1. \uc815\uc758\uc640 \uc6a9\uc5b4\uc758 \uae30\uc6d0<\/strong><\/h3>\nAgentic AI(\uc5d0\uc774\uc804\ud2b8 \uae30\ubc18 AI \ub610\ub294 \uc790\uc728\ud615 AI \uc5d0\uc774\uc804\ud2b8)\ub294 \uc2a4\uc2a4\ub85c \ubaa9\ud45c\ub97c \uc218\ud589\ud560 \uc218 \uc788\ub294 \uc778\uacf5\uc9c0\ub2a5 \uc2dc\uc2a4\ud15c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ub2e8\uc21c\ud788 \ud504\ub86c\ud504\ud2b8\uc5d0 \ubc18\uc751\ud558\uac70\ub098 \uc694\uccad \uc2dc \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \uc8fc\ub3c4\uc801\uc73c\ub85c \uacc4\ud68d\uc744 \uc218\ub9bd\ud558\uace0, \ud589\ub3d9\uc744 \uc120\ud0dd\ud558\uba70, \ub514\uc9c0\ud138 \uc2dc\uc2a4\ud15c\u00b7API\u00b7\uc678\ubd80 \uc11c\ube44\uc2a4 \ub4f1 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uace0, \uc0ac\uc804\uc5d0 \uc815\uc758\ub41c \ud558\ub098 \ub610\ub294 \uc5ec\ub7ec \ubaa9\ud45c\ub97c \ub2ec\uc131\ud558\uae30 \uc704\ud574 \ud589\ub3d9\uc744 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc774 \uc6a9\uc5b4\ub294 \uc778\uacf5\uc9c0\ub2a5 \ubc0f \uc2dc\uc2a4\ud15c \uc774\ub860\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uc5d0\uc774\uc804\ud2b8(software agents, intelligent agents) \uac1c\ub150\uc5d0\uc11c \uc2dc\uc791\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \ud658\uacbd\uc744 \uad00\ucc30\ud558\uace0, \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9ac\uba70, \ud589\ub3d9\ud560 \uc218 \uc788\ub294 \ud504\ub85c\uadf8\ub7a8\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n
\ucd5c\uadfc \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uacfc \ub2e4\uc591\ud55c \ud234 \uae30\ubc18 \uc5d0\uc774\uc804\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c\uac00 \ubc1c\uc804\ud558\uba74\uc11c \ubc18\uc751\ud615 AI\uc640 \ub2ec\ub9ac \ubaa9\ud45c \uc9c0\ud5a5\uc801\uc774\uace0 \uacc4\ud68d\uc744 \uc138\uc6b8 \uc218 \uc788\ub294 \uc801\uadf9\uc801(Proactive) AI\ub97c \uad6c\ubd84\ud558\uae30 \uc704\ud574 Agentic<\/em>\uc774\ub77c\ub294 \uac1c\ub150\uc774 \ub110\ub9ac \uc0ac\uc6a9\ub418\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n2. Agentic AI\uc640 \uae30\uc874 AI\uc758 \ucc28\uc774<\/strong><\/h2>\n\ubaa9\ud45c\uc640 \uc790\uc728\uc131<\/strong><\/p>\n\n- \uae30\uc874\uc758 \uc804\ud1b5\uc801\uc778 AI(\uc881\uc740 \ubc94\uc704\uc758 AI, Narrow AI)\ub294<\/li>\n
- \uc774\ubbf8\uc9c0 \ubd84\ub958, Q&A, \uc608\uce21 \ub4f1 \ud2b9\uc815 \uc791\uc5c5\uc744 \uc694\uccad\ubc1b\uc744 \ub54c\ub9cc \uc218\ud589<\/strong>\ud569\ub2c8\ub2e4.<\/li>\n
- \uc989, \uc785\ub825\uc744 \uae30\ub2e4\ub9ac\uace0 \uadf8\uc5d0 \ub300\ud55c \ucd9c\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\ubc18\uba74 Agentic AI\ub294 \ubaa9\ud45c\ub97c \uc785\ub825\ubc1b\uac70\ub098 \uc2ec\uc9c0\uc5b4 \uc2a4\uc2a4\ub85c \ucd94\ub860\ud558\uace0, \u201c\uad00\ucc30 \u2192 \uacc4\ud68d \u2192 \ud589\ub3d9 \u2192 \ud559\uc2b5\u201d\uc758 \ubc18\ubcf5 \ub8e8\ud504\ub97c \ud1b5\ud574 \ubaa9\ud45c \ub2ec\uc131\uc744 \uc704\ud574 \ub2a5\ub3d9\uc801\uc73c\ub85c \uc6c0\uc9c1\uc785\ub2c8\ub2e4.<\/p>\n
\uacc4\ud68d \uc218\ub9bd \ubc0f \ub2e4\ub2e8\uacc4 \ud589\ub3d9<\/strong><\/p>\n\n- \uc804\ud1b5\uc801 AI\ub294 \ubcf4\ud1b5 \ud55c \ubc88\uc758 \ucd94\ub860(one-shot inference)\uc5d0 \uadf8\uce69\ub2c8\ub2e4.<\/li>\n
- Agentic AI\ub294 API \ud638\ucd9c, \ub370\uc774\ud130 \uac80\uc0c9, \uc624\ub958 \uc218\uc815 \ub4f1\uc744 \ubc18\ubcf5\ud558\uba74\uc11c \ubaa9\ud45c\ub97c \ub2ec\uc131\ud560 \ub54c\uae4c\uc9c0 \uc5ec\ub7ec \ub2e8\uacc4\ub97c \uac70\uccd0 \ud589\ub3d9\uc744 \uc218\ud589<\/strong>\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\ud658\uacbd\uacfc\uc758 \uc0c1\ud638\uc791\uc6a9<\/strong><\/p>\n\uc77c\ubc18 AI\ub294 \uc8fc\ub85c \u201c\ube14\ub799\ubc15\uc2a4\u201d\ucc98\ub7fc \uc785\ub825\uc744 \ubc1b\uace0 \uacb0\uacfc\ub9cc \ucd9c\ub825\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc Agentic AI\ub294 \uc2e4\uc81c \uc2dc\uc2a4\ud15c\uc5d0 \uc9c1\uc811 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc608:<\/p>\n
\n- \n
\uc774\uba54\uc77c \uc804\uc1a1<\/p>\n<\/li>\n
- \n
CRM \uc5c5\ub370\uc774\ud2b8<\/p>\n<\/li>\n
- \n
\ud074\ub77c\uc6b0\ub4dc \uc791\uc5c5 \ud2b8\ub9ac\uac70<\/p>\n<\/li>\n
- \n
\uc2dc\uc2a4\ud15c \uc124\uc815 \uc870\uc815<\/p>\n<\/li>\n
- \n
\ub2e4\ub978 \uc5d0\uc774\uc804\ud2b8\uc640 \ud611\uc5c5 \ub4f1<\/p>\n<\/li>\n<\/ul>\n
\uc989, \ub2e8\uc21c\ud788 \uc815\ubcf4\ub97c \ub0b4\ub193\ub294 AI\uac00 \uc544\ub2c8\ub77c \ud589\ub3d9\ud558\ub294 AI<\/strong>\uc785\ub2c8\ub2e4.<\/p>\n\uc9c0\uc18d\uc801 \ud559\uc2b5 \ubc0f \uc790\uccb4 \ucd5c\uc801\ud654<\/strong><\/h3>\n\n- Agentic AI\ub294 \uc2e4\uc81c \uacb0\uacfc\uc5d0 \uae30\ubc18\ud558\uc5ec \ud589\ub3d9\uc744 \uc218\uc815\ud558\uae30 \uc704\ud574\uc628\ub77c\uc778 \ud559\uc2b5, \uac15\ud654\ud559\uc2b5, \uc9c0\uc18d\uc801 \ud30c\uc778\ud29c\ub2dd \ub4f1 \ud53c\ub4dc\ubc31 \ub8e8\ud504<\/strong>\ub97c \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n
- \ubc18\uba74 \uae30\uc874 AI\ub294 \ubcf4\ud1b5 \uc77c\uc815 \uc8fc\uae30\ub85c \uc624\ud504\ub77c\uc778\uc5d0\uc11c\ub9cc \uc5c5\ub370\uc774\ud2b8<\/strong>\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\uc694\uc57d<\/strong><\/p>\nAgentic AI = \ubaa9\ud45c \uc9c0\ud5a5 + \uacc4\ud68d \uae30\ubc18 + \ud589\ub3d9 \uac00\ub2a5\ud55c AI<\/strong><\/p>\n\uae30\uc874 AI = \ubc18\uc751\uc801 + \uc785\ub825 \uae30\ubc18 AI<\/strong><\/p>\n![\"Agentic](\"https:\/\/cdn.bap-software.net\/2025\/11\/18095242\/what-is-agentic-ai-2-e1763434430668.webp\")
Agentic AI \uac1c\uc694. \ucd9c\ucc98: indosakura<\/p><\/div>\n
3. Agentic AI \uc791\ub3d9 \ubc29\uc2dd \u2014 \uc544\ud0a4\ud14d\ucc98\uc640 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c<\/strong><\/h2>\n\uc77c\ubc18\uc801\uc778 Agentic AI \uc2dc\uc2a4\ud15c\uc740 Sense \u2192 Model \u2192 Plan \u2192 Act \u2192 Learn<\/strong>\uc758 \uc5f0\uc18d \ub8e8\ud504\uc5d0\uc11c \uc5ec\ub7ec \uad6c\uc131 \uc694\uc18c\uac00 \ud611\ub825\ud558\uc5ec \uc791\ub3d9\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \uac01 \uad6c\uc131 \uc694\uc18c\uc640 \uc791\ub3d9 \uba54\ucee4\ub2c8\uc998\uc5d0 \ub300\ud55c \uc0c1\uc138 \uc124\uba85\uc785\ub2c8\ub2e4.<\/p>\nGoal \/ Intent Manager<\/strong><\/p>\n\n- \n
\uc0ac\uc6a9\uc790 \ub610\ub294 \ub2e4\ub978 \uc2dc\uc2a4\ud15c\uc73c\ub85c\ubd80\ud130 \ubaa9\ud45c\ub97c \uc218\uc2e0\ud569\ub2c8\ub2e4. (\uc608: \u201c\uc774\ubc88 \ub2ec \uc6b4\uc1a1 \ube44\uc6a9 10% \uc808\uac10\u201d, \u201c24\uc2dc\uac04 \ub0b4 \uace0\uac1d \uc9c0\uc6d0 \ud2f0\ucf13 90% \ud574\uacb0\u201d)<\/p>\n<\/li>\n
- \n
\ubaa9\ud45c\ub97c \uae30\uacc4\uac00 \uacc4\uc0b0 \uac00\ub2a5\ud55c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. (\uc720\ud2f8\ub9ac\ud2f0 \ud568\uc218, \uc81c\uc57d \uc870\uac74, KPI \ub4f1)<\/p>\n<\/li>\n<\/ul>\n
Perception \/ Observations<\/strong><\/p>\n\n- \n
\ub2e4\uc591\ud55c \ucd9c\ucc98\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4: \ub0b4\ubd80 API(ERP, CRM), IoT \uc13c\uc11c, \ub85c\uadf8, \uc6f9, \uc774\uba54\uc77c, \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \ub4f1<\/p>\n<\/li>\n
- \n
\uc804\ucc98\ub9ac \ub2e8\uacc4: \ud30c\uc2f1, \uc815\uaddc\ud654, \ub370\uc774\ud130 \ubcf4\uac15(enrichment), \uc0c1\ud669 \ub9e5\ub77d \uc815\ubcf4\ub97c \uc704\ud55c RAG(Retrieval-Augmented Generation)<\/p>\n<\/li>\n<\/ul>\n
World Model \/ State Representation<\/strong><\/p>\n\n- \n
\ud658\uacbd\uc758 \ud604\uc7ac \uc0c1\ud0dc\ub97c \ud45c\ud604\ud569\ub2c8\ub2e4: \uc9c0\ud45c, \uad00\uacc4, \uc81c\uc57d \uc870\uac74, \ud788\uc2a4\ud1a0\ub9ac \ub370\uc774\ud130<\/p>\n<\/li>\n
- \n
\ud544\uc694\uc5d0 \ub530\ub77c Knowledge Graph, \ubca1\ud130 \uc784\ubca0\ub529(\uc758\ubbf8 \uae30\ubc18 \uac80\uc0c9\uc6a9), \uc608\uce21 \ubaa8\ub378(predictive models)\uc744 \ud3ec\ud568<\/p>\n<\/li>\n<\/ul>\n
Planner<\/strong><\/p>\n\n- \n
\ubaa9\ud45c \ub2ec\uc131\uc744 \uc704\ud55c \ud589\ub3d9 \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\uacc4\ud68d \uc811\uadfc \ubc29\uc2dd:<\/p>\n
\n- \n
\ud074\ub798\uc2dd \ud50c\ub798\ub2dd(Classical Planning)<\/strong>: \uba85\ud655\ud55c \uc81c\uc57d \uc870\uac74\uc774 \uc788\ub294 \ud658\uacbd\uc5d0\uc11c \uc0ac\uc6a9<\/p>\n<\/li>\n- \n
\uac80\uc0c9 \uae30\ubc18 \ud50c\ub798\ub2dd(Search-based Planning)<\/strong>: MCTS, \ud734\ub9ac\uc2a4\ud2f1 \uac80\uc0c9 \ub4f1<\/p>\n<\/li>\n- \n
\uc815\ucc45 \uae30\ubc18 \ud50c\ub798\ub2dd(Policy-based Planning)<\/strong>: \uac15\ud654\ud559\uc2b5(RL)\uc5d0\uc11c \ud30c\uc0dd\ub41c \uc815\ucc45<\/p>\n<\/li>\n- \n
\ud558\uc774\ube0c\ub9ac\ub4dc(Hybrid)<\/strong>: LLM \ucd94\ub860 \uacb0\uacfc\ub97c \uaddc\uce59\/\ub17c\ub9ac \uae30\ubc18 \ud50c\ub798\ub108\ub85c \uac80\uc99d<\/p>\n<\/li>\n<\/ul>\n<\/li>\n- \n
\ub300\uc548 \ud3c9\uac00, \ub9ac\uc2a4\ud06c \ucd94\uc815, \uc790\uc6d0 \ud560\ub2f9 \uc218\ud589<\/p>\n<\/li>\n<\/ul>\n
Executor \/ Policy<\/strong><\/p>\n\n- \n
\uc120\ud0dd\ub41c \ud589\ub3d9\uc744 \uc2e4\ud589\ud569\ub2c8\ub2e4: API \ud638\ucd9c, \ud2f0\ucf13 \uc0dd\uc131, \uc774\uba54\uc77c \ubc1c\uc1a1, \uad6c\uc131 \ubcc0\uacbd, \uc6cc\ud06c\ud50c\ub85c \uc2e4\ud589 \ub4f1<\/p>\n<\/li>\n
- \n
\uac01 \ub2e8\uacc4\uc758 \uacb0\uacfc\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \ud544\uc694 \uc2dc \ub864\ubc31 \uc218\ud589<\/p>\n<\/li>\n<\/ul>\n
Memory \/ Long-term State<\/strong><\/p>\n\n- \n
\ud589\ub3d9 \uc774\ub825, \ub300\ud654 \ucee8\ud14d\uc2a4\ud2b8, \ud53c\ub4dc\ubc31\uc744 \uc800\uc7a5\ud558\uc5ec \ud5a5\ud6c4 \ud589\ub3d9 \uac1c\uc120<\/p>\n<\/li>\n
- \n
Persistent Storage, RAG\uc6a9 \ubca1\ud130 DB, \ud639\uc740 \ubaa8\ub378 \ud30c\uc778\ud29c\ub2dd(fine-tuning) \ud30c\uc774\ud504\ub77c\uc778 \ud65c\uc6a9<\/p>\n<\/li>\n<\/ul>\n
Learning Loop<\/strong><\/p>\n\n- \n
\uc131\uacfc \uc2e0\ud638(\ubcf4\uc0c1, KPI)\ub97c \uc218\uc9d1\ud558\uc5ec \ubaa8\ub378\uc774\ub098 \uc815\ucc45 \uc5c5\ub370\uc774\ud2b8<\/p>\n<\/li>\n
- \n
\uc624\ud504\ub77c\uc778 \uc7ac\ud559\uc2b5(\uc8fc\uae30\uc801)<\/strong> \ubc0f \uc628\ub77c\uc778 \ud559\uc2b5(\uc2e4\uc2dc\uac04\/\uc99d\ubd84)<\/strong> \ubaa8\ub450 \uc9c0\uc6d0<\/p>\n<\/li>\n<\/ul>\n![\"How](\"https:\/\/cdn.bap-software.net\/2025\/11\/18095242\/what-is-agentic-ai-3-e1763434729399.webp\")
Agentic AI \uc791\ub3d9 \ubc29\uc2dd. \ucd9c\ucc98: advertisingweek<\/p><\/div>\n
Safety, Constraints & Governance<\/strong><\/p>\n\n- \n
