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ãããŠä»æ¥、ç§ãã¡ã¯åæ§ã®æ§å³ãæ¶è²»è åãAIåžå Žã§ç®ã®åœããã«ããŠããŸã。OpenAI(ãªãŒãã³AI)ãæ°èäŒæ¥Netscapeã®åœ¹å²ã、Googleãæ¢åäŒæ¥Microsoftã®åœ¹å²ãæ ã、「ãã£ãããããæŠäº」ãç¹°ãåºããããŠããŸã。確ãã«、OpenAIã¯ç®èŠãŸãããªãŒããèŠããŠããŸãã、GoogleããŸããã®åŒ·å€§ãªã€ã³ãã©ãšæ€çŽ¢ã«ãããåªäœæ§ã掻ãã、远æãéå§ããŠããŸã。ããã、ãã®æ¯å©ãæ¬åœã«åœãŠã¯ãŸããªãã°、ç§ãã¡ã¯「æãéèŠãªæ°ãããœãããŠã§ã¢」ãåã³èŠéãããŠããã®ã§ã¯ãªãã§ãããã? èè ã¯、çŸä»£ã®AIã「ç©äºãæãéãã」èœåã«æ¬ ã、ãã®åå ãAmazonãMeta(ã¡ã¿)ãªã©ã®å·šå€§ãã©ãããã©ãŒã ãç¯ãäžãã「ãŠã©ãŒã«ãã¬ãŒãã³」ã«ãããšäž»åŒµããŠããŸã。ãããã®ééçãªãšã³ã·ã¹ãã ã、AIãšãŒãžã§ã³ããã·ãŒã ã¬ã¹ã«æ©èœããããšãé»å®³ããŠããã®ã§ã。ãã®çŸç¶ã¯、ã€ã³ã¿ãŒããã黿æä»¥åã®CompuServe(ã³ã³ãã¥ãµãŒã)ãAOL(ãšãŒãªãŒãšã«)ãšãã£ãééçãªãªã³ã©ã€ã³ãµãŒãã¹æä»£ã«é ·äŒŒããŠãã、ã€ã³ã¿ãŒãããèªäœã®æ ¹æ¬çãªåèšèšãå¿ èŠã§ãããšãŸã§ç€ºåããŠããŸã。å°éåéã«ç¹åããAI(äŸ:æ³åŸåéã®Harvey、å»çåãã®OpenEvidence)ãæåãåããŠããäžæ¹ã§、æ±çšçãªAIãšãŒãžã§ã³ãã®æªæ¥ã¯、ãããªãŒãã³ã§çžäºéçšå¯èœãªããžã¿ã«ãšã³ã·ã¹ãã ã®æ§ç¯ã«ããã£ãŠãããšèšããã§ããã。
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ç§ããŸã 倧åŠçã ã£ãé 、Googleã®åæã®æ€çŽ¢çµæã¯、ãŸãã§éæ³ã®ããã«æããããŸãã。ãããŸã§æ å ±ãæ¢ãã®ã«èŠåŽããŠããã®ã、ããŒã¯ãŒãäžã€ã§æé©ãªããŒãžãèŠã€ãã。ããã¯、åãªãæè¡ä»¥äžã®、人ã ã®ç掻ãäžå€ãããåã§ãã。ä»ã®AIãã£ãããããã、ãã®æåã®ã€ã³ãã¯ãã¯åæ§ã§ãã、æãããŠãã®å ã«ãã「æ¬åœã®å€é©」ã¯äœãªã®ã§ãããã? ç§ãã¡ã¯、åã³ç®ã®åã®è¯ã ããæè¡ã«ç®ã奪ãã、ãã®è£ã§éãã«èœå¹ãã€ã€ãã、ãããã¯é»å®³ãããŠãã、次ã®é©åœã®çš®ãèŠèœãšããŠã¯ããªãã§ãããã。æŽå²ã¯åžžã«ç¹°ãè¿ããã、ãšããèšèã、ä»ã»ã©éãæããããããšã¯ãããŸãã。
