 \ubc84\ube14 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \uad00\ucc30\ub41c \uac83\ucc98\ub7fc \ud504\ub85c\uadf8\ub7a8\ub41c \uc804\ub7b5, \uc2ec\uc9c0\uc5b4 \ud504\ub86c\ud504\ud2b8\uc5d0\uc11c \ud30c\uc0dd\ub41c \uc7a0\uc7ac\uc801 \uacb0\ud568\uc774 \uc788\ub294 \uc804\ub7b5\uc744 \uace0\uc218\ud558\uba74 \uc2dc\uc7a5 \ubcc0\ub3d9\uc131\uc744 \uc99d\ud3ed\uc2dc\ud0a4\uac70\ub098 \uc0c8\ub85c\uc6b4 \uc2dc\uc2a4\ud15c\uc801 \uc704\ud5d8\uc744 \ucd08\ub798\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud575\uc2ec\uc801\uc778 \uc6b0\ub824\ub294 \uad11\ubc94\uc704\ud55c \uc0c1\uad00\uad00\uacc4\uac00 \uc788\ub294 \ud589\ub3d9\uc758 \uac00\ub2a5\uc131\uc785\ub2c8\ub2e4. \uc720\uc0ac\ud55c \ud504\ub86c\ud504\ud2b8\ub098 \uc2dc\uc7a5 \uc2e0\ud638\uc5d0 \uc77c\ub960\uc801\uc73c\ub85c \ubc18\uc751\ud558\ub294 \uc720\uc0ac\ud55c \uae30\ubcf8 LLM \uc544\ud0a4\ud14d\ucc98\uac00 \uba85\uc2dc\uc801\uc778 \uc870\uc815 \uc5c6\uc774 \uc758\ub3c4\uce58 \uc54a\uac8c \ubd88\uc548\uc815\ud55c \uac70\ub798 \ud328\ud134\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub77c\uc774\ube0c \ubc30\ud3ec \uc804\uc5d0 LLM \uae30\ubc18 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc5d0 \ub300\ud55c \uc5c4\uaca9\ud55c \ud14c\uc2a4\ud2b8\uc640 \uac80\uc99d\uc758 \ud544\uc694\uc131(<br \/>\n)\uc744 \uac15\uc870\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uc791\uc5c5\uc758 \ud575\uc2ec\uc740 \uc624\ud508\uc18c\uc2a4 \uc2dc\ubbac\ub808\uc774\uc158 \ud504\ub808\uc784\uc6cc\ud06c \uc790\uccb4\ub85c, LLM \ud2b8\ub808\uc774\ub529 \uc5d0\uc774\uc804\ud2b8\uc5d0 \ub300\ud55c \uc5f0\uad6c\ub97c \ucd09\uc9c4\ud558\uae30 \uc704\ud574 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc5f0\uad6c \ucee4\ubba4\ub2c8\ud2f0\uac00 \uc774 \ud50c\ub7ab\ud3fc\uc744 \ud65c\uc6a9\ud558\uace0 \ud655\uc7a5\ud558\uc5ec \ube60\ub974\uac8c \uc9c4\ud654\ud558\ub294 \uc774 \ubd84\uc57c\uc758 \uc2dc\uae09\ud55c \ubb38\uc81c\ub97c \uc870\uc0ac\ud574 \uc8fc\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \uc774 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \ud558\uc774\ube0c\ub9ac\ub4dc \uc778\uac04-LLM \uc2dc\uc7a5, \uc2a4\ud2b8\ub808\uc2a4 \ud14c\uc2a4\ud2b8, \ub2e4\uc591\ud55c \uc2dc\uc7a5 \uad6c\uc870, \uaddc\uc81c \uc601\ud5a5, LLM \ucd09\ubc1c\uc758 \ub258\uc559\uc2a4 \ub4f1 \ub2e4\ub978 \ubc29\ubc95\uc73c\ub85c\ub294 \uc5f0\uad6c\ud558\uae30 \uc5b4\ub835\uac70\ub098 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4dc\ub294 \ubcf5\uc7a1\ud55c \uc2dc\ub098\ub9ac\uc624\ub97c \uccb4\uacc4\uc801\uc73c\ub85c \ud0d0\uad6c\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc774 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud574 \uc870\uc0ac\ud560 \uc218 \uc788\ub294 \uad6c\uccb4\uc801\uc778 \ubd84\uc57c\ub85c\ub294 \uc0c8\ub85c\uc6b4 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \ucd9c\ud604, \uc5d0\uc774\uc804\ud2b8 \uc774\uc9c8\uc131\uc774 \uc2dc\uc7a5 \uc548\uc815\uc131\uc5d0 \ubbf8\uce58\ub294 \uc815\ud655\ud55c \uc601\ud5a5, AI \ud2b8\ub808\uc774\ub354\ub97c \uc704\ud55c \uac15\ub825\ud55c \uac80\uc99d \ud504\ub85c\ud1a0\ucf5c \uac1c\ubc1c \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5\uc774 \uae08\uc735\uc5d0 \ub354\uc6b1 \ud1b5\ud569\ub428\uc5d0 \ub530\ub77c \uc774\uc640 \uac19\uc740 \uc801\uc751\ud615 \uc2dc\ubbac\ub808\uc774\uc158 \ud658\uacbd\uc744 \ud65c\uc6a9\ud55c \uacf5\ub3d9 \uc5f0\uad6c\ub294 \ud2b8\ub808\uc774\ub529\uc758 \ubbf8\ub798\ub97c \uc774\ud574\ud558\uace0 \ucc45\uc784\uac10 \uc788\uac8c \ud615\uc131\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p><\/blockquote>\n<iframe src=\"\/\/docs.google.com\/viewer?url=http%3A%2F%2Fsmallake.kr%2Fwp-content%2Fuploads%2F2025%2F07%2F2504.10789v1.pdf&hl=ko&embedded=true\" class=\"gde-frame\" style=\"width:100%; height:500px; border: none;\" scrolling=\"no\"><\/iframe>\n<p class=\"gde-text\"><a href=\"http:\/\/smallake.kr\/wp-content\/uploads\/2025\/07\/2504.10789v1.pdf\" class=\"gde-link\">Download (PDF, 637KB)<\/a><\/p>\n<p>2.<br \/>\n \uc544\ub798\ub294 Alejandro Lopez-Lira\uac00 \uc4f4 \ub17c\ubb38\uc785\ub2c8\ub2e4. LLM\uacfc \uae08\uc735\uc744 \uc8fc\uc81c\ub85c \uc5f0\uad6c\ub97c \uafb8\uc900\ud788 \ud558\uc2dc\ub124\uc694.<\/p>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2504.14765\">The Memorization Problem: Can We Trust LLMs&#8217; Economic Forecasts?<\/a><br \/>\n<a href=\"https:\/\/arxiv.org\/abs\/2503.22693\" rel=\"noopener\" target=\"_blank\">Bridging Language Models and Financial Analysis<\/a><br \/>\n<a href=\"https:\/\/arxiv.org\/abs\/2304.07619\" rel=\"noopener\" target=\"_blank\">Can ChatGPT Forecast Stock Price Movements? Return Predictability and Large Language Models<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. Risk.net\uac00 \ubcf4\ub0b8 \ub274\uc2a4\ub808\ud130.\uae30\uc0ac \uc81c\ubaa9\uc774 \ub208\uc5d0 \ub4e4\uc5b4\uc635\ub2c8\ub2e4. Academic warns of systemic risk from AI-powered trading \uc720\ub8cc\uc11c\ube44\uc2a4\ub77c \uc77c\ubd80\ub9cc \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. Trading strategies generated by large language models (LLMs) are surprisingly effective, but could introduce new systemic risks to financial markets, according to an academic study presented to European regulators last month. Research conducted by Alejandro Lopez Lira, assistant professor of finance at&#8230;<br \/><a class=\"read-more-button\" href=\"https:\/\/smallake.kr\/?p=35215\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":35533,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[4,2684],"tags":[4245,597],"class_list":["post-35215","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category--it","category-2684","tag-llg","tag-597"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- 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