\uaddc\uce59 \uc5d4\uc9c4(rule engines)\uacfc \uc815\ucc45 \uac00\ub4dc\ub808\uc77c(policy guardrails, \uc608: Open Policy Agent, hard constraints)\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc798\ubabb\ub418\uac70\ub098 \uc704\ud5d8\ud55c \ud589\ub3d9\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\uac10\uc0ac \ub85c\uadf8(audit logs), \uc124\uba85 \uac00\ub2a5\uc131 \ubaa8\ub4c8(explainability modules), human-in-the-loop \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c \ud1b5\ud574 \uace0\uc704\ud5d8 \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n
Coordination \/ Multi-agent Mechanisms\u00a0<\/strong><\/p>\n\n- \n
\ub2e4\uc218\uc758 \uc5d0\uc774\uc804\ud2b8\uac00 \ud611\ub825\ud560 \ub54c, \ucee4\ubba4\ub2c8\ucf00\uc774\uc158 \ud504\ub85c\ud1a0\ucf5c, \uc5ed\ud560\/\uad8c\ud55c \uad00\ub9ac, \ucda9\ub3cc \ubc29\uc9c0 \uba54\ucee4\ub2c8\uc998(\ud611\uc0c1, \uc2dc\uc7a5 \uae30\ubc18 \ud560\ub2f9 \ub4f1)\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\uc911\uc559 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130(central orchestrator)\uac00 \uc791\uc5c5(task), \uc758\uc874\uc131(dependencies), \uc5d0\uc774\uc804\ud2b8 \uac04 \uc0c1\ud638\uc791\uc6a9\uc744 \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n
Integration Layer & Tooling<\/strong><\/p>\n\n- \n
API \uc5b4\ub311\ud130, \ucee4\ub9e8\ub4dc \uc2e4\ud589\uae30(command runners), \ud5e4\ub4dc\ub9ac\uc2a4 \ube0c\ub77c\uc6b0\uc800(headless browsers), RPA \ubd07 \ub4f1\uc744 \ud3ec\ud568<\/p>\n<\/li>\n
- \n
\uc9c0\uc6d0 \ud504\ub808\uc784\uc6cc\ud06c: LangChain, AutoGPT, LlamaIndex<\/p>\n<\/li>\n
- \n
\uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud234: Airflow, Argo<\/p>\n<\/li>\n
- \n
MLOps \ubc0f \uad00\ucc30 \uac00\ub2a5\uc131(observability) \uc2a4\ud0dd \ud3ec\ud568<\/p>\n<\/li>\n<\/ul>\n
Example Flow (sense \u2192 plan \u2192 act)<\/strong><\/p>\n\n- \n
\uc5d0\uc774\uc804\ud2b8\uac00 \ubaa9\ud45c\ub97c \ubc1b\uc2b5\ub2c8\ub2e4: \u201c30\uc77c \uc774\ub0b4 \uc7ac\uace0 A\ub97c 20% \uac10\uc18c\uc2dc\ucf1c\ub77c.\u201d<\/p>\n<\/li>\n
- \n
\uc7ac\uace0 \ub370\uc774\ud130, \ub9ac\ub4dc\ud0c0\uc784, \uc608\uce21 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\uc218\uc694\ub97c \uc608\uce21\ud558\uace0 \uacf5\uae09\ub9dd \ubcd1\ubaa9 \uc9c0\uc810\uc744 \uc2dd\ubcc4\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\ud589\ub3d9 \uacc4\ud68d \uc218\ub9bd: \uacf5\uae09\uc5c5\uccb4 \uc8fc\ubb38 \uc870\uc815, SKU \uc6b0\uc120\uc21c\uc704 \ubcc0\uacbd, \uc7ac\uace0 \uc815\ub9ac \ud504\ub85c\ubaa8\uc158 \uc2e4\ud589<\/p>\n<\/li>\n
- \n
\ud589\ub3d9 \uc2e4\ud589: \uc8fc\ubb38 API \ud638\ucd9c, \ub9c8\ucf00\ud305 \ucea0\ud398\uc778 \uc2e4\ud589, \ubb3c\ub958 \uc791\uc5c5 \uc0dd\uc131<\/p>\n<\/li>\n
- \n
KPI\ub97c \uc77c\ubcc4\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70 \uc804\ub7b5\uc744 \uc870\uc815(learn & adjust)<\/p>\n<\/li>\n<\/ol>\n
II. Agentic AI \uc791\ub3d9 \uc6d0\ub9ac \u2014 \ud575\uc2ec \uc6d0\uce59<\/strong><\/h2>\n1. \uae30\ubcf8 \uc0ac\uc774\ud074: Perception \u2192 Planning \u2192 Action \u2192 Learning<\/strong><\/h3>\n\n- \n
Agentic AI\ub294 \uc804\ud1b5\uc801 \ucc57\ubd07\ucc98\ub7fc \ub2e8\uc21c\ud55c \u201c\uc9c8\ubb38-\uc751\ub2f5\u201d \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\ub300\uc2e0 \uc5f0\uc18d\uc801 \ud3d0\uc1c4 \ub8e8\ud504(closed loop)\ub85c \uc791\ub3d9\ud558\uba70, \uac01 \ubc18\ubcf5(iteration)\uc740 \ub2e4\uc74c \ub2e8\uacc4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n
1.1. Perception<\/strong><\/h4>\n\n- \n
\ud658\uacbd\uc73c\ub85c\ubd80\ud130 \uc815\ubcf4\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4: \uc2dc\uc2a4\ud15c API, \ub370\uc774\ud130\ubca0\uc774\uc2a4, IoT \uc13c\uc11c, \ub85c\uadf8, \uc6f9\uc0ac\uc774\ud2b8, \uc774\uba54\uc77c \ub4f1<\/p>\n<\/li>\n
- \n
\uc2e4\uc2dc\uac04 \ub370\uc774\ud130(real-time)\uc640 \uacfc\uac70 \ub370\uc774\ud130(historical data)\ub97c \uacb0\ud569<\/p>\n<\/li>\n
- \n
RAG(Retrieval-Augmented Generation) \ub610\ub294 Knowledge Graph \uc870\ud68c\ub97c \ud1b5\ud574 \ucee8\ud14d\uc2a4\ud2b8\ub97c \ubcf4\uac15\ud558\uc5ec \uacc4\ud68d \uc815\ud655\uc131 \ud5a5\uc0c1<\/p>\n<\/li>\n<\/ul>\n
1.2. Planning<\/strong><\/h4>\n\n- \n
\uac10\uc9c0\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubaa9\ud45c \ub2ec\uc131\uc744 \uc704\ud55c \ub2e4\ub2e8\uacc4 \uc804\ub7b5\uc744 \uacb0\uc815<\/p>\n<\/li>\n
- \n
LLM\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubd84\uc11d \ubc0f \ucd94\ub860 \uc218\ud589<\/p>\n<\/li>\n
- \n
\ud734\ub9ac\uc2a4\ud2f1 \uac80\uc0c9, \uc2ec\ubcfc\ub9ad \ud50c\ub798\ub108(symbolic planners) \ub4f1\uc758 \uc804\ubb38 \uacc4\ud68d \ub3c4\uad6c\uc640 \uacb0\ud569<\/p>\n<\/li>\n
- \n
\uc2e4\ud589 \uc804 \uc2dc\ubbac\ub808\uc774\uc158\uc744 \ud1b5\ud574 \uc704\ud5d8 \ucd5c\uc18c\ud654 \uac00\ub2a5<\/p>\n<\/li>\n<\/ul>\n
1.3. Action<\/strong><\/h4>\n\n- \n
API \ud638\ucd9c, \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uc2e4\ud589, \uc774\uba54\uc77c \ubc1c\uc1a1, \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc2dc\uc2a4\ud15c \ud2f0\ucf13 \uc0dd\uc131 \ub4f1 \ub2e4\uc591\ud55c \ud234\uc744 \ud1b5\ud574 \ud589\ub3d9 \uc218\ud589<\/p>\n<\/li>\n
- \n
\uac01 \ub2e8\uacc4 \uacb0\uacfc \ud655\uc778 \ud6c4 \ud3b8\ucc28\uac00 \ubc1c\uc0dd\ud558\uba74 \uacc4\ud68d \ucde8\uc18c \ub610\ub294 \uc870\uc815 \uac00\ub2a5<\/p>\n<\/li>\n<\/ul>\n
1.4. Learning<\/strong><\/h4>\n\n- \n
\uc218\ud589\ud55c \ud589\ub3d9\uc758 \uacb0\uacfc \ubc0f \ud6a8\uc728\uc131\uc744 \uae30\ub85d<\/p>\n<\/li>\n
- \n
\ub2e4\uc74c \ubc18\ubcf5(iteration)\uc5d0\uc11c \uc131\uacfc \ud5a5\uc0c1\uc744 \uc704\ud574 \ubaa8\ub378 \ub610\ub294 \uc815\ucc45(policy) \uc5c5\ub370\uc774\ud2b8<\/p>\n<\/li>\n
- \n
\uc9c0\uc18d\uc801 \uc790\uae30 \ucd5c\uc801\ud654\uac00 \ud544\uc694\ud560 \uacbd\uc6b0 \uac15\ud654 \ud559\uc2b5(Reinforcement Learning) \ub610\ub294 \uc628\ub77c\uc778 \ud559\uc2b5(Online Learning) \uc801\uc6a9<\/p>\n<\/li>\n<\/ul>\n
2. \ud6a8\uacfc\ub97c \uacb0\uc815\ud558\ub294 \uc138 \uac00\uc9c0 \ud575\uc2ec \uc694\uc18c<\/strong><\/h3>\n\uba85\ud655\ud558\uace0 \uce21\uc815 \uac00\ub2a5\ud55c \ubaa9\ud45c<\/strong><\/h4>\n\n- \n
Agentic AI\ub294 \uba85\ud655\ud55c KPI\uac00 \uc788\ub294 \ubaa9\ud45c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
\n- \n
\uc608: \u201c\uc8fc\ubb38 \ucc98\ub9ac \uc2dc\uac04\uc744 2\uc2dc\uac04 \ubbf8\ub9cc\uc73c\ub85c \ub2e8\ucd95\u201d<\/p>\n<\/li>\n
- \n
\ub2e8\uc21c\ud788 \u201c\uc6cc\ud06c\ud50c\ub85c \uc18d\ub3c4 \ud5a5\uc0c1\u201d\uc740 \ubd80\uc871<\/p>\n<\/li>\n<\/ul>\n<\/li>\n
- \n
KPI\ub294 \uc131\uacf5\/\uc2e4\ud328\ub97c \ud3c9\uac00\ud558\ub294 \uae30\uc900 \uc5ed\ud560<\/p>\n<\/li>\n<\/ul>\n
\uc644\uc804\ud55c \ucee8\ud14d\uc2a4\ud2b8\uc640 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130<\/strong><\/h4>\n\n- \n
\ub370\uc774\ud130 \ub204\ub77d\uc774\ub098 \ubd80\uc815\ud655\uc131\uc740 \uc798\ubabb\ub41c \uc758\uc0ac\uacb0\uc815\uc744 \ucd08\ub798<\/p>\n<\/li>\n
- \n
\ud45c\uc900\ud654\ub418\uace0 \uc790\uc8fc \uc5c5\ub370\uc774\ud2b8\ub418\ub294 \uc548\uc815\uc801\uc778 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \ud544\uc218<\/p>\n<\/li>\n<\/ul>\n
\uc81c\uc5b4 \uba54\ucee4\ub2c8\uc998\uacfc \uad8c\ud55c \uc81c\ud55c<\/strong><\/h4>\n\n- \n
\uac00\ub4dc\ub808\uc77c(guardrails)\ub85c \uc5d0\uc774\uc804\ud2b8\uac00 \ud5c8\uac00\ub418\uc9c0 \uc54a\uc740 \ud589\ub3d9\uc744 \uc218\ud589\ud558\uc9c0 \uc54a\ub3c4\ub85d \uc81c\ud55c<\/p>\n<\/li>\n
- \n
\uace0\uc704\ud5d8 \uc758\uc0ac\uacb0\uc815 \ub2e8\uacc4\uc5d0\uc11c\ub294 human-in-the-loop \uccb4\ud06c\ud3ec\uc778\ud2b8 \ud1b5\ud569<\/p>\n<\/li>\n<\/ul>\n
![\"Operating](\"https:\/\/cdn.bap-software.net\/2025\/11\/18095243\/what-is-agentic-ai-4-e1763434778660.webp\")
Agentic AI\uc758 \uc791\ub3d9 \uc6d0\ub9ac. \ucd9c\ucc98: outsystems<\/p><\/div>\n
3. \uc9c0\uc6d0 \uae30\uc220<\/strong><\/h3>\n\n- \n
LLMs<\/strong>: \ubd84\uc11d, \ucd94\ub860 \ubc0f \uace0\uae09 \uc758\uc0ac\uacb0\uc815\uc744 \uc704\ud574 \uc0ac\uc6a9<\/p>\n<\/li>\n- \n
RPA & API \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158<\/strong>: \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc2dc\uc2a4\ud15c \uc804\ubc18\uc5d0\uc11c \uc790\ub3d9\ud654\ub41c \uc2e4\ud589 \uc9c0\uc6d0<\/p>\n<\/li>\n- \n
\ud504\ub85c\uc138\uc2a4 \ub9c8\uc774\ub2dd<\/strong>: \uc5d0\uc774\uc804\ud2b8\uac00 \uc2e4\uc81c \ud504\ub85c\uc138\uc2a4 \ud750\ub984\uc744 \uc774\ud574\ud558\uace0 \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc778 \uacc4\ud68d \uc218\ub9bd \uac00\ub2a5<\/p>\n<\/li>\n- \n
MLOps & \uad00\ucc30 \uac00\ub2a5\uc131<\/strong>: \ubaa8\ub2c8\ud130\ub9c1, \ub85c\uadf8 \uae30\ub85d, \ud544\uc694 \uc2dc \ub864\ubc31 \uc218\ud589<\/p>\n<\/li>\n<\/ul>\n4. \uc2e4\uc81c \uc0ac\ub840: \uacf5\uae09\ub9dd \uc6b4\uc601\uc5d0\uc11c\uc758 Agentic AI<\/strong><\/h3>\n\n- \n
\ubaa9\ud45c<\/strong>: 45\uc77c \ub0b4 \uc81c\ud488 X \uc7ac\uace0\ub97c 25% \uac10\uc18c<\/p>\n<\/li>\n- \n
\ub370\uc774\ud130 \uc218\uc9d1<\/strong>: \uc7ac\uace0 \ub370\uc774\ud130, \ud310\ub9e4 \uae30\ub85d, \uacf5\uae09\uc5c5\uccb4 \ub9ac\ub4dc\ud0c0\uc784<\/p>\n<\/li>\n- \n
\uacc4\ud68d<\/strong>:<\/p>\n\n- \n
\uacf5\uae09\uc5c5\uccb4 A \uc8fc\ubb38 \uac10\uc18c<\/p>\n<\/li>\n
- \n
\uc9c0\uc5ed B \ud504\ub85c\ubaa8\uc158 \uc99d\uac00<\/p>\n<\/li>\n
- \n
\ucc3d\uace0 C \u2192 D \uc7ac\uace0 \uc7ac\ubc30\uce58<\/p>\n<\/li>\n<\/ul>\n<\/li>\n
- \n
\uc2e4\ud589<\/strong>:<\/p>\n\n- \n
ERP API \ud638\ucd9c\ub85c \uad6c\ub9e4 \uc8fc\ubb38 \uc218\uc815<\/p>\n<\/li>\n
- \n
\ub9c8\ucf00\ud305 \ucea0\ud398\uc778 \uc2e4\ud589<\/p>\n<\/li>\n
- \n
\ub0b4\ubd80 \ubb3c\ub958 \uc694\uccad \uc804\uc1a1<\/p>\n<\/li>\n<\/ul>\n<\/li>\n
- \n
\ubaa8\ub2c8\ud130\ub9c1<\/strong>: KPI\ub97c \uc8fc\uac04 \ub2e8\uc704\ub85c \uac80\ud1a0\ud558\uace0, \uc7ac\uace0 \uac10\uc18c \uc18d\ub3c4\uac00 \uc608\uc0c1\ubcf4\ub2e4 \ub290\ub9b4 \uacbd\uc6b0 \uc804\ub7b5\uc744 \uc790\uc728\uc801\uc73c\ub85c \uc870\uc815<\/p>\n<\/li>\n<\/ul>\nIII. \uae30\uc5c5\uc744 \uc704\ud55c Agentic AI\uc758 \uc7a5\uc810 \ubc0f \uc704\ud5d8<\/strong><\/h2>\n1. \uc7a5\uc810<\/strong><\/h3>\n\uc804\ub7b5\uc801 \uc218\uc900\uc758 \uc790\ub3d9\ud654<\/strong><\/p>\n\n- \n
\uc804\ud1b5\uc801 AI\ub294 \uac1c\ubcc4 \uc791\uc5c5\uc744 \uc9c0\uc6d0\ud558\ub294 \ub370 \uadf8\uce58\uc9c0\ub9cc, Agentic AI\ub294 \ub2e4\ub2e8\uacc4 \uc6cc\ud06c\ud50c\ub85c \uc804\uccb4\ub97c \ucc98\ub9ac \uac00\ub2a5<\/p>\n<\/li>\n
- \n
\uc608: \ub2e8\uc21c\ud788 \u201c\uc7ac\uace0 \ubcf4\uace0\uc11c \uc0dd\uc131\u201d \ub300\uc2e0, Agentic AI\ub294 \uc790\uc728\uc801\uc73c\ub85c:
\u2192 \ub370\uc774\ud130 \uc218\uc9d1 \u2192 \ud2b8\ub80c\ub4dc \ubd84\uc11d \u2192 \ucd5c\uc801\ud654 \uc804\ub7b5 \uc81c\uc548 \u2192 ERP \uc2dc\uc2a4\ud15c \ub0b4\uc5d0\uc11c \uc9c1\uc811 \uc2e4\ud589<\/p>\n<\/li>\n<\/ul>\n