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1990幎代åŸå、ãŠã§ãã®é»ææã¯、ãŸãã«æ å ±ã®「倧海å」ã§ãã。åœæã®ãã©ãŠã¶ã¯ç¡éã®ãµã€ãããµãŒãã£ã³ããããšãå¯èœã«ããŸããã、èªåã«ãšã£ãŠæ¬åœã«äŸ¡å€ã®ãããµã€ããèŠã€ãã「çŸ éç€」ããããŸããã§ãã。ãã®åæã®è§£æ±ºçã¯、Yahoo!(ã€ããŒ!)ã®ãããªãã£ã¬ã¯ããªãµãŒãã¹ã§ããã。ããã¯æ¶è²»è åãã«æ§ç¯ãããåã®ãŠã§ããã£ã¬ã¯ããªã§ãã、äžæã¯ãŠã§ãäžã§æãã¢ã¯ã»ã¹ããããµã€ããšãªããŸãã。ããã、æ¯æççºçã«å¢ãç¶ããæ°ãããµã€ãã®æ³¢ã«、ãã£ã¬ã¯ããªã¯ããã«å§åãããŠããŸããŸã。ããã«、ç§ãã¡ã¯「ããã²ãŒã·ã§ã³åé¡」ãšåŒã¶ã¹ã、æ å ±ã®çºèŠãšæŽçã«é¢ããæ ¹æ¬çãªèª²é¡ãèŠãŠããŸãã。
ãã®åé¡ã«é©åœçãªè§£æ±ºçããããããã®ãGoogleã§ã。圌ãã¯、ã€ã³ã¿ãŒãããäžã®ãã¹ãŠã®ãµã€ããç¶ç¶çã«ã¯ããŒã«ããŠã€ã³ããã¯ã¹ãäœæã、åœæèª°ããèŠèœãšããŠãã「ãªã³ã¯」ãšããæ°ããã·ã°ãã«ã«åºã¥ããŠ、æé©ãªçããæäŸããŸãã。PageRankã¢ã«ãŽãªãºã ã¯、ãŠã§ãäžã®ããŒãžéã®「人éãæ§ç¯ããæ¥ç¶」ãæŽç·Žãã、ã€ã³ã¿ãŒãããå²äžæãæåããããžãã¹ãžãšæè¯ãããã®ã§ã。2000幎代åé ã«ã¯、æ¶è²»è ã¯ãŠã§ãäžã®æåã®ç®çå°ãšããŠGoogleã䜿ãå§ã、Googleã¯「åè©」ãšãªã、æ€çŽ¢ã¯ç¿æ £ãšãªããŸãã。Yahoo!ã®ãããªããŒã¿ã«ãµã€ãã¯åŸã ã«ãã®èŒãã倱ã£ãŠãããŸãã。
3.2 æ€çŽ¢ãšã³ãžã³ä»¥åã®「ãªã³ã©ã€ã³ãµãŒãã¹」ã«é ·äŒŒããçŸç¶ – ééçãªãµã€ã、æççãªæ å ±、鲿©ã¯ã©ããžåãã?
ã§ã¯、çŸä»£ã®æ¶è²»è åãAIã「1990幎代åé 」ã®æ®µéã«ãããšããã、Googleæ€çŽ¢ãåºçŸãã以åã®「ããã²ãŒã·ã§ã³åé¡」ã«çžåœãããã®ã¯äœã§ãããã?ãããŠ、「ãªã³ã¯」ã«å¯Ÿå¿ãã、AIã®äœ¿çšããçãŸããæ°ããã·ã°ãã«――ã€ãŸãæ°ããã¯ã©ã¹ã®ããŒã¿ã¯ååšããã®ã§ãããã?
