å
責äºé
æ¬èšäºã¯çè
å人ã®èŠè§£ã§ãããæå±çµç¹ã®å
¬åŒèŠè§£ã»éçºäœå¶ã»æ¥åå
容ã瀺ããã®ã§ã¯ãããŸããã
èšäºå
ã®æè¡ç衚çŸã¯ã2026幎2ææç¹ã®äžè¬çãªçè§£ã«åºã¥ããã®ã§ãããç¹å®ã®è£œåã»ãµãŒãã¹ã®æ§èœãä¿èšŒãããã®ã§ã¯ãããŸããã
ããããŒã°
ð° ããã ãã©ãããŒïŒDirbatoã®ããããšãããŸã§ããŒïŒãé¡ãããŸããŒïŒã
𥞠ãã㟠ãããããšãããããŸããŒïŒä»ãéæå€æ¹17:55ã«æ¬çªç°å¢ãžã®Mergeãªã¯ãšã¹ã ãããã ããŸãããã©ããã
ð° ããã ããããªããã³ããã£ãŠããã...ãããªãããïŒ ð åæ°éãè¶ããŠãããªã¹ãããªããïŒã
𥞠ãã㟠ããããªãå¿åæ¢ãããæããŸãããã©ãããã§ã仿¥ã¯ãªããã¡ã®ãããã奜ããªæ¥åæ¹åã®æè¡ãããããããããã©ããã®ååãå¿ããããããŠãã
ð° ããã ã奜ããªæè¡å¿ããŠããããïŒ ã»ãªä¿ºãäžç·ã«èããŠããããããã©ããªç¹åŸŽãæããŠã¿ãŠãã
ð€ ããããäœãå¿ããŠããã
𥞠ãã㟠ãããããèšãã«ã¯ãªãã人éããããã§ããåçŽäœæ¥ãã24æéæå¥ãèšããã«ã«ãã«ããã£ãŠãããåãè ã ãããããã
ð° ããã ãã»ãª RPAïŒRobotic Process AutomationïŒããªãããïŒ ð€ã
𥞠ãã㟠ããïŒã
ð° ããã ãRPAèšããããã«ãŒã«éãã«ããŒããŒãå©ãããããŠã¹åãããããã ããžã¿ã«çã®æéå·¥ ãïŒExcelããäŒèšãœãããžã®è»¢èšãšããã²ãããåãããšç¹°ãè¿ãã®ãåŸæäžã®åŸæïŒãã®ç¹åŸŽã¯ããå®å šã«RPAãããªã
𥞠ãã㟠ããããã§ãã¡ãã£ãšåãããžãã®ãã
ð° ããã ãäœãåãããžãã®ãã
𥞠ãã㟠ãããããèšãã«ã¯ããããæ¹ã詳ããæããã§ããèªåã§èããŠãŽãŒã«ãŸã§ã®æé ãçµã¿ç«ãŠãŠãããã ãããããã
ð° ããã ãã»ãª RPA ãšéãããïŒ ðã
𥞠ãã㟠ãã¡ããïŒã
ð° ããã ãRPAã¯ãªããããã¯ãªãã¯ããŠã次ã«ããã«å ¥åããŠã ã£ãŠ1ããªåäœã§æå®ããªåããžãããïŒãããæãã«ãã£ãšããŠããªããŠèšãããããªãããã®å Žã§ããªãŒãºããŠã¹ãã©ã€ãèµ·ããã§ïŒèªåã§èãããã¯ãåãAI Agent ããªãããïŒã
ð¥ æç€ºåŸ ã¡äººé vs èªåŸåãšãªãŒã
𥞠ãã㟠ããããããAI Agentããªãšæã£ãŠããã©ãªãããããèšãã«ã¯ããç»é¢ã®ãã¿ã³ã®é 眮ãã¡ãã£ãšå€ãã£ãã ãã§ããããã¯ã«ãªã£ãŠæ¢ãŸãã ãããããã
ð° ããã ãã»ãª RPA ããªãããïŒ ð¥ã
𥞠ãã㟠ããã£ã±ãïŒã
ð° ããã ãRPA㯠ãã¬ã©ã¹ã®ããŒãã ã®æã¡äž»ãããïŒæšæ¥ãŸã§åããŠãã®ã«ããµã€ãã®ãã¶ã€ã³ããªãã¥ãŒã¢ã«ãããç¬éã«ããã¿ã³ãèŠã€ãããŸãããèšããŠæ³£ãå«ã¶ããïŒAI Agentãªããããã¬ã€ã¢ãŠãå€ãã£ããªãèšããŠDOMè§£æããŠå¯Ÿå¿ããããã©ããã®ç¹çްãã¯RPAã«æ±ºãŸããïŒã
𥞠ãã㟠ãã§ããªãããããèšãã«ã¯ããããŸã«èªä¿¡æºã ã«å€§åãã€ãããšãããã ãããããã
ð° ããã ãã»ãª AI Agent ããªãããïŒ ð€¥ã
𥞠ãã㟠ããããªãïŒã
ð° ããã ããã㯠ãã«ã·ããŒã·ã§ã³ïŒHallucinationïŒ èšããŠãªãLLMïŒå€§èŠæš¡èšèªã¢ãã«ïŒã®æç ãïŒã2026幎ã®ãã¬ã³ãã¯ããã§ãïŒãèšããŠååšããã©ã€ãã©ãªå§ããŠãããããããããRPAã¯åã€ããžãïŒèšãããããšããã§ããžãäžåšçšãªå¥Žããã©ãåã ãã¯ã€ããã®ãïŒåã€ãã®ã¯AI AgentãïŒã