\ub354 \ube60\ub974\uace0 \uc815\ud655\ud55c \uc758\uc0ac\uacb0\uc815<\/strong><\/p>\n\n- \n
Agentic AI\ub294 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\uc640 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud558\uc5ec \uc758\uc0ac\uacb0\uc815 \uc9c0\uc5f0(latency)\uc744 \ud06c\uac8c \uc904\uc784<\/p>\n<\/li>\n
- \n
\uc774\ub294 \ubb3c\ub958, \uae08\uc735, \uc804\uc790\uc0c1\uac70\ub798 \ub4f1 \uba87 \uc2dc\uac04\uc758 \uc9c0\uc5f0\ub9cc\uc73c\ub85c\ub3c4 \uc190\uc2e4\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc0b0\uc5c5\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694<\/p>\n<\/li>\n<\/ul>\n
\uc778\ub825 \uc99d\uac00 \uc5c6\uc774 \ud655\uc7a5\uc131<\/strong><\/p>\n\n- \n
\ud558\ub098\uc758 Agentic AI\uac00 \uc218\ucc9c \uac1c\uc758 \uc791\uc5c5\uc744 \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac \uac00\ub2a5<\/p>\n<\/li>\n
- \n
\ube60\ub974\uac8c \uc131\uc7a5\ud558\ub294 \uae30\uc5c5\uc774\ub098 \uac70\ub798\ub7c9 \ubcc0\ub3d9\uc774 \ud070 \uae30\uc5c5\uc5d0 \uc774\uc0c1\uc801<\/p>\n<\/li>\n<\/ul>\n
\uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \ub300\ud55c \ub192\uc740 \uc801\uc751\ub825<\/strong><\/p>\n\n- \n
Agentic AI\ub294 \uc2e4\uc81c \uacb0\uacfc\ub85c\ubd80\ud130 \uc9c0\uc18d\uc801\uc73c\ub85c \ud559\uc2b5\ud558\uba70 \uc804\ub7b5\uc744 \uc790\uc728\uc801\uc73c\ub85c \uc870\uc815<\/p>\n<\/li>\n
- \n
\uc6d0\uc790\uc7ac \uac00\uaca9 \ubcc0\ub3d9, \uace0\uac1d \uc218\uc694 \ubcc0\ud654, \uacf5\uae09\ub9dd \ubb38\uc81c \ubc1c\uc0dd \uc2dc \uae30\uc5c5\uc774 \uc2e0\uc18d\ud788 \ub300\uc751 \uac00\ub2a5<\/p>\n<\/li>\n<\/ul>\n
2. \uc704\ud5d8 \ubc0f \uacfc\uc81c<\/strong><\/h3>\n\ubaa9\ud45c \ubd88\uc77c\uce58<\/strong><\/p>\n\n- \n
\ubaa9\ud45c\uac00 \ubd88\uba85\ud655\ud558\uac70\ub098 KPI\uac00 \ube44\uc988\ub2c8\uc2a4 \uc6b0\uc120\uc21c\uc704\ub97c \uc815\ud655\ud788 \ubc18\uc601\ud558\uc9c0 \uc54a\uc73c\uba74, \uc5d0\uc774\uc804\ud2b8\uac00 \uc798\ubabb\ub41c \ubc29\ud5a5\uc73c\ub85c \ucd5c\uc801\ud654 \uac00\ub2a5<\/p>\n<\/li>\n
- \n
\uc608: \uc8fc\ubb38 \ucc98\ub9ac \uc18d\ub3c4\ub97c \ucd5c\uc801\ud654\ud558\ub2e4\uac00 \uc6b4\uc1a1 \ube44\uc6a9\uc774 \uc99d\uac00\ud558\ub294 \uacbd\uc6b0<\/p>\n<\/li>\n<\/ul>\n
\ub370\uc774\ud130 \ud488\uc9c8 \uc758\uc874<\/strong><\/p>\n\n- \n
\uc798\ubabb\ub418\uac70\ub098 \ubd88\uc644\uc804\ud55c \ub370\uc774\ud130\ub294 \uc624\ub958 \uc788\ub294 \uc758\uc0ac\uacb0\uc815\uc73c\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc74c<\/p>\n<\/li>\n
- \n
\uae30\uc5c5\uc740 \uac15\ub825\ud55c \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4(data governance)\ub97c \uad6c\ud604\ud574\uc57c \ud568: \ub370\uc774\ud130 \uc815\uc81c, \ud45c\uc900\ud654, \uac80\uc99d \ubc0f \uc9c0\uc18d\uc801 \ubaa8\ub2c8\ud130\ub9c1 \ud3ec\ud568<\/p>\n<\/li>\n<\/ul>\n
![\"Benefits](\"https:\/\/cdn.bap-software.net\/2025\/11\/18100341\/Agentic-AI-Benifits.webp\")
Agentic AI\uc758 \uc774\uc810\uacfc \uc704\ud5d8. \ucd9c\ucc98: encrypted<\/p><\/div>\n
\ubcf4\uc548 \ubc0f \uaddc\uc81c \uc704\ud5d8<\/strong><\/p>\n\n- \n
Agentic AI\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub0b4\ubd80 \uc2dc\uc2a4\ud15c\uacfc \ubbfc\uac10\ud55c \ub370\uc774\ud130\uc5d0 \uae4a\uc774 \uc811\uadfc\ud574\uc57c \ud568<\/p>\n<\/li>\n
- \n
\uc5c4\uaca9\ud55c \ud1b5\uc81c\uac00 \uc5c6\uc73c\uba74 \ubcf4\uc548 \ucde8\uc57d\uc810\uc774\ub098 \uaddc\uc81c \uc704\ubc18(GDPR \ub4f1)\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc74c<\/p>\n<\/li>\n<\/ul>\n
\uc608\uce21 \ubd88\uac00\ub2a5\ud55c \ud589\ub3d9<\/strong><\/p>\n\n- \n
Agentic AI\ub294 \ub3c5\ub9bd\uc801\uc73c\ub85c \uacc4\ud68d\uc744 \uc218\ub9bd\ud558\uace0 \ud589\ub3d9\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c, \uac00\ub054 \uc6d0\ub798 \uc2dc\ub098\ub9ac\uc624\ub97c \ubc97\uc5b4\ub09c \ud589\ub3d9\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc74c<\/p>\n<\/li>\n
- \n
\uace0\uc704\ud5d8 \uc791\uc5c5\uc5d0\ub294 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uacfc human-in-the-loop(\uc0ac\ub78c \uac1c\uc785) \uac10\ub3c5\uc774 \ud544\uc218<\/p>\n<\/li>\n<\/ul>\n
Agentic AI\ub294 \uc790\ub3d9\ud654 \ubd84\uc57c\uc5d0\uc11c \ud070 \ub3c4\uc57d\uc744 \uc774\ub8e8\uba70, \uae30\uc5c5 \uc6b4\uc601\uc744 \ub354\uc6b1 \ube60\ub974\uace0 \uc720\uc5f0\ud558\uba70 \ud6a8\uc728\uc801\uc73c\ub85c \ub9cc\ub4e4\uc5b4 \uc90c. \uadf8\ub7ec\ub098 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud558\uba74\uc11c \uc704\ud5d8\uc744 \ucd5c\uc18c\ud654\ud558\ub824\uba74, \uae30\uc5c5\uc740 \ubaa9\ud45c \uc815\uc758, \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4, \ubaa8\ub2c8\ud130\ub9c1 \uba54\ucee4\ub2c8\uc998, \ubcf4\uc548 \uc544\ud0a4\ud14d\ucc98<\/strong>\ub97c \ud3ec\ud568\ud55c \uccb4\uacc4\uc801\uc778 \uc804\ub7b5\uc744 \uc218\ub9bd\ud574\uc57c \ud568.<\/p>\nIV. \uae30\uc5c5 \ub0b4 Agentic AI \uc751\uc6a9<\/strong><\/h2>\nAgentic AI\ub294 \ub2e8\uc21c\ud55c \uc2e0\uae30\uc220 \uac1c\ub150\uc774 \uc544\ub2c8\ub77c, \uc774\ubbf8 \uae30\uc5c5\uc758 \uc6b4\uc601 \ubc29\uc2dd, \uc758\uc0ac\uacb0\uc815, \uace0\uac1d\uacfc\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc74c. \uc790\uc728 \uae30\ub2a5\uacfc \ub2e4\ub2e8\uacc4 \uc791\uc5c5 \uc2e4\ud589 \ub2a5\ub825\uc744 \ud1b5\ud574, Agentic AI\ub294 \ub0b4\ubd80 \ud504\ub85c\uc138\uc2a4 \ucd5c\uc801\ud654<\/strong>\ubd80\ud130 \uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 \uc81c\ud488 \ubc0f \uc11c\ube44\uc2a4 \ucc3d\ucd9c<\/strong>\uae4c\uc9c0 \ub2e4\uc591\ud55c \uc601\uc5ed\uc5d0\uc11c \uac00\uce58\ub97c \ucc3d\ucd9c\ud560 \uc218 \uc788\uc74c.<\/p>\n1. \uc9c0\ub2a5\ud615 \uc6b4\uc601 \uad00\ub9ac<\/strong><\/h3>\n\uc2dc\ub098\ub9ac\uc624:<\/strong><\/p>\n\uacf5\uc7a5 \ub610\ub294 \ubb3c\ub958 \ucc3d\uace0\uc5d0\uc11c Agentic AI\uac00 IoT \uc7a5\uce58, AI Vision \uce74\uba54\ub77c, ERP \uc2dc\uc2a4\ud15c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc5ec \uc0dd\uc0b0 \uacc4\ud68d, \uc790\uc6d0 \ubc30\ubd84, \uc778\ub825 \uc2a4\ucf00\uc904 \uc870\uc815\uc744 \uc218\ud589<\/p>\n
\uc7a5\uc810:<\/strong><\/p>\n\n- \n
Predictive Maintenance\ub97c \ud1b5\ud55c \ub2e4\uc6b4\ud0c0\uc784 \uac10\uc18c<\/p>\n<\/li>\n
- \n
\uc7ac\uace0 \uc218\uc900 \ucd5c\uc801\ud654 \ubc0f \uc800\uc7a5 \ube44\uc6a9 \uc808\uac10<\/p>\n<\/li>\n
- \n
\uc5c5\ubb34 \ubc30\uc815\uacfc \uc790\uc6d0 \ud65c\uc6a9\uc758 \uc815\ud655\ub3c4 \ud5a5\uc0c1<\/p>\n<\/li>\n<\/ul>\n
2. \uc790\ub3d9\ud654\ub418\uba74\uc11c \uac1c\uc778\ud654\ub41c \uace0\uac1d \uc11c\ube44\uc2a4<\/strong><\/h3>\n\uc2dc\ub098\ub9ac\uc624:<\/strong><\/p>\nAgentic AI\uac00 CRM \uc2dc\uc2a4\ud15c \ubc0f \ud589\ub3d9 \ubd84\uc11d\uacfc \ud1b5\ud569\ub418\uc5b4 \uc989\uac01\uc801\uc778 \uc751\ub2f5 \uc81c\uacf5\uacfc \uace0\uac1d \ub9de\ucda4\ud615 \uc81c\ud488\/\uc194\ub8e8\uc158 \ucd94\ucc9c \uc218\ud589<\/p>\n
\uc7a5\uc810:<\/strong><\/p>\n\n- \n
\uc751\ub2f5 \uc2dc\uac04 \ub2e8\ucd95(SLA\uac00 \uba87 \uc2dc\uac04\uc5d0\uc11c \uba87 \ucd08\ub85c \uac10\uc18c)<\/p>\n<\/li>\n
- \n
\uad6c\ub9e4 \uae30\ub85d\uacfc \uc2e4\uc2dc\uac04 \ub9e5\ub77d \uae30\ubc18 \uac1c\uc778\ud654\ub41c \uacbd\ud5d8 \uc81c\uacf5<\/p>\n<\/li>\n
- \n
\ubc18\ubcf5\uc801\uc778 \uc5c5\ubb34\ub85c\ubd80\ud130 \uace0\uac1d \uc9c0\uc6d0 \ud300 \ud574\ubc29<\/p>\n<\/li>\n<\/ul>\n
3. \uc7ac\ubb34 \uad00\ub9ac \ubc0f \uaddc\uc81c \uc900\uc218<\/strong><\/h3>\n\uc2dc\ub098\ub9ac\uc624:<\/strong><\/p>\nAgentic AI\uac00 \uc778\ubcf4\uc774\uc2a4, \uacc4\uc57d\uc11c, \uac70\ub798\ub97c \uc790\ub3d9\uc73c\ub85c \uc2a4\uce94\ud558\uc5ec \uc774\uc0c1 \uc9d5\ud6c4\ub098 \uc0ac\uae30 \uc704\ud5d8\uc744 \ud0d0\uc9c0\ud558\uace0, ISO, GDPR \ub610\ub294 \uc9c0\uc5ed \uae08\uc735 \uaddc\uc815 \uc900\uc218 \uc5ec\ubd80 \uac80\uc99d<\/p>\n
\uc7a5\uc810:<\/strong><\/p>\n\n- \n
\uc218\ub3d9 \uac80\ud1a0 \ub300\ube44 \uc704\ud5d8 \uc870\uae30 \ubc1c\uacac<\/p>\n<\/li>\n
- \n
\uc218\uc791\uc5c5 \uac10\uc0ac \ube44\uc6a9 \uc808\uac10<\/p>\n<\/li>\n
- \n
\uc644\uc804\ud558\uace0 \uaddc\uc81c \uc900\uc218\ub418\ub294 \ubc95\uc801 \ubb38\uc11c \uc720\uc9c0<\/p>\n<\/li>\n<\/ul>\n
![\"Applications](\"https:\/\/cdn.bap-software.net\/2025\/11\/18095245\/what-is-agentic-ai-6-e1763435086925.webp\")
\uae30\uc5c5\uc5d0\uc11c\uc758 Agentic AI \ud65c\uc6a9. \ucd9c\ucc98: foundever<\/p><\/div>\n
4. \uc81c\ud488 \uac1c\ubc1c \ubc0f \uc5f0\uad6c\uac1c\ubc1c<\/strong><\/h3>\n\uc2dc\ub098\ub9ac\uc624:<\/strong><\/p>\n
2. Agentic AI\uc640 \uae30\uc874 AI\uc758 \ucc28\uc774<\/strong><\/h2>\n\ubaa9\ud45c\uc640 \uc790\uc728\uc131<\/strong><\/p>\n\n- \uae30\uc874\uc758 \uc804\ud1b5\uc801\uc778 AI(\uc881\uc740 \ubc94\uc704\uc758 AI, Narrow AI)\ub294<\/li>\n
- \uc774\ubbf8\uc9c0 \ubd84\ub958, Q&A, \uc608\uce21 \ub4f1 \ud2b9\uc815 \uc791\uc5c5\uc744 \uc694\uccad\ubc1b\uc744 \ub54c\ub9cc \uc218\ud589<\/strong>\ud569\ub2c8\ub2e4.<\/li>\n
- \uc989, \uc785\ub825\uc744 \uae30\ub2e4\ub9ac\uace0 \uadf8\uc5d0 \ub300\ud55c \ucd9c\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\ubc18\uba74 Agentic AI\ub294 \ubaa9\ud45c\ub97c \uc785\ub825\ubc1b\uac70\ub098 \uc2ec\uc9c0\uc5b4 \uc2a4\uc2a4\ub85c \ucd94\ub860\ud558\uace0, \u201c\uad00\ucc30 \u2192 \uacc4\ud68d \u2192 \ud589\ub3d9 \u2192 \ud559\uc2b5\u201d\uc758 \ubc18\ubcf5 \ub8e8\ud504\ub97c \ud1b5\ud574 \ubaa9\ud45c \ub2ec\uc131\uc744 \uc704\ud574 \ub2a5\ub3d9\uc801\uc73c\ub85c \uc6c0\uc9c1\uc785\ub2c8\ub2e4.<\/p>\n
\uacc4\ud68d \uc218\ub9bd \ubc0f \ub2e4\ub2e8\uacc4 \ud589\ub3d9<\/strong><\/p>\n\n- \uc804\ud1b5\uc801 AI\ub294 \ubcf4\ud1b5 \ud55c \ubc88\uc758 \ucd94\ub860(one-shot inference)\uc5d0 \uadf8\uce69\ub2c8\ub2e4.<\/li>\n
- Agentic AI\ub294 API \ud638\ucd9c, \ub370\uc774\ud130 \uac80\uc0c9, \uc624\ub958 \uc218\uc815 \ub4f1\uc744 \ubc18\ubcf5\ud558\uba74\uc11c \ubaa9\ud45c\ub97c \ub2ec\uc131\ud560 \ub54c\uae4c\uc9c0 \uc5ec\ub7ec \ub2e8\uacc4\ub97c \uac70\uccd0 \ud589\ub3d9\uc744 \uc218\ud589<\/strong>\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\ud658\uacbd\uacfc\uc758 \uc0c1\ud638\uc791\uc6a9<\/strong><\/p>\n\uc77c\ubc18 AI\ub294 \uc8fc\ub85c \u201c\ube14\ub799\ubc15\uc2a4\u201d\ucc98\ub7fc \uc785\ub825\uc744 \ubc1b\uace0 \uacb0\uacfc\ub9cc \ucd9c\ub825\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc Agentic AI\ub294 \uc2e4\uc81c \uc2dc\uc2a4\ud15c\uc5d0 \uc9c1\uc811 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc608:<\/p>\n
\n- \n
\uc774\uba54\uc77c \uc804\uc1a1<\/p>\n<\/li>\n
- \n
CRM \uc5c5\ub370\uc774\ud2b8<\/p>\n<\/li>\n
- \n
\ud074\ub77c\uc6b0\ub4dc \uc791\uc5c5 \ud2b8\ub9ac\uac70<\/p>\n<\/li>\n
- \n
\uc2dc\uc2a4\ud15c \uc124\uc815 \uc870\uc815<\/p>\n<\/li>\n