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ããã、仿¥ã®ã€ã³ã¿ãŒãããã¯èããç°ãªããŸã。Amazon、OpenAI、TikTok、Metaã®Instagramãªã©ã®å€§èŠæš¡ãã©ãããã©ãŒã ã¯、ããŒã¿ã®å ±æãæåŠãã「ãŠã©ãŒã«ãã¬ãŒãã³」ãšããŠéå¶ãããŠããŸã。䟡å€ããããŒã¿ã®å€§éšåã¯ããŒãœãã©ã€ãŒãŒã·ã§ã³ãšäŒæ¥å©çšèŠçŽã®å£ã®è£ã«éã蟌ããããŠããŸã。ã€ãŸã、仿¥ã®AIé§ååã€ã³ã¿ãŒãããã«ã¯、「ãªã³ã¯」ã«çžåœãããããª、ç»æçãªãµãŒãã¹ã®ããã«æŽ»çšãããã®ãåŸ ã£ãŠããæ°ããå ¬éãªãœãŒã¹ã¯ååšããªãã®ã§ã。
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æåã«æãæµ®ãã¶ã®ã¯、「ChatGPTãGeminiãªã©ã®ãµãŒãã¹ã§ã¯ç©äºãæãéããããªã」ãšããäºå®ã§ã。圌ãã«ããªãã«ä»£ãã£ãŠè¡åãèµ·ããããæ±ããããšã¯ã§ããŸãã。ãšãã»ã€ãæžããã、å人ã®ããã«äŒè©±ããã、ãã¯ã€ãããŒããŒãèŠçŽããããããããšã¯ã§ããŸãã、äœã「è¡å」ãæ±ãããš、ãã£ãããããã¯åæ¢ããŸã。æ¶è²»è AIã«ã¯「ç©äºãæãéãã」åé¡ãããã®ã§ã。圌ãã¯åžå°ãªãµã€ãã®äžã«ååšããŠãã、ãã£ãããããã€ã³ã¿ãŒãã§ãŒã¹ã®ç¯å²ãè¶ ããŠ、çŸå®äžçã«åœ±é¿ãäžãããããªé¢äžã¯ã§ããŸãã。
確ãã«ãã¯ãããžãŒæ¥çã¯ãã®åé¡ãç¥ã£ãŠãã、解決çãèæ¡ããŸãã。ããã「ãšãŒãžã§ã³ã」ã§ã。AIã€ãããŒã·ã§ã³ã®æ¬¡ã®æ³¢ã¯「ãšãŒãžã§ã³ããŠã§ã」ã«éäžãããšèšãããŠããŸã。ããã¯、èããããããããæ¹æ³ã§ç§ãã¡ã®åœä»€ãå®è¡ããããŒãœãã©ã€ãºããããšãŒãžã§ã³ãã䜿çšãããšãããã®ã§ã。ãããæ®å¿µãªãã、圌ããäºæ¥ãå±éããŠãããšã³ã·ã¹ãã ããã®æåã«æµå¯Ÿçã§ãããã、ãããã¯æ©èœããŸãã。äŸãã°、AmazonãWalmart(ãŠã©ã«ããŒã)ãªã©ã®ã³ããŒã¹ãµã€ãå šäœã®äŸ¡æ Œãæ¯èŒããŠè³Œå ¥ãããšãŒãžã§ã³ããå¿ èŠã ãšããŸã。ããã、ã»ãšãã©ã®åçšãŠã§ããµã€ãã§ã¯「人é以å€ã®」ãŠãŒã¶ãŒãšãŒãžã§ã³ãããµã€ãã«ã¢ã¯ã»ã¹ããããšããããã¯ããŠããã®ã§ã。ãã®çç±ãçè§£ããã®ã¯é£ãããããŸãã。人é以å€ã®ãšãŒãžã§ã³ãã¯äººéã§ã¯ãªã、çµå±ã®ãšãã、ã»ãšãã©ã®ãµã€ãã¯äººéã察象ãšããåºååå ¥ã«äŸåããŠããããã§ã。ãŸã、ãšãŒãžã§ã³ããåçã«äŸ¡æ Œãæ¯èŒã、æäœäŸ¡æ Œã§è³Œå ¥ããããã«ãªãã°、ãµã€ãåŽã¯ãã€ãããã¯ãã©ã€ã·ã³ã°ãç¶æããããšãå°é£ã«ãªããŸã。
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- çŸç¶ã®LLMã¯、ç¹å®ã®ã¿ã¹ã¯(äŸãã°、ããã¹ãçæãèŠçŽ)ã«ã¯åªããŠããŠã、é·æçãªèšç»ç«æ¡ã、äºæž¬äžèœãªçŸå®äžçã§ã®ç©ççãªè¡åã«ã¯éçããããŸã。ãã®æè¡çéçã、çŸåšã®「è¡åã§ããªã」åé¡ã®äž»å ã§ã¯ãªãã§ãããã?