ð ã³ã¹ããšç²ŸåºŠã®æ³¥ä»å
𥞠ãã㟠ããªãã»ã©ãªãŒãã§ãããããèšãã«ã¯ããå°å ¥ã³ã¹ããå®ããŠãããã°ã©ãã³ã°ã§ããªããŠãç»é¢æäœã®é²ç»ã ãã§äœããã ãããããã
ð° ããã ãã»ãª RPA ããªãããïŒ ð¥ã
𥞠ãã㟠ãããŒã
ð° ããã ãUiPathãšãPower Automate Desktopãšããªãç»é¢ããããããŠã¬ã³ãŒãã£ã³ã°ãããããããäœããããïŒããŒã³ãŒãããŒã«ã®ä»£è¡šæ ŒãïŒAI Agentãæè¿ã¯ããŒã³ãŒãã§ããããã©ãAPI代ãšãããŒã¯ã³èª²éãšãèããããã³ã¹ãéèŠã®å®åäœæ¥ã¯RPAã®ç¬å£å ŽãïŒã
𥞠ãã㟠ãã§ããªãããããèšãã«ã¯ããã¡ãŒã«ã®æé¢ãèªãã§ãã¯ã¬ãŒã ãæè¬ãã倿ããŠãé©åãªæ åœè ã«Slackã§éç¥ããŠãããã ãããããã
ð° ããã ãã»ãª AI Agent ããªãããïŒ ð§ ã
𥞠ãã㟠ããŸãå€ãã£ãã
ð° ããã ãã空æ°ãèªãããšããæèãçè§£ããããšãããããã éæ§é åããŒã¿ ã®åŠçã¯RPAã«ã¯ç¡çãïŒRPAã¯ãä»¶åã«ãè³æ¥ããå«ãŸããå Žåãã¿ãããªåçŽã«ãŒã«ããåãããïŒå 容èªãã§ãããããéšé·æ¡ä»¶ããªãã£ãŠå€æã§ããã®ã¯AgenticãªAIã ããïŒã
ð¬ ãšã³ãããŒã«
ð° ããã ãã»ãªããããã®å¥œããªæè¡ã¯ AI Agent ãªã®ã RPA ãªã®ããã©ã£ã¡ãããïŒã
𥞠ãã㟠ããããåãããžããããããããèšãã«ã¯ãã人éããµããããã«äœãããæè¡ã ãããããã
ð° ããã ãã©ã£ã¡ãããããªïŒ ðã
𥞠ãã㟠ããïŒã
ð° ããã ãRPAãAI Agentãã人é¡ã楜ããããã«çã¿åºãã塿ºã®çµæ¶ãïŒé©æé©æã§äœ¿ãåãããããããïŒå®åäœæ¥ã¯RPAã倿ãå¿ èŠãªäœæ¥ã¯AI AgentïŒããã§ããããªïŒã
𥞠ãã㟠ãã§ãããããèšãã«ã¯ãéããããããã
ð° ããã ãã»ãªéããããããããéãèšãããããéãããªãã»ãªããªãã³ã¯äœãŠèšããŠãã®ïŒã
𥞠ãã㟠ããªãã³ãèšãã«ã¯ããExcelã®ãã¯ãïŒVBAïŒã ã¡ãããïŒã£ãŠã
ð° ããã ããããããã¯ãã ã¬ã¬ã·ãŒéºç£ ãïŒåããŠãVBAè§Šãã®æãããŠèª°ãã¡ã³ãã§ããžããã€ãïŒçµ¶å¯Ÿã¡ããããïŒããããããŒïŒã
ð°ð¥ž ãã©ããããããšãããããŸãããŒïŒã
ð° ãããã®è§£èª¬ã³ãŒããŒãããããããžã¡ã«ãã£ãããã
ã¯ããããããã¯ãRPA ãš AI Agent ã®éããæè¡çã«ã¬ãããªè§£èª¬ããã§ïŒ
ð€ RPA (Robotic Process Automation) ã®æ£äœ
æŠèŠ
RPAã¯ãRule-Based (ã«ãŒã«ããŒã¹)ãã®èªååæè¡ãã
ãAããããBãããããšãã æ±ºå®è«çïŒDeterministicïŒ ãªåããããã
ã¢ãŒããã¯ãã£ã€ã¡ãŒãž
åŸæãªããšã»èŠæãªããš
| ç¹åŸŽ | RPA |
|---|---|
| å€æåºæº | æç¢ºãªã«ãŒã«ïŒIf-ThenïŒã®ã¿ |
| ããŒã¿ | æ§é åããŒã¿ïŒExcel, DBïŒãåŸæ |
| æè»æ§ | â ç»é¢å€æŽã§å³æ»ïŒä¿å®ã倧å€ïŒ |
| äž»ãªããŒã« | UiPath, Power Automate, Automation Anywhere |
| ã³ãŒãäŸ | Pythonã ãš Selenium ã PyAutoGUI ã«è¿ã |