- \n
\ub2e4\ub978 \uc5d0\uc774\uc804\ud2b8\uc640 \ud611\uc5c5 \ub4f1<\/p>\n<\/li>\n<\/ul>\n
\uc989, \ub2e8\uc21c\ud788 \uc815\ubcf4\ub97c \ub0b4\ub193\ub294 AI\uac00 \uc544\ub2c8\ub77c \ud589\ub3d9\ud558\ub294 AI<\/strong>\uc785\ub2c8\ub2e4.<\/p>\n\uc9c0\uc18d\uc801 \ud559\uc2b5 \ubc0f \uc790\uccb4 \ucd5c\uc801\ud654<\/strong><\/h3>\n\n- Agentic AI\ub294 \uc2e4\uc81c \uacb0\uacfc\uc5d0 \uae30\ubc18\ud558\uc5ec \ud589\ub3d9\uc744 \uc218\uc815\ud558\uae30 \uc704\ud574\uc628\ub77c\uc778 \ud559\uc2b5, \uac15\ud654\ud559\uc2b5, \uc9c0\uc18d\uc801 \ud30c\uc778\ud29c\ub2dd \ub4f1 \ud53c\ub4dc\ubc31 \ub8e8\ud504<\/strong>\ub97c \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n
- \ubc18\uba74 \uae30\uc874 AI\ub294 \ubcf4\ud1b5 \uc77c\uc815 \uc8fc\uae30\ub85c \uc624\ud504\ub77c\uc778\uc5d0\uc11c\ub9cc \uc5c5\ub370\uc774\ud2b8<\/strong>\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\uc694\uc57d<\/strong><\/p>\nAgentic AI = \ubaa9\ud45c \uc9c0\ud5a5 + \uacc4\ud68d \uae30\ubc18 + \ud589\ub3d9 \uac00\ub2a5\ud55c AI<\/strong><\/p>\n\uae30\uc874 AI = \ubc18\uc751\uc801 + \uc785\ub825 \uae30\ubc18 AI<\/strong><\/p>\nAgentic AI \uac1c\uc694. \ucd9c\ucc98: indosakura<\/p><\/div>\n
3. Agentic AI \uc791\ub3d9 \ubc29\uc2dd \u2014 \uc544\ud0a4\ud14d\ucc98\uc640 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c<\/strong><\/h2>\n\uc77c\ubc18\uc801\uc778 Agentic AI \uc2dc\uc2a4\ud15c\uc740 Sense \u2192 Model \u2192 Plan \u2192 Act \u2192 Learn<\/strong>\uc758 \uc5f0\uc18d \ub8e8\ud504\uc5d0\uc11c \uc5ec\ub7ec \uad6c\uc131 \uc694\uc18c\uac00 \ud611\ub825\ud558\uc5ec \uc791\ub3d9\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \uac01 \uad6c\uc131 \uc694\uc18c\uc640 \uc791\ub3d9 \uba54\ucee4\ub2c8\uc998\uc5d0 \ub300\ud55c \uc0c1\uc138 \uc124\uba85\uc785\ub2c8\ub2e4.<\/p>\nGoal \/ Intent Manager<\/strong><\/p>\n\n- \n
\uc0ac\uc6a9\uc790 \ub610\ub294 \ub2e4\ub978 \uc2dc\uc2a4\ud15c\uc73c\ub85c\ubd80\ud130 \ubaa9\ud45c\ub97c \uc218\uc2e0\ud569\ub2c8\ub2e4. (\uc608: \u201c\uc774\ubc88 \ub2ec \uc6b4\uc1a1 \ube44\uc6a9 10% \uc808\uac10\u201d, \u201c24\uc2dc\uac04 \ub0b4 \uace0\uac1d \uc9c0\uc6d0 \ud2f0\ucf13 90% \ud574\uacb0\u201d)<\/p>\n<\/li>\n
- \n
\ubaa9\ud45c\ub97c \uae30\uacc4\uac00 \uacc4\uc0b0 \uac00\ub2a5\ud55c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. (\uc720\ud2f8\ub9ac\ud2f0 \ud568\uc218, \uc81c\uc57d \uc870\uac74, KPI \ub4f1)<\/p>\n<\/li>\n<\/ul>\n
Perception \/ Observations<\/strong><\/p>\n\n- \n
\ub2e4\uc591\ud55c \ucd9c\ucc98\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4: \ub0b4\ubd80 API(ERP, CRM), IoT \uc13c\uc11c, \ub85c\uadf8, \uc6f9, \uc774\uba54\uc77c, \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \ub4f1<\/p>\n<\/li>\n
- \n
\uc804\ucc98\ub9ac \ub2e8\uacc4: \ud30c\uc2f1, \uc815\uaddc\ud654, \ub370\uc774\ud130 \ubcf4\uac15(enrichment), \uc0c1\ud669 \ub9e5\ub77d \uc815\ubcf4\ub97c \uc704\ud55c RAG(Retrieval-Augmented Generation)<\/p>\n<\/li>\n<\/ul>\n
World Model \/ State Representation<\/strong><\/p>\n\n- \n
\ud658\uacbd\uc758 \ud604\uc7ac \uc0c1\ud0dc\ub97c \ud45c\ud604\ud569\ub2c8\ub2e4: \uc9c0\ud45c, \uad00\uacc4, \uc81c\uc57d \uc870\uac74, \ud788\uc2a4\ud1a0\ub9ac \ub370\uc774\ud130<\/p>\n<\/li>\n
- \n
\ud544\uc694\uc5d0 \ub530\ub77c Knowledge Graph, \ubca1\ud130 \uc784\ubca0\ub529(\uc758\ubbf8 \uae30\ubc18 \uac80\uc0c9\uc6a9), \uc608\uce21 \ubaa8\ub378(predictive models)\uc744 \ud3ec\ud568<\/p>\n<\/li>\n<\/ul>\n
Planner<\/strong><\/p>\n\n- \n
\ubaa9\ud45c \ub2ec\uc131\uc744 \uc704\ud55c \ud589\ub3d9 \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\uacc4\ud68d \uc811\uadfc \ubc29\uc2dd:<\/p>\n
\n- \n
\ud074\ub798\uc2dd \ud50c\ub798\ub2dd(Classical Planning)<\/strong>: \uba85\ud655\ud55c \uc81c\uc57d \uc870\uac74\uc774 \uc788\ub294 \ud658\uacbd\uc5d0\uc11c \uc0ac\uc6a9<\/p>\n<\/li>\n- \n
\uac80\uc0c9 \uae30\ubc18 \ud50c\ub798\ub2dd(Search-based Planning)<\/strong>: MCTS, \ud734\ub9ac\uc2a4\ud2f1 \uac80\uc0c9 \ub4f1<\/p>\n<\/li>\n- \n
\uc815\ucc45 \uae30\ubc18 \ud50c\ub798\ub2dd(Policy-based Planning)<\/strong>: \uac15\ud654\ud559\uc2b5(RL)\uc5d0\uc11c \ud30c\uc0dd\ub41c \uc815\ucc45<\/p>\n<\/li>\n- \n
\ud558\uc774\ube0c\ub9ac\ub4dc(Hybrid)<\/strong>: LLM \ucd94\ub860 \uacb0\uacfc\ub97c \uaddc\uce59\/\ub17c\ub9ac \uae30\ubc18 \ud50c\ub798\ub108\ub85c \uac80\uc99d<\/p>\n<\/li>\n<\/ul>\n<\/li>\n- \n
\ub300\uc548 \ud3c9\uac00, \ub9ac\uc2a4\ud06c \ucd94\uc815, \uc790\uc6d0 \ud560\ub2f9 \uc218\ud589<\/p>\n<\/li>\n<\/ul>\n
Executor \/ Policy<\/strong><\/p>\n\n- \n
\uc120\ud0dd\ub41c \ud589\ub3d9\uc744 \uc2e4\ud589\ud569\ub2c8\ub2e4: API \ud638\ucd9c, \ud2f0\ucf13 \uc0dd\uc131, \uc774\uba54\uc77c \ubc1c\uc1a1, \uad6c\uc131 \ubcc0\uacbd, \uc6cc\ud06c\ud50c\ub85c \uc2e4\ud589 \ub4f1<\/p>\n<\/li>\n
- \n
\uac01 \ub2e8\uacc4\uc758 \uacb0\uacfc\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \ud544\uc694 \uc2dc \ub864\ubc31 \uc218\ud589<\/p>\n<\/li>\n<\/ul>\n
Memory \/ Long-term State<\/strong><\/p>\n\n- \n
\ud589\ub3d9 \uc774\ub825, \ub300\ud654 \ucee8\ud14d\uc2a4\ud2b8, \ud53c\ub4dc\ubc31\uc744 \uc800\uc7a5\ud558\uc5ec \ud5a5\ud6c4 \ud589\ub3d9 \uac1c\uc120<\/p>\n<\/li>\n
- \n
Persistent Storage, RAG\uc6a9 \ubca1\ud130 DB, \ud639\uc740 \ubaa8\ub378 \ud30c\uc778\ud29c\ub2dd(fine-tuning) \ud30c\uc774\ud504\ub77c\uc778 \ud65c\uc6a9<\/p>\n<\/li>\n<\/ul>\n
Learning Loop<\/strong><\/p>\n\n- \n
\uc131\uacfc \uc2e0\ud638(\ubcf4\uc0c1, KPI)\ub97c \uc218\uc9d1\ud558\uc5ec \ubaa8\ub378\uc774\ub098 \uc815\ucc45 \uc5c5\ub370\uc774\ud2b8<\/p>\n<\/li>\n
- \n
\uc624\ud504\ub77c\uc778 \uc7ac\ud559\uc2b5(\uc8fc\uae30\uc801)<\/strong> \ubc0f \uc628\ub77c\uc778 \ud559\uc2b5(\uc2e4\uc2dc\uac04\/\uc99d\ubd84)<\/strong> \ubaa8\ub450 \uc9c0\uc6d0<\/p>\n<\/li>\n<\/ul>\nAgentic AI \uc791\ub3d9 \ubc29\uc2dd. \ucd9c\ucc98: advertisingweek<\/p><\/div>\n
Safety, Constraints & Governance<\/strong><\/p>\n\n- \n
\uaddc\uce59 \uc5d4\uc9c4(rule engines)\uacfc \uc815\ucc45 \uac00\ub4dc\ub808\uc77c(policy guardrails, \uc608: Open Policy Agent, hard constraints)\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc798\ubabb\ub418\uac70\ub098 \uc704\ud5d8\ud55c \ud589\ub3d9\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\uac10\uc0ac \ub85c\uadf8(audit logs), \uc124\uba85 \uac00\ub2a5\uc131 \ubaa8\ub4c8(explainability modules), human-in-the-loop \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c \ud1b5\ud574 \uace0\uc704\ud5d8 \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n
Coordination \/ Multi-agent Mechanisms\u00a0<\/strong><\/p>\n\n- \n
\ub2e4\uc218\uc758 \uc5d0\uc774\uc804\ud2b8\uac00 \ud611\ub825\ud560 \ub54c, \ucee4\ubba4\ub2c8\ucf00\uc774\uc158 \ud504\ub85c\ud1a0\ucf5c, \uc5ed\ud560\/\uad8c\ud55c \uad00\ub9ac, \ucda9\ub3cc \ubc29\uc9c0 \uba54\ucee4\ub2c8\uc998(\ud611\uc0c1, \uc2dc\uc7a5 \uae30\ubc18 \ud560\ub2f9 \ub4f1)\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\uc911\uc559 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130(central orchestrator)\uac00 \uc791\uc5c5(task), \uc758\uc874\uc131(dependencies), \uc5d0\uc774\uc804\ud2b8 \uac04 \uc0c1\ud638\uc791\uc6a9\uc744 \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n
Integration Layer & Tooling<\/strong><\/p>\n\n- \n
API \uc5b4\ub311\ud130, \ucee4\ub9e8\ub4dc \uc2e4\ud589\uae30(command runners), \ud5e4\ub4dc\ub9ac\uc2a4 \ube0c\ub77c\uc6b0\uc800(headless browsers), RPA \ubd07 \ub4f1\uc744 \ud3ec\ud568<\/p>\n<\/li>\n
- \n
\uc9c0\uc6d0 \ud504\ub808\uc784\uc6cc\ud06c: LangChain, AutoGPT, LlamaIndex<\/p>\n<\/li>\n
- \n
\uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud234: Airflow, Argo<\/p>\n<\/li>\n
- \n
MLOps \ubc0f \uad00\ucc30 \uac00\ub2a5\uc131(observability) \uc2a4\ud0dd \ud3ec\ud568<\/p>\n<\/li>\n<\/ul>\n
Example Flow (sense \u2192 plan \u2192 act)<\/strong><\/p>\n\n- \n
\uc5d0\uc774\uc804\ud2b8\uac00 \ubaa9\ud45c\ub97c \ubc1b\uc2b5\ub2c8\ub2e4: \u201c30\uc77c \uc774\ub0b4 \uc7ac\uace0 A\ub97c 20% \uac10\uc18c\uc2dc\ucf1c\ub77c.\u201d<\/p>\n<\/li>\n
- \n
\uc7ac\uace0 \ub370\uc774\ud130, \ub9ac\ub4dc\ud0c0\uc784, \uc608\uce21 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\uc218\uc694\ub97c \uc608\uce21\ud558\uace0 \uacf5\uae09\ub9dd \ubcd1\ubaa9 \uc9c0\uc810\uc744 \uc2dd\ubcc4\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\ud589\ub3d9 \uacc4\ud68d \uc218\ub9bd: \uacf5\uae09\uc5c5\uccb4 \uc8fc\ubb38 \uc870\uc815, SKU \uc6b0\uc120\uc21c\uc704 \ubcc0\uacbd, \uc7ac\uace0 \uc815\ub9ac \ud504\ub85c\ubaa8\uc158 \uc2e4\ud589<\/p>\n<\/li>\n
- \n
\ud589\ub3d9 \uc2e4\ud589: \uc8fc\ubb38 API \ud638\ucd9c, \ub9c8\ucf00\ud305 \ucea0\ud398\uc778 \uc2e4\ud589, \ubb3c\ub958 \uc791\uc5c5 \uc0dd\uc131<\/p>\n<\/li>\n
- \n
KPI\ub97c \uc77c\ubcc4\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70 \uc804\ub7b5\uc744 \uc870\uc815(learn & adjust)<\/p>\n<\/li>\n<\/ol>\n
II. Agentic AI \uc791\ub3d9 \uc6d0\ub9ac \u2014 \ud575\uc2ec \uc6d0\uce59<\/strong><\/h2>\n1. \uae30\ubcf8 \uc0ac\uc774\ud074: Perception \u2192 Planning \u2192 Action \u2192 Learning<\/strong><\/h3>\n\n- \n
Agentic AI\ub294 \uc804\ud1b5\uc801 \ucc57\ubd07\ucc98\ub7fc \ub2e8\uc21c\ud55c \u201c\uc9c8\ubb38-\uc751\ub2f5\u201d \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\ub300\uc2e0 \uc5f0\uc18d\uc801 \ud3d0\uc1c4 \ub8e8\ud504(closed loop)\ub85c \uc791\ub3d9\ud558\uba70, \uac01 \ubc18\ubcf5(iteration)\uc740 \ub2e4\uc74c \ub2e8\uacc4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n
1.1. Perception<\/strong><\/h4>\n\n- \n
\ud658\uacbd\uc73c\ub85c\ubd80\ud130 \uc815\ubcf4\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4: \uc2dc\uc2a4\ud15c API, \ub370\uc774\ud130\ubca0\uc774\uc2a4, IoT \uc13c\uc11c, \ub85c\uadf8, \uc6f9\uc0ac\uc774\ud2b8, \uc774\uba54\uc77c \ub4f1<\/p>\n<\/li>\n
- \n
\uc2e4\uc2dc\uac04 \ub370\uc774\ud130(real-time)\uc640 \uacfc\uac70 \ub370\uc774\ud130(historical data)\ub97c \uacb0\ud569<\/p>\n<\/li>\n
- \n
RAG(Retrieval-Augmented Generation) \ub610\ub294 Knowledge Graph \uc870\ud68c\ub97c \ud1b5\ud574 \ucee8\ud14d\uc2a4\ud2b8\ub97c \ubcf4\uac15\ud558\uc5ec \uacc4\ud68d \uc815\ud655\uc131 \ud5a5\uc0c1<\/p>\n<\/li>\n<\/ul>\n
1.2. Planning<\/strong><\/h4>\n\n- \n
\uac10\uc9c0\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubaa9\ud45c \ub2ec\uc131\uc744 \uc704\ud55c \ub2e4\ub2e8\uacc4 \uc804\ub7b5\uc744 \uacb0\uc815<\/p>\n<\/li>\n
- \n
LLM\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubd84\uc11d \ubc0f \ucd94\ub860 \uc218\ud589<\/p>\n<\/li>\n
- \n
\ud734\ub9ac\uc2a4\ud2f1 \uac80\uc0c9, \uc2ec\ubcfc\ub9ad \ud50c\ub798\ub108(symbolic planners) \ub4f1\uc758 \uc804\ubb38 \uacc4\ud68d \ub3c4\uad6c\uc640 \uacb0\ud569<\/p>\n<\/li>\n