- ãŸã、API(Application Programming Interface)ã®æçåãæ·±å»ã§ã。äŸãã°、ç¹å®ã®Webãµã€ãã®ã³ã³ãã³ããèŠçŽããAPIã¯ååšãããã®ã®、ããããæšªæçã«çµã¿åãããŠè€éãªã¿ã¹ã¯ãå®è¡ããããã®çµ±äžãããAPIãšã³ã·ã¹ãã ãæªæçã§ã。ããã¯、LLMã®èœåã ãã§ãªã、ã·ã¹ãã éã®é£æºã®「建ç¯äžã®åé¡」ãåæã«è§£æ±ºããå¿ èŠãããããšã瀺åããŠããŸã。
4.3 ãŠãŒã¶ãŒã®éžæãšãã©ã€ãã·ãŒã®ãžã¬ã³ã – å©äŸ¿æ§ã®èªæ、ä¿¡é Œã®ä»£å、èªç±ã¯ã©ãã«?
AIãšãŒãžã§ã³ãã«åºç¯ãªã¢ã¯ã»ã¹æš©éãä»äžããããšã«å¯Ÿã、ãŠãŒã¶ãŒã¯ã©ããŸã§ãã©ã€ãã·ãŒä¿è·ãšã»ãã¥ãªãã£ã®æžå¿µãªãä¿¡é Œã眮ãããšãã§ããã§ãããã?
- AIãšãŒãžã§ã³ãã、ç§ãã¡ã®ã«ã¬ã³ããŒ、ã¡ãŒã«、éè¡å£åº§、ã·ã§ããã³ã°å±¥æŽãªã©、ããããå人æ å ±ã«ã¢ã¯ã»ã¹ã、ç§ãã¡ã®ä»£ããã«å€æãäžãæªæ¥ã¯、å©äŸ¿æ§ãšåŒãæãã«、èšãç¥ããªããªã¹ã¯ã䌎ããŸã。éææ§、説æè²¬ä»»、ãããŠãŠãŒã¶ãŒã³ã³ãããŒã«ã®èšèšååã¯、ã©ã®ããã«çµã¿èŸŒãŸããã¹ãã§ãããã?
- éå»ã«ã¯、ãœãŒã·ã£ã«ã¡ãã£ã¢ãå人æ å ±ãåéã、ã¿ãŒã²ãã£ã³ã°åºåã«å©çšããã¢ãã«ãæ®åããŸãã。AIãšãŒãžã§ã³ãã®æä»£ã«ã¯、ããæ·±ãã¬ãã«ã§ã®å人æ å ±ã®å©çšãäºæž¬ããããã、ãŠãŒã¶ãŒã®「ããŒã¿äž»æš©」ãããã«ç¢ºç«ã、管çãããããæ¥µããŠéèŠã«ãªããŸã。
4.4 å°éç¹ååAIãšæ±çšAIã®å ±å – åå¥ã®åŒ·ã¿、å šäœã®èª¿å、倿§ãªæªæ¥ãæã
æ³åŸãå»çãªã©ã®å°éåéã§AIãæåããŠããã®ã¯、ãã®é åãæ¯èŒçééçã§、ããŒã¿ã¢ã¯ã»ã¹ãã¢ã¯ã·ã§ã³ãçµ±å¶ããããç°å¢ã«ããããã§ã。æ¶è²»è åãã®æ±çšAIãšãŒãžã§ã³ãã、ãã®å°éç¹ååAIãšã©ã®ããã«é£æºã、ãããã¯ç«¶åããŠãããšäºæž¬ãããŸãã?