# RPAçãªã¢ãããŒãïŒåº§æšãèŠçŽ IDæå®ïŒ
import pyautogui
# ç»é¢ã®ç¹å®ã®å Žæã絶察ã«ã¯ãªãã¯ããïŒãºã¬ããçµããïŒ
pyautogui.click(x=100, y=200)
pyautogui.typewrite('Hello World')
ð§ AI Agent (Autonomous Agent) ã®æ£äœ
æŠèŠ
AI Agentã¯ãGoal-Based (ãŽãŒã«ããŒã¹)ãã®èªååæè¡ãã
LLMïŒå€§èŠæš¡èšèªã¢ãã«ïŒãè³ã¿ãã«äœ¿ã£ãŠããç®çãéæããããã®æé ããèªåã§èãã èªåŸåïŒAutonomousïŒ ã·ã¹ãã ããªã
ã¢ãŒããã¯ãã£ã€ã¡ãŒãž (ReActãã¿ãŒã³ãªã©)
åŸæãªããšã»èŠæãªããš
| ç¹åŸŽ | AI Agent |
|---|---|
| å€æåºæº | æèã»æšè«ïŒProbabilisticïŒ |
| ããŒã¿ | éæ§é åããŒã¿ïŒèªç¶èšèªãç»åïŒãåŸæ |
| æè»æ§ | â æé ãå€ãã£ãŠããŽãŒã«ãç®æãã |
| ãªã¹ã¯ | ãã«ã·ããŒã·ã§ã³ãã³ã¹ããå®è¡é床 |
| äž»ãªããŒã« | LangChain, AutoGen, CrewAI, Microsoft Copilot Studio |
# AI Agentçãªã¢ãããŒãïŒLangChainãªã©ïŒ
from langchain.agents import initialize_agent, Tool
# ãããæ¹ãã¯æžããªããã䜿ããéå
·ããæž¡ãã ãã
tools = [
Tool(name="GoogleSearch", func=search.run, description="æ€çŽ¢çš"),
Tool(name="Calculator", func=math.run, description="èšç®çš")
]
# Agentãèªåã§èããŠéå
·ã䜿ã
agent.run("ææ°ã®RPAåžå ŽèŠæš¡ã調ã¹ãŠããããæ¥æ¬åã«æç®ããŠ")
ð€ 2026幎ã®ãã¬ã³ãïŒAgentic AutomationïŒèåïŒ
ä»ã¯ãããã©ã£ã¡ããã®æä»£ããªãããã
ãAI AgentãRPAãéšäžãšããŠäœ¿ãã ãšããæ§æãæåŒ·ãïŒ
-
AI Agent (äžåž):
- ã¡ãŒã«ãèªãã§ãããããè«æ±æžããªããšå€æã
- ãããRPAããã®PDFãã·ã¹ãã ã«ç»é²ããšãããšæç€ºã
-
RPA (éšäž):
- èšãããéãã«åºå¹¹ã·ã¹ãã ãžæ£ç¢ºã«å ¥åïŒAIã ãšå ¥åãã¹ãããããããããªïŒã
Hyperautomation (ãã€ããŒãªãŒãã¡ãŒã·ã§ã³)
Gartnerãªã©ãæå±ããŠããæŠå¿µã
RPAãAIãiPaaSãªã©ãçµã¿åãããŠãèªååã§ãããã®ã¯å
šéšèªååããããïŒãšããåãã®ããšã
éžæã®ãããŒãã£ãŒã
ð ãã£ãŠã¯ãããªã䜿ãåã
RPAã«å€æããããª
ãããã¡ãŒã«ã®é°å²æ°ãæã£ãŠãã...ãã¿ãããªã«ãŒã«ãRPAã«å®è£
ããããšãããšãIfæã100äžåå¿
èŠã«ãªã£ãŠæ»ã¬ã§ã
AI Agentã«éè¡æ¯èŸŒããããª
AIã¯ç¢ºçã§åãããããæ¯èŸŒå
ïŒã¿ãžããããæ¯èŸŒå
ïŒã¿ã¢ãªãã«ç©ºç®ãããããããã
ééã人åœã«é¢ããã絶察ã«ééã£ãŠã¯ãããªãåŠçãã¯ãAIåäœã«ã¯ä»»ãããå¿
ã人éã確å®çãªã³ãŒãïŒRPAïŒãæãããšïŒ
ã»ãªããããã«ããRPAã¯æè¶³ãAI Agentã¯è³ã¿ããã£ãŠäŒããšããŠãªïŒ
𥞠ããšãã
æè¿AI Agent ãš RPAã®äœ¿ãåãã«ã€ããŠèãããæ©äŒããã£ãã®ã§èšäºã«ããŠã¿ãŸããã