- \n
\uc2e4\ud589 \uc804 \uc2dc\ubbac\ub808\uc774\uc158\uc744 \ud1b5\ud574 \uc704\ud5d8 \ucd5c\uc18c\ud654 \uac00\ub2a5<\/p>\n<\/li>\n<\/ul>\n
1.3. Action<\/strong><\/h4>\n\n- \n
API \ud638\ucd9c, \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uc2e4\ud589, \uc774\uba54\uc77c \ubc1c\uc1a1, \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc2dc\uc2a4\ud15c \ud2f0\ucf13 \uc0dd\uc131 \ub4f1 \ub2e4\uc591\ud55c \ud234\uc744 \ud1b5\ud574 \ud589\ub3d9 \uc218\ud589<\/p>\n<\/li>\n
- \n
\uac01 \ub2e8\uacc4 \uacb0\uacfc \ud655\uc778 \ud6c4 \ud3b8\ucc28\uac00 \ubc1c\uc0dd\ud558\uba74 \uacc4\ud68d \ucde8\uc18c \ub610\ub294 \uc870\uc815 \uac00\ub2a5<\/p>\n<\/li>\n<\/ul>\n
1.4. Learning<\/strong><\/h4>\n\n- \n
\uc218\ud589\ud55c \ud589\ub3d9\uc758 \uacb0\uacfc \ubc0f \ud6a8\uc728\uc131\uc744 \uae30\ub85d<\/p>\n<\/li>\n
- \n
\ub2e4\uc74c \ubc18\ubcf5(iteration)\uc5d0\uc11c \uc131\uacfc \ud5a5\uc0c1\uc744 \uc704\ud574 \ubaa8\ub378 \ub610\ub294 \uc815\ucc45(policy) \uc5c5\ub370\uc774\ud2b8<\/p>\n<\/li>\n
- \n
\uc9c0\uc18d\uc801 \uc790\uae30 \ucd5c\uc801\ud654\uac00 \ud544\uc694\ud560 \uacbd\uc6b0 \uac15\ud654 \ud559\uc2b5(Reinforcement Learning) \ub610\ub294 \uc628\ub77c\uc778 \ud559\uc2b5(Online Learning) \uc801\uc6a9<\/p>\n<\/li>\n<\/ul>\n
2. \ud6a8\uacfc\ub97c \uacb0\uc815\ud558\ub294 \uc138 \uac00\uc9c0 \ud575\uc2ec \uc694\uc18c<\/strong><\/h3>\n\uba85\ud655\ud558\uace0 \uce21\uc815 \uac00\ub2a5\ud55c \ubaa9\ud45c<\/strong><\/h4>\n\n- \n
Agentic AI\ub294 \uba85\ud655\ud55c KPI\uac00 \uc788\ub294 \ubaa9\ud45c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
\n- \n
\uc608: \u201c\uc8fc\ubb38 \ucc98\ub9ac \uc2dc\uac04\uc744 2\uc2dc\uac04 \ubbf8\ub9cc\uc73c\ub85c \ub2e8\ucd95\u201d<\/p>\n<\/li>\n
- \n
\ub2e8\uc21c\ud788 \u201c\uc6cc\ud06c\ud50c\ub85c \uc18d\ub3c4 \ud5a5\uc0c1\u201d\uc740 \ubd80\uc871<\/p>\n<\/li>\n<\/ul>\n<\/li>\n
- \n
KPI\ub294 \uc131\uacf5\/\uc2e4\ud328\ub97c \ud3c9\uac00\ud558\ub294 \uae30\uc900 \uc5ed\ud560<\/p>\n<\/li>\n<\/ul>\n
\uc644\uc804\ud55c \ucee8\ud14d\uc2a4\ud2b8\uc640 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130<\/strong><\/h4>\n\n- \n
\ub370\uc774\ud130 \ub204\ub77d\uc774\ub098 \ubd80\uc815\ud655\uc131\uc740 \uc798\ubabb\ub41c \uc758\uc0ac\uacb0\uc815\uc744 \ucd08\ub798<\/p>\n<\/li>\n
- \n
\ud45c\uc900\ud654\ub418\uace0 \uc790\uc8fc \uc5c5\ub370\uc774\ud2b8\ub418\ub294 \uc548\uc815\uc801\uc778 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \ud544\uc218<\/p>\n<\/li>\n<\/ul>\n
\uc81c\uc5b4 \uba54\ucee4\ub2c8\uc998\uacfc \uad8c\ud55c \uc81c\ud55c<\/strong><\/h4>\n\n- \n
\uac00\ub4dc\ub808\uc77c(guardrails)\ub85c \uc5d0\uc774\uc804\ud2b8\uac00 \ud5c8\uac00\ub418\uc9c0 \uc54a\uc740 \ud589\ub3d9\uc744 \uc218\ud589\ud558\uc9c0 \uc54a\ub3c4\ub85d \uc81c\ud55c<\/p>\n<\/li>\n
- \n
\uace0\uc704\ud5d8 \uc758\uc0ac\uacb0\uc815 \ub2e8\uacc4\uc5d0\uc11c\ub294 human-in-the-loop \uccb4\ud06c\ud3ec\uc778\ud2b8 \ud1b5\ud569<\/p>\n<\/li>\n<\/ul>\n
Agentic AI\uc758 \uc791\ub3d9 \uc6d0\ub9ac. \ucd9c\ucc98: outsystems<\/p><\/div>\n
3. \uc9c0\uc6d0 \uae30\uc220<\/strong><\/h3>\n\n- \n
LLMs<\/strong>: \ubd84\uc11d, \ucd94\ub860 \ubc0f \uace0\uae09 \uc758\uc0ac\uacb0\uc815\uc744 \uc704\ud574 \uc0ac\uc6a9<\/p>\n<\/li>\n- \n
RPA & API \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158<\/strong>: \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc2dc\uc2a4\ud15c \uc804\ubc18\uc5d0\uc11c \uc790\ub3d9\ud654\ub41c \uc2e4\ud589 \uc9c0\uc6d0<\/p>\n<\/li>\n- \n
\ud504\ub85c\uc138\uc2a4 \ub9c8\uc774\ub2dd<\/strong>: \uc5d0\uc774\uc804\ud2b8\uac00 \uc2e4\uc81c \ud504\ub85c\uc138\uc2a4 \ud750\ub984\uc744 \uc774\ud574\ud558\uace0 \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc778 \uacc4\ud68d \uc218\ub9bd \uac00\ub2a5<\/p>\n<\/li>\n- \n
MLOps & \uad00\ucc30 \uac00\ub2a5\uc131<\/strong>: \ubaa8\ub2c8\ud130\ub9c1, \ub85c\uadf8 \uae30\ub85d, \ud544\uc694 \uc2dc \ub864\ubc31 \uc218\ud589<\/p>\n<\/li>\n<\/ul>\n4. \uc2e4\uc81c \uc0ac\ub840: \uacf5\uae09\ub9dd \uc6b4\uc601\uc5d0\uc11c\uc758 Agentic AI<\/strong><\/h3>\n\n- \n
\ubaa9\ud45c<\/strong>: 45\uc77c \ub0b4 \uc81c\ud488 X \uc7ac\uace0\ub97c 25% \uac10\uc18c<\/p>\n<\/li>\n- \n
\ub370\uc774\ud130 \uc218\uc9d1<\/strong>: \uc7ac\uace0 \ub370\uc774\ud130, \ud310\ub9e4 \uae30\ub85d, \uacf5\uae09\uc5c5\uccb4 \ub9ac\ub4dc\ud0c0\uc784<\/p>\n<\/li>\n- \n
\uacc4\ud68d<\/strong>:<\/p>\n\n- \n
\uacf5\uae09\uc5c5\uccb4 A \uc8fc\ubb38 \uac10\uc18c<\/p>\n<\/li>\n
- \n
\uc9c0\uc5ed B \ud504\ub85c\ubaa8\uc158 \uc99d\uac00<\/p>\n<\/li>\n
- \n
\ucc3d\uace0 C \u2192 D \uc7ac\uace0 \uc7ac\ubc30\uce58<\/p>\n<\/li>\n<\/ul>\n<\/li>\n
- \n
\uc2e4\ud589<\/strong>:<\/p>\n\n- \n
ERP API \ud638\ucd9c\ub85c \uad6c\ub9e4 \uc8fc\ubb38 \uc218\uc815<\/p>\n<\/li>\n
- \n
\ub9c8\ucf00\ud305 \ucea0\ud398\uc778 \uc2e4\ud589<\/p>\n<\/li>\n
- \n
\ub0b4\ubd80 \ubb3c\ub958 \uc694\uccad \uc804\uc1a1<\/p>\n<\/li>\n<\/ul>\n<\/li>\n
- \n
\ubaa8\ub2c8\ud130\ub9c1<\/strong>: KPI\ub97c \uc8fc\uac04 \ub2e8\uc704\ub85c \uac80\ud1a0\ud558\uace0, \uc7ac\uace0 \uac10\uc18c \uc18d\ub3c4\uac00 \uc608\uc0c1\ubcf4\ub2e4 \ub290\ub9b4 \uacbd\uc6b0 \uc804\ub7b5\uc744 \uc790\uc728\uc801\uc73c\ub85c \uc870\uc815<\/p>\n<\/li>\n<\/ul>\nIII. \uae30\uc5c5\uc744 \uc704\ud55c Agentic AI\uc758 \uc7a5\uc810 \ubc0f \uc704\ud5d8<\/strong><\/h2>\n1. \uc7a5\uc810<\/strong><\/h3>\n\uc804\ub7b5\uc801 \uc218\uc900\uc758 \uc790\ub3d9\ud654<\/strong><\/p>\n\n- \n
\uc804\ud1b5\uc801 AI\ub294 \uac1c\ubcc4 \uc791\uc5c5\uc744 \uc9c0\uc6d0\ud558\ub294 \ub370 \uadf8\uce58\uc9c0\ub9cc, Agentic AI\ub294 \ub2e4\ub2e8\uacc4 \uc6cc\ud06c\ud50c\ub85c \uc804\uccb4\ub97c \ucc98\ub9ac \uac00\ub2a5<\/p>\n<\/li>\n
- \n
\uc608: \ub2e8\uc21c\ud788 \u201c\uc7ac\uace0 \ubcf4\uace0\uc11c \uc0dd\uc131\u201d \ub300\uc2e0, Agentic AI\ub294 \uc790\uc728\uc801\uc73c\ub85c:
\u2192 \ub370\uc774\ud130 \uc218\uc9d1 \u2192 \ud2b8\ub80c\ub4dc \ubd84\uc11d \u2192 \ucd5c\uc801\ud654 \uc804\ub7b5 \uc81c\uc548 \u2192 ERP \uc2dc\uc2a4\ud15c \ub0b4\uc5d0\uc11c \uc9c1\uc811 \uc2e4\ud589<\/p>\n<\/li>\n<\/ul>\n
\ub354 \ube60\ub974\uace0 \uc815\ud655\ud55c \uc758\uc0ac\uacb0\uc815<\/strong><\/p>\n\n- \n
Agentic AI\ub294 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\uc640 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud558\uc5ec \uc758\uc0ac\uacb0\uc815 \uc9c0\uc5f0(latency)\uc744 \ud06c\uac8c \uc904\uc784<\/p>\n<\/li>\n
- \n
\uc774\ub294 \ubb3c\ub958, \uae08\uc735, \uc804\uc790\uc0c1\uac70\ub798 \ub4f1 \uba87 \uc2dc\uac04\uc758 \uc9c0\uc5f0\ub9cc\uc73c\ub85c\ub3c4 \uc190\uc2e4\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc0b0\uc5c5\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694<\/p>\n<\/li>\n<\/ul>\n
\uc778\ub825 \uc99d\uac00 \uc5c6\uc774 \ud655\uc7a5\uc131<\/strong><\/p>\n\n- \n
\ud558\ub098\uc758 Agentic AI\uac00 \uc218\ucc9c \uac1c\uc758 \uc791\uc5c5\uc744 \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac \uac00\ub2a5<\/p>\n<\/li>\n
- \n
\ube60\ub974\uac8c \uc131\uc7a5\ud558\ub294 \uae30\uc5c5\uc774\ub098 \uac70\ub798\ub7c9 \ubcc0\ub3d9\uc774 \ud070 \uae30\uc5c5\uc5d0 \uc774\uc0c1\uc801<\/p>\n<\/li>\n<\/ul>\n
\uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \ub300\ud55c \ub192\uc740 \uc801\uc751\ub825<\/strong><\/p>\n\n- \n
Agentic AI\ub294 \uc2e4\uc81c \uacb0\uacfc\ub85c\ubd80\ud130 \uc9c0\uc18d\uc801\uc73c\ub85c \ud559\uc2b5\ud558\uba70 \uc804\ub7b5\uc744 \uc790\uc728\uc801\uc73c\ub85c \uc870\uc815<\/p>\n<\/li>\n
- \n
\uc6d0\uc790\uc7ac \uac00\uaca9 \ubcc0\ub3d9, \uace0\uac1d \uc218\uc694 \ubcc0\ud654, \uacf5\uae09\ub9dd \ubb38\uc81c \ubc1c\uc0dd \uc2dc \uae30\uc5c5\uc774 \uc2e0\uc18d\ud788 \ub300\uc751 \uac00\ub2a5<\/p>\n<\/li>\n<\/ul>\n
2. \uc704\ud5d8 \ubc0f \uacfc\uc81c<\/strong><\/h3>\n\ubaa9\ud45c \ubd88\uc77c\uce58<\/strong><\/p>\n\n- \n
\ubaa9\ud45c\uac00 \ubd88\uba85\ud655\ud558\uac70\ub098 KPI\uac00 \ube44\uc988\ub2c8\uc2a4 \uc6b0\uc120\uc21c\uc704\ub97c \uc815\ud655\ud788 \ubc18\uc601\ud558\uc9c0 \uc54a\uc73c\uba74, \uc5d0\uc774\uc804\ud2b8\uac00 \uc798\ubabb\ub41c \ubc29\ud5a5\uc73c\ub85c \ucd5c\uc801\ud654 \uac00\ub2a5<\/p>\n<\/li>\n
- \n
\uc608: \uc8fc\ubb38 \ucc98\ub9ac \uc18d\ub3c4\ub97c \ucd5c\uc801\ud654\ud558\ub2e4\uac00 \uc6b4\uc1a1 \ube44\uc6a9\uc774 \uc99d\uac00\ud558\ub294 \uacbd\uc6b0<\/p>\n<\/li>\n<\/ul>\n
\ub370\uc774\ud130 \ud488\uc9c8 \uc758\uc874<\/strong><\/p>\n\n- \n
\uc798\ubabb\ub418\uac70\ub098 \ubd88\uc644\uc804\ud55c \ub370\uc774\ud130\ub294 \uc624\ub958 \uc788\ub294 \uc758\uc0ac\uacb0\uc815\uc73c\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc74c<\/p>\n<\/li>\n
- \n
\uae30\uc5c5\uc740 \uac15\ub825\ud55c \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4(data governance)\ub97c \uad6c\ud604\ud574\uc57c \ud568: \ub370\uc774\ud130 \uc815\uc81c, \ud45c\uc900\ud654, \uac80\uc99d \ubc0f \uc9c0\uc18d\uc801 \ubaa8\ub2c8\ud130\ub9c1 \ud3ec\ud568<\/p>\n<\/li>\n<\/ul>\n
Agentic AI\uc758 \uc774\uc810\uacfc \uc704\ud5d8. \ucd9c\ucc98: encrypted<\/p><\/div>\n
\ubcf4\uc548 \ubc0f \uaddc\uc81c \uc704\ud5d8<\/strong><\/p>\n\n- \n
Agentic AI\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub0b4\ubd80 \uc2dc\uc2a4\ud15c\uacfc \ubbfc\uac10\ud55c \ub370\uc774\ud130\uc5d0 \uae4a\uc774 \uc811\uadfc\ud574\uc57c \ud568<\/p>\n<\/li>\n
- \n
\uc5c4\uaca9\ud55c \ud1b5\uc81c\uac00 \uc5c6\uc73c\uba74 \ubcf4\uc548 \ucde8\uc57d\uc810\uc774\ub098 \uaddc\uc81c \uc704\ubc18(GDPR \ub4f1)\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc74c<\/p>\n<\/li>\n<\/ul>\n
\uc608\uce21 \ubd88\uac00\ub2a5\ud55c \ud589\ub3d9<\/strong><\/p>\n\n- \n
Agentic AI\ub294 \ub3c5\ub9bd\uc801\uc73c\ub85c \uacc4\ud68d\uc744 \uc218\ub9bd\ud558\uace0 \ud589\ub3d9\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c, \uac00\ub054 \uc6d0\ub798 \uc2dc\ub098\ub9ac\uc624\ub97c \ubc97\uc5b4\ub09c \ud589\ub3d9\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc74c<\/p>\n<\/li>\n
- \n
\uace0\uc704\ud5d8 \uc791\uc5c5\uc5d0\ub294 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uacfc human-in-the-loop(\uc0ac\ub78c \uac1c\uc785) \uac10\ub3c5\uc774 \ud544\uc218<\/p>\n<\/li>\n<\/ul>\n
Agentic AI\ub294 \uc790\ub3d9\ud654 \ubd84\uc57c\uc5d0\uc11c \ud070 \ub3c4\uc57d\uc744 \uc774\ub8e8\uba70, \uae30\uc5c5 \uc6b4\uc601\uc744 \ub354\uc6b1 \ube60\ub974\uace0 \uc720\uc5f0\ud558\uba70 \ud6a8\uc728\uc801\uc73c\ub85c \ub9cc\ub4e4\uc5b4 \uc90c. \uadf8\ub7ec\ub098 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud558\uba74\uc11c \uc704\ud5d8\uc744 \ucd5c\uc18c\ud654\ud558\ub824\uba74, \uae30\uc5c5\uc740 \ubaa9\ud45c \uc815\uc758, \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4, \ubaa8\ub2c8\ud130\ub9c1 \uba54\ucee4\ub2c8\uc998, \ubcf4\uc548 \uc544\ud0a4\ud14d\ucc98<\/strong>\ub97c \ud3ec\ud568\ud55c \uccb4\uacc4\uc801\uc778 \uc804\ub7b5\uc744 \uc218\ub9bd\ud574\uc57c \ud568.<\/p>\nIV. \uae30\uc5c5 \ub0b4 Agentic AI \uc751\uc6a9<\/strong><\/h2>\nAgentic AI\ub294 \ub2e8\uc21c\ud55c \uc2e0\uae30\uc220 \uac1c\ub150\uc774 \uc544\ub2c8\ub77c, \uc774\ubbf8 \uae30\uc5c5\uc758 \uc6b4\uc601 \ubc29\uc2dd, \uc758\uc0ac\uacb0\uc815, \uace0\uac1d\uacfc\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc74c. \uc790\uc728 \uae30\ub2a5\uacfc \ub2e4\ub2e8\uacc4 \uc791\uc5c5 \uc2e4\ud589 \ub2a5\ub825\uc744 \ud1b5\ud574, Agentic AI\ub294 \ub0b4\ubd80 \ud504\ub85c\uc138\uc2a4 \ucd5c\uc801\ud654<\/strong>\ubd80\ud130 \uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 \uc81c\ud488 \ubc0f \uc11c\ube44\uc2a4 \ucc3d\ucd9c<\/strong>\uae4c\uc9c0 \ub2e4\uc591\ud55c \uc601\uc5ed\uc5d0\uc11c \uac00\uce58\ub97c \ucc3d\ucd9c\ud560 \uc218 \uc788\uc74c.<\/p>\n1. \uc9c0\ub2a5\ud615 \uc6b4\uc601 \uad00\ub9ac<\/strong><\/h3>\n\uc2dc\ub098\ub9ac\uc624:<\/strong><\/p>\n\uacf5\uc7a5 \ub610\ub294 \ubb3c\ub958 \ucc3d\uace0\uc5d0\uc11c Agentic AI\uac00 IoT \uc7a5\uce58, AI Vision \uce74\uba54\ub77c, ERP \uc2dc\uc2a4\ud15c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc5ec \uc0dd\uc0b0 \uacc4\ud68d, \uc790\uc6d0 \ubc30\ubd84, \uc778\ub825 \uc2a4\ucf00\uc904 \uc870\uc815\uc744 \uc218\ud589<\/p>\n
\uc7a5\uc810:<\/strong><\/p>\n\n- \n
Predictive Maintenance\ub97c \ud1b5\ud55c \ub2e4\uc6b4\ud0c0\uc784 \uac10\uc18c<\/p>\n<\/li>\n
- \n
\uc7ac\uace0 \uc218\uc900 \ucd5c\uc801\ud654 \ubc0f \uc800\uc7a5 \ube44\uc6a9 \uc808\uac10<\/p>\n<\/li>\n
- \n
\uc5c5\ubb34 \ubc30\uc815\uacfc \uc790\uc6d0 \ud65c\uc6a9\uc758 \uc815\ud655\ub3c4 \ud5a5\uc0c1<\/p>\n<\/li>\n<\/ul>\n
2. \uc790\ub3d9\ud654\ub418\uba74\uc11c \uac1c\uc778\ud654\ub41c \uace0\uac1d \uc11c\ube44\uc2a4<\/strong><\/h3>\n\uc2dc\ub098\ub9ac\uc624:<\/strong><\/p>\nAgentic AI\uac00 CRM \uc2dc\uc2a4\ud15c \ubc0f \ud589\ub3d9 \ubd84\uc11d\uacfc \ud1b5\ud569\ub418\uc5b4 \uc989\uac01\uc801\uc778 \uc751\ub2f5 \uc81c\uacf5\uacfc \uace0\uac1d \ub9de\ucda4\ud615 \uc81c\ud488\/\uc194\ub8e8\uc158 \ucd94\ucc9c \uc218\ud589<\/p>\n
\uc7a5\uc810:<\/strong><\/p>\n\n- \n
\uc751\ub2f5 \uc2dc\uac04 \ub2e8\ucd95(SLA\uac00 \uba87 \uc2dc\uac04\uc5d0\uc11c \uba87 \ucd08\ub85c \uac10\uc18c)<\/p>\n<\/li>\n
- \n
\uad6c\ub9e4 \uae30\ub85d\uacfc \uc2e4\uc2dc\uac04 \ub9e5\ub77d \uae30\ubc18 \uac1c\uc778\ud654\ub41c \uacbd\ud5d8 \uc81c\uacf5<\/p>\n<\/li>\n
- \n
\ubc18\ubcf5\uc801\uc778 \uc5c5\ubb34\ub85c\ubd80\ud130 \uace0\uac1d \uc9c0\uc6d0 \ud300 \ud574\ubc29<\/p>\n<\/li>\n<\/ul>\n
3. \uc7ac\ubb34 \uad00\ub9ac \ubc0f \uaddc\uc81c \uc900\uc218<\/strong><\/h3>\n\uc2dc\ub098\ub9ac\uc624:<\/strong><\/p>\nAgentic AI\uac00 \uc778\ubcf4\uc774\uc2a4, \uacc4\uc57d\uc11c, \uac70\ub798\ub97c \uc790\ub3d9\uc73c\ub85c \uc2a4\uce94\ud558\uc5ec \uc774\uc0c1 \uc9d5\ud6c4\ub098 \uc0ac\uae30 \uc704\ud5d8\uc744 \ud0d0\uc9c0\ud558\uace0, ISO, GDPR \ub610\ub294 \uc9c0\uc5ed \uae08\uc735 \uaddc\uc815 \uc900\uc218 \uc5ec\ubd80 \uac80\uc99d<\/p>\n
\uc7a5\uc810:<\/strong><\/p>\n\n- \n
\uc218\ub3d9 \uac80\ud1a0 \ub300\ube44 \uc704\ud5d8 \uc870\uae30 \ubc1c\uacac<\/p>\n<\/li>\n
- \n
\uc218\uc791\uc5c5 \uac10\uc0ac \ube44\uc6a9 \uc808\uac10<\/p>\n<\/li>\n
- \n
\uc644\uc804\ud558\uace0 \uaddc\uc81c \uc900\uc218\ub418\ub294 \ubc95\uc801 \ubb38\uc11c \uc720\uc9c0<\/p>\n<\/li>\n<\/ul>\n
\uae30\uc5c5\uc5d0\uc11c\uc758 Agentic AI \ud65c\uc6a9. \ucd9c\ucc98: foundever<\/p><\/div>\n
4. \uc81c\ud488 \uac1c\ubc1c \ubc0f \uc5f0\uad6c\uac1c\ubc1c<\/strong><\/h3>\n\uc2dc\ub098\ub9ac\uc624:<\/strong><\/p>\n
- \n
- \uae30\uc874\uc758 \uc804\ud1b5\uc801\uc778 AI(\uc881\uc740 \ubc94\uc704\uc758 AI, Narrow AI)\ub294<\/li>\n
- \uc774\ubbf8\uc9c0 \ubd84\ub958, Q&A, \uc608\uce21 \ub4f1 \ud2b9\uc815 \uc791\uc5c5\uc744 \uc694\uccad\ubc1b\uc744 \ub54c\ub9cc \uc218\ud589<\/strong>\ud569\ub2c8\ub2e4.<\/li>\n
- \uc989, \uc785\ub825\uc744 \uae30\ub2e4\ub9ac\uace0 \uadf8\uc5d0 \ub300\ud55c \ucd9c\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\ubc18\uba74 Agentic AI\ub294 \ubaa9\ud45c\ub97c \uc785\ub825\ubc1b\uac70\ub098 \uc2ec\uc9c0\uc5b4 \uc2a4\uc2a4\ub85c \ucd94\ub860\ud558\uace0, \u201c\uad00\ucc30 \u2192 \uacc4\ud68d \u2192 \ud589\ub3d9 \u2192 \ud559\uc2b5\u201d\uc758 \ubc18\ubcf5 \ub8e8\ud504\ub97c \ud1b5\ud574 \ubaa9\ud45c \ub2ec\uc131\uc744 \uc704\ud574 \ub2a5\ub3d9\uc801\uc73c\ub85c \uc6c0\uc9c1\uc785\ub2c8\ub2e4.<\/p>\n
\uacc4\ud68d \uc218\ub9bd \ubc0f \ub2e4\ub2e8\uacc4 \ud589\ub3d9<\/strong><\/p>\n
- \n
- \uc804\ud1b5\uc801 AI\ub294 \ubcf4\ud1b5 \ud55c \ubc88\uc758 \ucd94\ub860(one-shot inference)\uc5d0 \uadf8\uce69\ub2c8\ub2e4.<\/li>\n
- Agentic AI\ub294 API \ud638\ucd9c, \ub370\uc774\ud130 \uac80\uc0c9, \uc624\ub958 \uc218\uc815 \ub4f1\uc744 \ubc18\ubcf5\ud558\uba74\uc11c \ubaa9\ud45c\ub97c \ub2ec\uc131\ud560 \ub54c\uae4c\uc9c0 \uc5ec\ub7ec \ub2e8\uacc4\ub97c \uac70\uccd0 \ud589\ub3d9\uc744 \uc218\ud589<\/strong>\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\ud658\uacbd\uacfc\uc758 \uc0c1\ud638\uc791\uc6a9<\/strong><\/p>\n
\uc77c\ubc18 AI\ub294 \uc8fc\ub85c \u201c\ube14\ub799\ubc15\uc2a4\u201d\ucc98\ub7fc \uc785\ub825\uc744 \ubc1b\uace0 \uacb0\uacfc\ub9cc \ucd9c\ub825\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc Agentic AI\ub294 \uc2e4\uc81c \uc2dc\uc2a4\ud15c\uc5d0 \uc9c1\uc811 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc608:<\/p>\n
- \n
- \n
\uc774\uba54\uc77c \uc804\uc1a1<\/p>\n<\/li>\n
- \n
CRM \uc5c5\ub370\uc774\ud2b8<\/p>\n<\/li>\n
- \n
\ud074\ub77c\uc6b0\ub4dc \uc791\uc5c5 \ud2b8\ub9ac\uac70<\/p>\n<\/li>\n
- \n
\uc2dc\uc2a4\ud15c \uc124\uc815 \uc870\uc815<\/p>\n<\/li>\n
- \n
\ub2e4\ub978 \uc5d0\uc774\uc804\ud2b8\uc640 \ud611\uc5c5 \ub4f1<\/p>\n<\/li>\n<\/ul>\n
\uc989, \ub2e8\uc21c\ud788 \uc815\ubcf4\ub97c \ub0b4\ub193\ub294 AI\uac00 \uc544\ub2c8\ub77c \ud589\ub3d9\ud558\ub294 AI<\/strong>\uc785\ub2c8\ub2e4.<\/p>\n
\uc9c0\uc18d\uc801 \ud559\uc2b5 \ubc0f \uc790\uccb4 \ucd5c\uc801\ud654<\/strong><\/h3>\n
- \n
- Agentic AI\ub294 \uc2e4\uc81c \uacb0\uacfc\uc5d0 \uae30\ubc18\ud558\uc5ec \ud589\ub3d9\uc744 \uc218\uc815\ud558\uae30 \uc704\ud574\uc628\ub77c\uc778 \ud559\uc2b5, \uac15\ud654\ud559\uc2b5, \uc9c0\uc18d\uc801 \ud30c\uc778\ud29c\ub2dd \ub4f1 \ud53c\ub4dc\ubc31 \ub8e8\ud504<\/strong>\ub97c \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n
- \ubc18\uba74 \uae30\uc874 AI\ub294 \ubcf4\ud1b5 \uc77c\uc815 \uc8fc\uae30\ub85c \uc624\ud504\ub77c\uc778\uc5d0\uc11c\ub9cc \uc5c5\ub370\uc774\ud2b8<\/strong>\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\uc694\uc57d<\/strong><\/p>\n
Agentic AI = \ubaa9\ud45c \uc9c0\ud5a5 + \uacc4\ud68d \uae30\ubc18 + \ud589\ub3d9 \uac00\ub2a5\ud55c AI<\/strong><\/p>\n
\uae30\uc874 AI = \ubc18\uc751\uc801 + \uc785\ub825 \uae30\ubc18 AI<\/strong><\/p>\n
Agentic AI \uac1c\uc694. \ucd9c\ucc98: indosakura<\/p><\/div>\n
3. Agentic AI \uc791\ub3d9 \ubc29\uc2dd \u2014 \uc544\ud0a4\ud14d\ucc98\uc640 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c<\/strong><\/h2>\n
\uc77c\ubc18\uc801\uc778 Agentic AI \uc2dc\uc2a4\ud15c\uc740 Sense \u2192 Model \u2192 Plan \u2192 Act \u2192 Learn<\/strong>\uc758 \uc5f0\uc18d \ub8e8\ud504\uc5d0\uc11c \uc5ec\ub7ec \uad6c\uc131 \uc694\uc18c\uac00 \ud611\ub825\ud558\uc5ec \uc791\ub3d9\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \uac01 \uad6c\uc131 \uc694\uc18c\uc640 \uc791\ub3d9 \uba54\ucee4\ub2c8\uc998\uc5d0 \ub300\ud55c \uc0c1\uc138 \uc124\uba85\uc785\ub2c8\ub2e4.<\/p>\n
Goal \/ Intent Manager<\/strong><\/p>\n
- \n
- \n
\uc0ac\uc6a9\uc790 \ub610\ub294 \ub2e4\ub978 \uc2dc\uc2a4\ud15c\uc73c\ub85c\ubd80\ud130 \ubaa9\ud45c\ub97c \uc218\uc2e0\ud569\ub2c8\ub2e4. (\uc608: \u201c\uc774\ubc88 \ub2ec \uc6b4\uc1a1 \ube44\uc6a9 10% \uc808\uac10\u201d, \u201c24\uc2dc\uac04 \ub0b4 \uace0\uac1d \uc9c0\uc6d0 \ud2f0\ucf13 90% \ud574\uacb0\u201d)<\/p>\n<\/li>\n
- \n
\ubaa9\ud45c\ub97c \uae30\uacc4\uac00 \uacc4\uc0b0 \uac00\ub2a5\ud55c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. (\uc720\ud2f8\ub9ac\ud2f0 \ud568\uc218, \uc81c\uc57d \uc870\uac74, KPI \ub4f1)<\/p>\n<\/li>\n<\/ul>\n
Perception \/ Observations<\/strong><\/p>\n
- \n
- \n
\ub2e4\uc591\ud55c \ucd9c\ucc98\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4: \ub0b4\ubd80 API(ERP, CRM), IoT \uc13c\uc11c, \ub85c\uadf8, \uc6f9, \uc774\uba54\uc77c, \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \ub4f1<\/p>\n<\/li>\n
- \n
\uc804\ucc98\ub9ac \ub2e8\uacc4: \ud30c\uc2f1, \uc815\uaddc\ud654, \ub370\uc774\ud130 \ubcf4\uac15(enrichment), \uc0c1\ud669 \ub9e5\ub77d \uc815\ubcf4\ub97c \uc704\ud55c RAG(Retrieval-Augmented Generation)<\/p>\n<\/li>\n<\/ul>\n
World Model \/ State Representation<\/strong><\/p>\n
- \n
- \n
\ud658\uacbd\uc758 \ud604\uc7ac \uc0c1\ud0dc\ub97c \ud45c\ud604\ud569\ub2c8\ub2e4: \uc9c0\ud45c, \uad00\uacc4, \uc81c\uc57d \uc870\uac74, \ud788\uc2a4\ud1a0\ub9ac \ub370\uc774\ud130<\/p>\n<\/li>\n
- \n
\ud544\uc694\uc5d0 \ub530\ub77c Knowledge Graph, \ubca1\ud130 \uc784\ubca0\ub529(\uc758\ubbf8 \uae30\ubc18 \uac80\uc0c9\uc6a9), \uc608\uce21 \ubaa8\ub378(predictive models)\uc744 \ud3ec\ud568<\/p>\n<\/li>\n<\/ul>\n
Planner<\/strong><\/p>\n
- \n
- \n
\ubaa9\ud45c \ub2ec\uc131\uc744 \uc704\ud55c \ud589\ub3d9 \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\uacc4\ud68d \uc811\uadfc \ubc29\uc2dd:<\/p>\n
- \n
- \n
\ud074\ub798\uc2dd \ud50c\ub798\ub2dd(Classical Planning)<\/strong>: \uba85\ud655\ud55c \uc81c\uc57d \uc870\uac74\uc774 \uc788\ub294 \ud658\uacbd\uc5d0\uc11c \uc0ac\uc6a9<\/p>\n<\/li>\n
- \n
\uac80\uc0c9 \uae30\ubc18 \ud50c\ub798\ub2dd(Search-based Planning)<\/strong>: MCTS, \ud734\ub9ac\uc2a4\ud2f1 \uac80\uc0c9 \ub4f1<\/p>\n<\/li>\n
- \n
\uc815\ucc45 \uae30\ubc18 \ud50c\ub798\ub2dd(Policy-based Planning)<\/strong>: \uac15\ud654\ud559\uc2b5(RL)\uc5d0\uc11c \ud30c\uc0dd\ub41c \uc815\ucc45<\/p>\n<\/li>\n
- \n
\ud558\uc774\ube0c\ub9ac\ub4dc(Hybrid)<\/strong>: LLM \ucd94\ub860 \uacb0\uacfc\ub97c \uaddc\uce59\/\ub17c\ub9ac \uae30\ubc18 \ud50c\ub798\ub108\ub85c \uac80\uc99d<\/p>\n<\/li>\n<\/ul>\n<\/li>\n
- \n
\ub300\uc548 \ud3c9\uac00, \ub9ac\uc2a4\ud06c \ucd94\uc815, \uc790\uc6d0 \ud560\ub2f9 \uc218\ud589<\/p>\n<\/li>\n<\/ul>\n
Executor \/ Policy<\/strong><\/p>\n
- \n
- \n
\uc120\ud0dd\ub41c \ud589\ub3d9\uc744 \uc2e4\ud589\ud569\ub2c8\ub2e4: API \ud638\ucd9c, \ud2f0\ucf13 \uc0dd\uc131, \uc774\uba54\uc77c \ubc1c\uc1a1, \uad6c\uc131 \ubcc0\uacbd, \uc6cc\ud06c\ud50c\ub85c \uc2e4\ud589 \ub4f1<\/p>\n<\/li>\n
- \n
\uac01 \ub2e8\uacc4\uc758 \uacb0\uacfc\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \ud544\uc694 \uc2dc \ub864\ubc31 \uc218\ud589<\/p>\n<\/li>\n<\/ul>\n
Memory \/ Long-term State<\/strong><\/p>\n
- \n
- \n
\ud589\ub3d9 \uc774\ub825, \ub300\ud654 \ucee8\ud14d\uc2a4\ud2b8, \ud53c\ub4dc\ubc31\uc744 \uc800\uc7a5\ud558\uc5ec \ud5a5\ud6c4 \ud589\ub3d9 \uac1c\uc120<\/p>\n<\/li>\n
- \n
Persistent Storage, RAG\uc6a9 \ubca1\ud130 DB, \ud639\uc740 \ubaa8\ub378 \ud30c\uc778\ud29c\ub2dd(fine-tuning) \ud30c\uc774\ud504\ub77c\uc778 \ud65c\uc6a9<\/p>\n<\/li>\n<\/ul>\n
Learning Loop<\/strong><\/p>\n
- \n
- \n
\uc131\uacfc \uc2e0\ud638(\ubcf4\uc0c1, KPI)\ub97c \uc218\uc9d1\ud558\uc5ec \ubaa8\ub378\uc774\ub098 \uc815\ucc45 \uc5c5\ub370\uc774\ud2b8<\/p>\n<\/li>\n
- \n
\uc624\ud504\ub77c\uc778 \uc7ac\ud559\uc2b5(\uc8fc\uae30\uc801)<\/strong> \ubc0f \uc628\ub77c\uc778 \ud559\uc2b5(\uc2e4\uc2dc\uac04\/\uc99d\ubd84)<\/strong> \ubaa8\ub450 \uc9c0\uc6d0<\/p>\n<\/li>\n<\/ul>\n
Agentic AI \uc791\ub3d9 \ubc29\uc2dd. \ucd9c\ucc98: advertisingweek<\/p><\/div>\n
Safety, Constraints & Governance<\/strong><\/p>\n
- \n
- \n
\uaddc\uce59 \uc5d4\uc9c4(rule engines)\uacfc \uc815\ucc45 \uac00\ub4dc\ub808\uc77c(policy guardrails, \uc608: Open Policy Agent, hard constraints)\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc798\ubabb\ub418\uac70\ub098 \uc704\ud5d8\ud55c \ud589\ub3d9\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\uac10\uc0ac \ub85c\uadf8(audit logs), \uc124\uba85 \uac00\ub2a5\uc131 \ubaa8\ub4c8(explainability modules), human-in-the-loop \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c \ud1b5\ud574 \uace0\uc704\ud5d8 \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n
Coordination \/ Multi-agent Mechanisms\u00a0<\/strong><\/p>\n
- \n
- \n
\ub2e4\uc218\uc758 \uc5d0\uc774\uc804\ud2b8\uac00 \ud611\ub825\ud560 \ub54c, \ucee4\ubba4\ub2c8\ucf00\uc774\uc158 \ud504\ub85c\ud1a0\ucf5c, \uc5ed\ud560\/\uad8c\ud55c \uad00\ub9ac, \ucda9\ub3cc \ubc29\uc9c0 \uba54\ucee4\ub2c8\uc998(\ud611\uc0c1, \uc2dc\uc7a5 \uae30\ubc18 \ud560\ub2f9 \ub4f1)\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\uc911\uc559 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130(central orchestrator)\uac00 \uc791\uc5c5(task), \uc758\uc874\uc131(dependencies), \uc5d0\uc774\uc804\ud2b8 \uac04 \uc0c1\ud638\uc791\uc6a9\uc744 \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n
Integration Layer & Tooling<\/strong><\/p>\n
- \n
- \n
API \uc5b4\ub311\ud130, \ucee4\ub9e8\ub4dc \uc2e4\ud589\uae30(command runners), \ud5e4\ub4dc\ub9ac\uc2a4 \ube0c\ub77c\uc6b0\uc800(headless browsers), RPA \ubd07 \ub4f1\uc744 \ud3ec\ud568<\/p>\n<\/li>\n
- \n
\uc9c0\uc6d0 \ud504\ub808\uc784\uc6cc\ud06c: LangChain, AutoGPT, LlamaIndex<\/p>\n<\/li>\n
- \n
\uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud234: Airflow, Argo<\/p>\n<\/li>\n
- \n
MLOps \ubc0f \uad00\ucc30 \uac00\ub2a5\uc131(observability) \uc2a4\ud0dd \ud3ec\ud568<\/p>\n<\/li>\n<\/ul>\n
Example Flow (sense \u2192 plan \u2192 act)<\/strong><\/p>\n
- \n
- \n
\uc5d0\uc774\uc804\ud2b8\uac00 \ubaa9\ud45c\ub97c \ubc1b\uc2b5\ub2c8\ub2e4: \u201c30\uc77c \uc774\ub0b4 \uc7ac\uace0 A\ub97c 20% \uac10\uc18c\uc2dc\ucf1c\ub77c.\u201d<\/p>\n<\/li>\n
- \n
\uc7ac\uace0 \ub370\uc774\ud130, \ub9ac\ub4dc\ud0c0\uc784, \uc608\uce21 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\uc218\uc694\ub97c \uc608\uce21\ud558\uace0 \uacf5\uae09\ub9dd \ubcd1\ubaa9 \uc9c0\uc810\uc744 \uc2dd\ubcc4\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\ud589\ub3d9 \uacc4\ud68d \uc218\ub9bd: \uacf5\uae09\uc5c5\uccb4 \uc8fc\ubb38 \uc870\uc815, SKU \uc6b0\uc120\uc21c\uc704 \ubcc0\uacbd, \uc7ac\uace0 \uc815\ub9ac \ud504\ub85c\ubaa8\uc158 \uc2e4\ud589<\/p>\n<\/li>\n
- \n
\ud589\ub3d9 \uc2e4\ud589: \uc8fc\ubb38 API \ud638\ucd9c, \ub9c8\ucf00\ud305 \ucea0\ud398\uc778 \uc2e4\ud589, \ubb3c\ub958 \uc791\uc5c5 \uc0dd\uc131<\/p>\n<\/li>\n
- \n
KPI\ub97c \uc77c\ubcc4\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70 \uc804\ub7b5\uc744 \uc870\uc815(learn & adjust)<\/p>\n<\/li>\n<\/ol>\n
II. Agentic AI \uc791\ub3d9 \uc6d0\ub9ac \u2014 \ud575\uc2ec \uc6d0\uce59<\/strong><\/h2>\n
1. \uae30\ubcf8 \uc0ac\uc774\ud074: Perception \u2192 Planning \u2192 Action \u2192 Learning<\/strong><\/h3>\n
- \n
- \n
Agentic AI\ub294 \uc804\ud1b5\uc801 \ucc57\ubd07\ucc98\ub7fc \ub2e8\uc21c\ud55c \u201c\uc9c8\ubb38-\uc751\ub2f5\u201d \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n
- \n
\ub300\uc2e0 \uc5f0\uc18d\uc801 \ud3d0\uc1c4 \ub8e8\ud504(closed loop)\ub85c \uc791\ub3d9\ud558\uba70, \uac01 \ubc18\ubcf5(iteration)\uc740 \ub2e4\uc74c \ub2e8\uacc4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n
1.1. Perception<\/strong><\/h4>\n
- \n
- \n
\ud658\uacbd\uc73c\ub85c\ubd80\ud130 \uc815\ubcf4\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4: \uc2dc\uc2a4\ud15c API, \ub370\uc774\ud130\ubca0\uc774\uc2a4, IoT \uc13c\uc11c, \ub85c\uadf8, \uc6f9\uc0ac\uc774\ud2b8, \uc774\uba54\uc77c \ub4f1<\/p>\n<\/li>\n
- \n
\uc2e4\uc2dc\uac04 \ub370\uc774\ud130(real-time)\uc640 \uacfc\uac70 \ub370\uc774\ud130(historical data)\ub97c \uacb0\ud569<\/p>\n<\/li>\n
- \n
RAG(Retrieval-Augmented Generation) \ub610\ub294 Knowledge Graph \uc870\ud68c\ub97c \ud1b5\ud574 \ucee8\ud14d\uc2a4\ud2b8\ub97c \ubcf4\uac15\ud558\uc5ec \uacc4\ud68d \uc815\ud655\uc131 \ud5a5\uc0c1<\/p>\n<\/li>\n<\/ul>\n
1.2. Planning<\/strong><\/h4>\n
- \n
- \n
\uac10\uc9c0\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubaa9\ud45c \ub2ec\uc131\uc744 \uc704\ud55c \ub2e4\ub2e8\uacc4 \uc804\ub7b5\uc744 \uacb0\uc815<\/p>\n<\/li>\n
- \n
LLM\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubd84\uc11d \ubc0f \ucd94\ub860 \uc218\ud589<\/p>\n<\/li>\n
- \n
\ud734\ub9ac\uc2a4\ud2f1 \uac80\uc0c9, \uc2ec\ubcfc\ub9ad \ud50c\ub798\ub108(symbolic planners) \ub4f1\uc758 \uc804\ubb38 \uacc4\ud68d \ub3c4\uad6c\uc640 \uacb0\ud569<\/p>\n<\/li>\n
- \n
\uc2e4\ud589 \uc804 \uc2dc\ubbac\ub808\uc774\uc158\uc744 \ud1b5\ud574 \uc704\ud5d8 \ucd5c\uc18c\ud654 \uac00\ub2a5<\/p>\n<\/li>\n<\/ul>\n
1.3. Action<\/strong><\/h4>\n
- \n
- \n
API \ud638\ucd9c, \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uc2e4\ud589, \uc774\uba54\uc77c \ubc1c\uc1a1, \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc2dc\uc2a4\ud15c \ud2f0\ucf13 \uc0dd\uc131 \ub4f1 \ub2e4\uc591\ud55c \ud234\uc744 \ud1b5\ud574 \ud589\ub3d9 \uc218\ud589<\/p>\n<\/li>\n
- \n
\uac01 \ub2e8\uacc4 \uacb0\uacfc \ud655\uc778 \ud6c4 \ud3b8\ucc28\uac00 \ubc1c\uc0dd\ud558\uba74 \uacc4\ud68d \ucde8\uc18c \ub610\ub294 \uc870\uc815 \uac00\ub2a5<\/p>\n<\/li>\n<\/ul>\n
1.4. Learning<\/strong><\/h4>\n
- \n
- \n
\uc218\ud589\ud55c \ud589\ub3d9\uc758 \uacb0\uacfc \ubc0f \ud6a8\uc728\uc131\uc744 \uae30\ub85d<\/p>\n<\/li>\n
- \n
\ub2e4\uc74c \ubc18\ubcf5(iteration)\uc5d0\uc11c \uc131\uacfc \ud5a5\uc0c1\uc744 \uc704\ud574 \ubaa8\ub378 \ub610\ub294 \uc815\ucc45(policy) \uc5c5\ub370\uc774\ud2b8<\/p>\n<\/li>\n
- \n
\uc9c0\uc18d\uc801 \uc790\uae30 \ucd5c\uc801\ud654\uac00 \ud544\uc694\ud560 \uacbd\uc6b0 \uac15\ud654 \ud559\uc2b5(Reinforcement Learning) \ub610\ub294 \uc628\ub77c\uc778 \ud559\uc2b5(Online Learning) \uc801\uc6a9<\/p>\n<\/li>\n<\/ul>\n
2. \ud6a8\uacfc\ub97c \uacb0\uc815\ud558\ub294 \uc138 \uac00\uc9c0 \ud575\uc2ec \uc694\uc18c<\/strong><\/h3>\n
\uba85\ud655\ud558\uace0 \uce21\uc815 \uac00\ub2a5\ud55c \ubaa9\ud45c<\/strong><\/h4>\n
- \n
- \n
Agentic AI\ub294 \uba85\ud655\ud55c KPI\uac00 \uc788\ub294 \ubaa9\ud45c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
- \n
- \n
\uc608: \u201c\uc8fc\ubb38 \ucc98\ub9ac \uc2dc\uac04\uc744 2\uc2dc\uac04 \ubbf8\ub9cc\uc73c\ub85c \ub2e8\ucd95\u201d<\/p>\n<\/li>\n
- \n
\ub2e8\uc21c\ud788 \u201c\uc6cc\ud06c\ud50c\ub85c \uc18d\ub3c4 \ud5a5\uc0c1\u201d\uc740 \ubd80\uc871<\/p>\n<\/li>\n<\/ul>\n<\/li>\n
- \n
KPI\ub294 \uc131\uacf5\/\uc2e4\ud328\ub97c \ud3c9\uac00\ud558\ub294 \uae30\uc900 \uc5ed\ud560<\/p>\n<\/li>\n<\/ul>\n
\uc644\uc804\ud55c \ucee8\ud14d\uc2a4\ud2b8\uc640 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130<\/strong><\/h4>\n
- \n
- \n
\ub370\uc774\ud130 \ub204\ub77d\uc774\ub098 \ubd80\uc815\ud655\uc131\uc740 \uc798\ubabb\ub41c \uc758\uc0ac\uacb0\uc815\uc744 \ucd08\ub798<\/p>\n<\/li>\n
- \n
\ud45c\uc900\ud654\ub418\uace0 \uc790\uc8fc \uc5c5\ub370\uc774\ud2b8\ub418\ub294 \uc548\uc815\uc801\uc778 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \ud544\uc218<\/p>\n<\/li>\n<\/ul>\n
\uc81c\uc5b4 \uba54\ucee4\ub2c8\uc998\uacfc \uad8c\ud55c \uc81c\ud55c<\/strong><\/h4>\n
- \n
- \n
\uac00\ub4dc\ub808\uc77c(guardrails)\ub85c \uc5d0\uc774\uc804\ud2b8\uac00 \ud5c8\uac00\ub418\uc9c0 \uc54a\uc740 \ud589\ub3d9\uc744 \uc218\ud589\ud558\uc9c0 \uc54a\ub3c4\ub85d \uc81c\ud55c<\/p>\n<\/li>\n
- \n
\uace0\uc704\ud5d8 \uc758\uc0ac\uacb0\uc815 \ub2e8\uacc4\uc5d0\uc11c\ub294 human-in-the-loop \uccb4\ud06c\ud3ec\uc778\ud2b8 \ud1b5\ud569<\/p>\n<\/li>\n<\/ul>\n
Agentic AI\uc758 \uc791\ub3d9 \uc6d0\ub9ac. \ucd9c\ucc98: outsystems<\/p><\/div>\n
3. \uc9c0\uc6d0 \uae30\uc220<\/strong><\/h3>\n
- \n
- \n
LLMs<\/strong>: \ubd84\uc11d, \ucd94\ub860 \ubc0f \uace0\uae09 \uc758\uc0ac\uacb0\uc815\uc744 \uc704\ud574 \uc0ac\uc6a9<\/p>\n<\/li>\n
- \n
RPA & API \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158<\/strong>: \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc2dc\uc2a4\ud15c \uc804\ubc18\uc5d0\uc11c \uc790\ub3d9\ud654\ub41c \uc2e4\ud589 \uc9c0\uc6d0<\/p>\n<\/li>\n
- \n
\ud504\ub85c\uc138\uc2a4 \ub9c8\uc774\ub2dd<\/strong>: \uc5d0\uc774\uc804\ud2b8\uac00 \uc2e4\uc81c \ud504\ub85c\uc138\uc2a4 \ud750\ub984\uc744 \uc774\ud574\ud558\uace0 \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc778 \uacc4\ud68d \uc218\ub9bd \uac00\ub2a5<\/p>\n<\/li>\n
- \n
MLOps & \uad00\ucc30 \uac00\ub2a5\uc131<\/strong>: \ubaa8\ub2c8\ud130\ub9c1, \ub85c\uadf8 \uae30\ub85d, \ud544\uc694 \uc2dc \ub864\ubc31 \uc218\ud589<\/p>\n<\/li>\n<\/ul>\n
4. \uc2e4\uc81c \uc0ac\ub840: \uacf5\uae09\ub9dd \uc6b4\uc601\uc5d0\uc11c\uc758 Agentic AI<\/strong><\/h3>\n
- \n
- \n
\ubaa9\ud45c<\/strong>: 45\uc77c \ub0b4 \uc81c\ud488 X \uc7ac\uace0\ub97c 25% \uac10\uc18c<\/p>\n<\/li>\n
- \n
\ub370\uc774\ud130 \uc218\uc9d1<\/strong>: \uc7ac\uace0 \ub370\uc774\ud130, \ud310\ub9e4 \uae30\ub85d, \uacf5\uae09\uc5c5\uccb4 \ub9ac\ub4dc\ud0c0\uc784<\/p>\n<\/li>\n
- \n
\uacc4\ud68d<\/strong>:<\/p>\n
- \n
- \n
\uacf5\uae09\uc5c5\uccb4 A \uc8fc\ubb38 \uac10\uc18c<\/p>\n<\/li>\n
- \n
\uc9c0\uc5ed B \ud504\ub85c\ubaa8\uc158 \uc99d\uac00<\/p>\n<\/li>\n
- \n
\ucc3d\uace0 C \u2192 D \uc7ac\uace0 \uc7ac\ubc30\uce58<\/p>\n<\/li>\n<\/ul>\n<\/li>\n
- \n
\uc2e4\ud589<\/strong>:<\/p>\n
- \n
- \n
ERP API \ud638\ucd9c\ub85c \uad6c\ub9e4 \uc8fc\ubb38 \uc218\uc815<\/p>\n<\/li>\n
- \n
\ub9c8\ucf00\ud305 \ucea0\ud398\uc778 \uc2e4\ud589<\/p>\n<\/li>\n
- \n
\ub0b4\ubd80 \ubb3c\ub958 \uc694\uccad \uc804\uc1a1<\/p>\n<\/li>\n<\/ul>\n<\/li>\n
- \n
\ubaa8\ub2c8\ud130\ub9c1<\/strong>: KPI\ub97c \uc8fc\uac04 \ub2e8\uc704\ub85c \uac80\ud1a0\ud558\uace0, \uc7ac\uace0 \uac10\uc18c \uc18d\ub3c4\uac00 \uc608\uc0c1\ubcf4\ub2e4 \ub290\ub9b4 \uacbd\uc6b0 \uc804\ub7b5\uc744 \uc790\uc728\uc801\uc73c\ub85c \uc870\uc815<\/p>\n<\/li>\n<\/ul>\n
III. \uae30\uc5c5\uc744 \uc704\ud55c Agentic AI\uc758 \uc7a5\uc810 \ubc0f \uc704\ud5d8<\/strong><\/h2>\n
1. \uc7a5\uc810<\/strong><\/h3>\n
\uc804\ub7b5\uc801 \uc218\uc900\uc758 \uc790\ub3d9\ud654<\/strong><\/p>\n
- \n
- \n
\uc804\ud1b5\uc801 AI\ub294 \uac1c\ubcc4 \uc791\uc5c5\uc744 \uc9c0\uc6d0\ud558\ub294 \ub370 \uadf8\uce58\uc9c0\ub9cc, Agentic AI\ub294 \ub2e4\ub2e8\uacc4 \uc6cc\ud06c\ud50c\ub85c \uc804\uccb4\ub97c \ucc98\ub9ac \uac00\ub2a5<\/p>\n<\/li>\n
- \n
\uc608: \ub2e8\uc21c\ud788 \u201c\uc7ac\uace0 \ubcf4\uace0\uc11c \uc0dd\uc131\u201d \ub300\uc2e0, Agentic AI\ub294 \uc790\uc728\uc801\uc73c\ub85c:
\u2192 \ub370\uc774\ud130 \uc218\uc9d1 \u2192 \ud2b8\ub80c\ub4dc \ubd84\uc11d \u2192 \ucd5c\uc801\ud654 \uc804\ub7b5 \uc81c\uc548 \u2192 ERP \uc2dc\uc2a4\ud15c \ub0b4\uc5d0\uc11c \uc9c1\uc811 \uc2e4\ud589<\/p>\n<\/li>\n<\/ul>\n\ub354 \ube60\ub974\uace0 \uc815\ud655\ud55c \uc758\uc0ac\uacb0\uc815<\/strong><\/p>\n
- \n
- \n
Agentic AI\ub294 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\uc640 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud558\uc5ec \uc758\uc0ac\uacb0\uc815 \uc9c0\uc5f0(latency)\uc744 \ud06c\uac8c \uc904\uc784<\/p>\n<\/li>\n
- \n
\uc774\ub294 \ubb3c\ub958, \uae08\uc735, \uc804\uc790\uc0c1\uac70\ub798 \ub4f1 \uba87 \uc2dc\uac04\uc758 \uc9c0\uc5f0\ub9cc\uc73c\ub85c\ub3c4 \uc190\uc2e4\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc0b0\uc5c5\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694<\/p>\n<\/li>\n<\/ul>\n
\uc778\ub825 \uc99d\uac00 \uc5c6\uc774 \ud655\uc7a5\uc131<\/strong><\/p>\n
- \n
- \n
\ud558\ub098\uc758 Agentic AI\uac00 \uc218\ucc9c \uac1c\uc758 \uc791\uc5c5\uc744 \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac \uac00\ub2a5<\/p>\n<\/li>\n
- \n
\ube60\ub974\uac8c \uc131\uc7a5\ud558\ub294 \uae30\uc5c5\uc774\ub098 \uac70\ub798\ub7c9 \ubcc0\ub3d9\uc774 \ud070 \uae30\uc5c5\uc5d0 \uc774\uc0c1\uc801<\/p>\n<\/li>\n<\/ul>\n
\uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \ub300\ud55c \ub192\uc740 \uc801\uc751\ub825<\/strong><\/p>\n
- \n
- \n
Agentic AI\ub294 \uc2e4\uc81c \uacb0\uacfc\ub85c\ubd80\ud130 \uc9c0\uc18d\uc801\uc73c\ub85c \ud559\uc2b5\ud558\uba70 \uc804\ub7b5\uc744 \uc790\uc728\uc801\uc73c\ub85c \uc870\uc815<\/p>\n<\/li>\n
- \n
\uc6d0\uc790\uc7ac \uac00\uaca9 \ubcc0\ub3d9, \uace0\uac1d \uc218\uc694 \ubcc0\ud654, \uacf5\uae09\ub9dd \ubb38\uc81c \ubc1c\uc0dd \uc2dc \uae30\uc5c5\uc774 \uc2e0\uc18d\ud788 \ub300\uc751 \uac00\ub2a5<\/p>\n<\/li>\n<\/ul>\n
2. \uc704\ud5d8 \ubc0f \uacfc\uc81c<\/strong><\/h3>\n
\ubaa9\ud45c \ubd88\uc77c\uce58<\/strong><\/p>\n
- \n
- \n
\ubaa9\ud45c\uac00 \ubd88\uba85\ud655\ud558\uac70\ub098 KPI\uac00 \ube44\uc988\ub2c8\uc2a4 \uc6b0\uc120\uc21c\uc704\ub97c \uc815\ud655\ud788 \ubc18\uc601\ud558\uc9c0 \uc54a\uc73c\uba74, \uc5d0\uc774\uc804\ud2b8\uac00 \uc798\ubabb\ub41c \ubc29\ud5a5\uc73c\ub85c \ucd5c\uc801\ud654 \uac00\ub2a5<\/p>\n<\/li>\n
- \n
\uc608: \uc8fc\ubb38 \ucc98\ub9ac \uc18d\ub3c4\ub97c \ucd5c\uc801\ud654\ud558\ub2e4\uac00 \uc6b4\uc1a1 \ube44\uc6a9\uc774 \uc99d\uac00\ud558\ub294 \uacbd\uc6b0<\/p>\n<\/li>\n<\/ul>\n
\ub370\uc774\ud130 \ud488\uc9c8 \uc758\uc874<\/strong><\/p>\n
- \n
- \n
\uc798\ubabb\ub418\uac70\ub098 \ubd88\uc644\uc804\ud55c \ub370\uc774\ud130\ub294 \uc624\ub958 \uc788\ub294 \uc758\uc0ac\uacb0\uc815\uc73c\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc74c<\/p>\n<\/li>\n
- \n
\uae30\uc5c5\uc740 \uac15\ub825\ud55c \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4(data governance)\ub97c \uad6c\ud604\ud574\uc57c \ud568: \ub370\uc774\ud130 \uc815\uc81c, \ud45c\uc900\ud654, \uac80\uc99d \ubc0f \uc9c0\uc18d\uc801 \ubaa8\ub2c8\ud130\ub9c1 \ud3ec\ud568<\/p>\n<\/li>\n<\/ul>\n
Agentic AI\uc758 \uc774\uc810\uacfc \uc704\ud5d8. \ucd9c\ucc98: encrypted<\/p><\/div>\n
\ubcf4\uc548 \ubc0f \uaddc\uc81c \uc704\ud5d8<\/strong><\/p>\n
- \n
- \n
Agentic AI\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub0b4\ubd80 \uc2dc\uc2a4\ud15c\uacfc \ubbfc\uac10\ud55c \ub370\uc774\ud130\uc5d0 \uae4a\uc774 \uc811\uadfc\ud574\uc57c \ud568<\/p>\n<\/li>\n
- \n
\uc5c4\uaca9\ud55c \ud1b5\uc81c\uac00 \uc5c6\uc73c\uba74 \ubcf4\uc548 \ucde8\uc57d\uc810\uc774\ub098 \uaddc\uc81c \uc704\ubc18(GDPR \ub4f1)\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc74c<\/p>\n<\/li>\n<\/ul>\n
\uc608\uce21 \ubd88\uac00\ub2a5\ud55c \ud589\ub3d9<\/strong><\/p>\n
- \n
- \n
Agentic AI\ub294 \ub3c5\ub9bd\uc801\uc73c\ub85c \uacc4\ud68d\uc744 \uc218\ub9bd\ud558\uace0 \ud589\ub3d9\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c, \uac00\ub054 \uc6d0\ub798 \uc2dc\ub098\ub9ac\uc624\ub97c \ubc97\uc5b4\ub09c \ud589\ub3d9\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc74c<\/p>\n<\/li>\n
- \n
\uace0\uc704\ud5d8 \uc791\uc5c5\uc5d0\ub294 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uacfc human-in-the-loop(\uc0ac\ub78c \uac1c\uc785) \uac10\ub3c5\uc774 \ud544\uc218<\/p>\n<\/li>\n<\/ul>\n
Agentic AI\ub294 \uc790\ub3d9\ud654 \ubd84\uc57c\uc5d0\uc11c \ud070 \ub3c4\uc57d\uc744 \uc774\ub8e8\uba70, \uae30\uc5c5 \uc6b4\uc601\uc744 \ub354\uc6b1 \ube60\ub974\uace0 \uc720\uc5f0\ud558\uba70 \ud6a8\uc728\uc801\uc73c\ub85c \ub9cc\ub4e4\uc5b4 \uc90c. \uadf8\ub7ec\ub098 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud558\uba74\uc11c \uc704\ud5d8\uc744 \ucd5c\uc18c\ud654\ud558\ub824\uba74, \uae30\uc5c5\uc740 \ubaa9\ud45c \uc815\uc758, \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4, \ubaa8\ub2c8\ud130\ub9c1 \uba54\ucee4\ub2c8\uc998, \ubcf4\uc548 \uc544\ud0a4\ud14d\ucc98<\/strong>\ub97c \ud3ec\ud568\ud55c \uccb4\uacc4\uc801\uc778 \uc804\ub7b5\uc744 \uc218\ub9bd\ud574\uc57c \ud568.<\/p>\n
IV. \uae30\uc5c5 \ub0b4 Agentic AI \uc751\uc6a9<\/strong><\/h2>\n
Agentic AI\ub294 \ub2e8\uc21c\ud55c \uc2e0\uae30\uc220 \uac1c\ub150\uc774 \uc544\ub2c8\ub77c, \uc774\ubbf8 \uae30\uc5c5\uc758 \uc6b4\uc601 \ubc29\uc2dd, \uc758\uc0ac\uacb0\uc815, \uace0\uac1d\uacfc\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc74c. \uc790\uc728 \uae30\ub2a5\uacfc \ub2e4\ub2e8\uacc4 \uc791\uc5c5 \uc2e4\ud589 \ub2a5\ub825\uc744 \ud1b5\ud574, Agentic AI\ub294 \ub0b4\ubd80 \ud504\ub85c\uc138\uc2a4 \ucd5c\uc801\ud654<\/strong>\ubd80\ud130 \uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 \uc81c\ud488 \ubc0f \uc11c\ube44\uc2a4 \ucc3d\ucd9c<\/strong>\uae4c\uc9c0 \ub2e4\uc591\ud55c \uc601\uc5ed\uc5d0\uc11c \uac00\uce58\ub97c \ucc3d\ucd9c\ud560 \uc218 \uc788\uc74c.<\/p>\n
1. \uc9c0\ub2a5\ud615 \uc6b4\uc601 \uad00\ub9ac<\/strong><\/h3>\n
\uc2dc\ub098\ub9ac\uc624:<\/strong><\/p>\n
\uacf5\uc7a5 \ub610\ub294 \ubb3c\ub958 \ucc3d\uace0\uc5d0\uc11c Agentic AI\uac00 IoT \uc7a5\uce58, AI Vision \uce74\uba54\ub77c, ERP \uc2dc\uc2a4\ud15c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc5ec \uc0dd\uc0b0 \uacc4\ud68d, \uc790\uc6d0 \ubc30\ubd84, \uc778\ub825 \uc2a4\ucf00\uc904 \uc870\uc815\uc744 \uc218\ud589<\/p>\n
\uc7a5\uc810:<\/strong><\/p>\n
- \n
- \n
Predictive Maintenance\ub97c \ud1b5\ud55c \ub2e4\uc6b4\ud0c0\uc784 \uac10\uc18c<\/p>\n<\/li>\n
- \n
\uc7ac\uace0 \uc218\uc900 \ucd5c\uc801\ud654 \ubc0f \uc800\uc7a5 \ube44\uc6a9 \uc808\uac10<\/p>\n<\/li>\n
- \n
\uc5c5\ubb34 \ubc30\uc815\uacfc \uc790\uc6d0 \ud65c\uc6a9\uc758 \uc815\ud655\ub3c4 \ud5a5\uc0c1<\/p>\n<\/li>\n<\/ul>\n
2. \uc790\ub3d9\ud654\ub418\uba74\uc11c \uac1c\uc778\ud654\ub41c \uace0\uac1d \uc11c\ube44\uc2a4<\/strong><\/h3>\n
\uc2dc\ub098\ub9ac\uc624:<\/strong><\/p>\n
Agentic AI\uac00 CRM \uc2dc\uc2a4\ud15c \ubc0f \ud589\ub3d9 \ubd84\uc11d\uacfc \ud1b5\ud569\ub418\uc5b4 \uc989\uac01\uc801\uc778 \uc751\ub2f5 \uc81c\uacf5\uacfc \uace0\uac1d \ub9de\ucda4\ud615 \uc81c\ud488\/\uc194\ub8e8\uc158 \ucd94\ucc9c \uc218\ud589<\/p>\n
\uc7a5\uc810:<\/strong><\/p>\n
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\uc751\ub2f5 \uc2dc\uac04 \ub2e8\ucd95(SLA\uac00 \uba87 \uc2dc\uac04\uc5d0\uc11c \uba87 \ucd08\ub85c \uac10\uc18c)<\/p>\n<\/li>\n
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\uad6c\ub9e4 \uae30\ub85d\uacfc \uc2e4\uc2dc\uac04 \ub9e5\ub77d \uae30\ubc18 \uac1c\uc778\ud654\ub41c \uacbd\ud5d8 \uc81c\uacf5<\/p>\n<\/li>\n
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\ubc18\ubcf5\uc801\uc778 \uc5c5\ubb34\ub85c\ubd80\ud130 \uace0\uac1d \uc9c0\uc6d0 \ud300 \ud574\ubc29<\/p>\n<\/li>\n<\/ul>\n
3. \uc7ac\ubb34 \uad00\ub9ac \ubc0f \uaddc\uc81c \uc900\uc218<\/strong><\/h3>\n
\uc2dc\ub098\ub9ac\uc624:<\/strong><\/p>\n
Agentic AI\uac00 \uc778\ubcf4\uc774\uc2a4, \uacc4\uc57d\uc11c, \uac70\ub798\ub97c \uc790\ub3d9\uc73c\ub85c \uc2a4\uce94\ud558\uc5ec \uc774\uc0c1 \uc9d5\ud6c4\ub098 \uc0ac\uae30 \uc704\ud5d8\uc744 \ud0d0\uc9c0\ud558\uace0, ISO, GDPR \ub610\ub294 \uc9c0\uc5ed \uae08\uc735 \uaddc\uc815 \uc900\uc218 \uc5ec\ubd80 \uac80\uc99d<\/p>\n
\uc7a5\uc810:<\/strong><\/p>\n
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\uc218\ub3d9 \uac80\ud1a0 \ub300\ube44 \uc704\ud5d8 \uc870\uae30 \ubc1c\uacac<\/p>\n<\/li>\n
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\uc218\uc791\uc5c5 \uac10\uc0ac \ube44\uc6a9 \uc808\uac10<\/p>\n<\/li>\n
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\uc644\uc804\ud558\uace0 \uaddc\uc81c \uc900\uc218\ub418\ub294 \ubc95\uc801 \ubb38\uc11c \uc720\uc9c0<\/p>\n<\/li>\n<\/ul>\n
\uae30\uc5c5\uc5d0\uc11c\uc758 Agentic AI \ud65c\uc6a9. \ucd9c\ucc98: foundever<\/p><\/div>\n
4. \uc81c\ud488 \uac1c\ubc1c \ubc0f \uc5f0\uad6c\uac1c\ubc1c<\/strong><\/h3>\n
\uc2dc\ub098\ub9ac\uc624:<\/strong><\/p>\n
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- \ubc18\uba74 \uae30\uc874 AI\ub294 \ubcf4\ud1b5 \uc77c\uc815 \uc8fc\uae30\ub85c \uc624\ud504\ub77c\uc778\uc5d0\uc11c\ub9cc \uc5c5\ub370\uc774\ud2b8<\/strong>\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n
- Agentic AI\ub294 \uc2e4\uc81c \uacb0\uacfc\uc5d0 \uae30\ubc18\ud558\uc5ec \ud589\ub3d9\uc744 \uc218\uc815\ud558\uae30 \uc704\ud574\uc628\ub77c\uc778 \ud559\uc2b5, \uac15\ud654\ud559\uc2b5, \uc9c0\uc18d\uc801 \ud30c\uc778\ud29c\ub2dd \ub4f1 \ud53c\ub4dc\ubc31 \ub8e8\ud504<\/strong>\ub97c \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n
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- \uc989, \uc785\ub825\uc744 \uae30\ub2e4\ub9ac\uace0 \uadf8\uc5d0 \ub300\ud55c \ucd9c\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n