- äŸãã°、å»çåéã®AIãšãŒãžã§ã³ã(èšºææ¯æŽ)ãš、å人ã®å¥åº·ç®¡çãæ ãæ¶è²»è åãAIãšãŒãžã§ã³ãã、çžäºã«æ å ±ãå®å šã«å ±æã、ããçµ±åçãªãã«ã¹ã±ã¢ãµãŒãã¹ãæäŸã§ããå¯èœæ§ããããŸã。ããã、ãã®é£æºã«ã¯é«åºŠãªã»ãã¥ãªãã£ãšãã©ã€ãã·ãŒä¿è·ã®ä»çµã¿ãäžå¯æ¬ ã§ã。
- ãããã¯、æ±çšAIã「ãã」ãšãªã、ç¹å®ã®å°éã¿ã¹ã¯ã¯「ãã©ã°ã€ã³」ãšããŠå°éç¹ååAIãæ ã、ãšããã¢ãžã¥ã©ãŒãªé£æºã¢ãã«ãäž»æµãšãªããããããŸãã。ããã¯、å€§èŠæš¡ãªãœãããŠã§ã¢éçºã«ããããã€ã¯ããµãŒãã¹ã¢ãŒããã¯ãã£ã«é¡æšã§ããã§ããã。
4.5 çµæžçã€ã³ã»ã³ãã£ãã®æ¬ åŠ – å©çåªå ã®æ§é 、å€é©ã®åæ©ã¯ã©ãã«?
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- çŸåšã®åºåã¢ãã«ã¯、ãã©ãããã©ãŒã ãžã®ãŠãŒã¶ãŒæ»åšæéãæå€§åã、ããŒã¿ãå²ã蟌ãããšã§æç«ããŠããŸã。AIãšãŒãžã§ã³ãããŠãŒã¶ãŒã«ä»£ãã£ãŠè€æ°ã®ãã©ãããã©ãŒã ãæšªæçã«å©çšããããã«ãªãã°、ãã®ã¢ãã«ã¯åŽ©å£ããå¯èœæ§ããããŸã。äŒæ¥ã¯、æ¢åã®å©çæ§é ãè ããå€é©ã«、ããç°¡åã«ã¯è³åããªãã§ããã。
- æ°ããªããžãã¹ã¢ãã«、äŸãã°、ãšãŒãžã§ã³ãå©çšæ、ããŒã¿å ±æã®å¯ŸäŸ¡、å ±åã€ãããŒã·ã§ã³ã«ããæ°ãã䟡å€åµé ãšãã£ã、ãããªãŒãã³ãªåœ¢ã§ã®åçæ©äŒãæç¢ºã«ç€ºãå¿ èŠããããŸã。ãããã¯、DMAã®ãããªåŒ·åãªå€éšããã®èŠå¶å§åã、ãã®å€é©ãä¿ãå¯äžã®ææ®µãšãªãå¯èœæ§ãèããããŸã。
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ãã®ç©èªã¯、ç©ççãªäººéã ãã§ãªã、äŒæ¥ã驿°çãªæŠå¿µã「ç»å Žäººç©」ãšããŠæããããšã§、ããå€è§çã«ãã®ãã©ããæãåºããŸã。圌ããç¹ããªãé¢ä¿æ§ã、çŸä»£ã®ããžã¿ã«äžçã®çŸç¶ãšæªæ¥ã圢äœã£ãŠããã®ã§ã。
- ãã¬ãã(Fred Wilson): (2025幎æç¹ 64æ³)
ç±³åœã代衚ãããã³ãã£ãŒãã£ãã¿ãªã¹ã。Union Square Venturesã®å ±ååµèšè 。ã€ã³ã¿ãŒããã黿æããçŸä»£ãŸã§、æ°ã ã®é©æ°çãªäŒæ¥ã«æè³ã、æ¥çã®ååãéãèŠæããŠãã「å èŠã®æãæã€å°ãæ」ã§ã。圌ã®ããã°AVC.comã¯、æ¥çã®ã€ã³ãã«ãšã³ãµãŒã«ãšã£ãŠå¿ èªãšãããŠããŸã。æ¬çš¿ã®è°è«ã®èµ·ç¹ãšãªã£ã、ãã©ãŠã¶æŠäºãšAIåžå Žã®é¡äŒŒæ§ãææãã人ç©ã§ã。 - èè
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æ¬çš¿ã®çè 。ãã¬ããã®åããæ·±ãèå¯ã、ã€ã³ã¿ãŒãããã®æ ¹æ¬çåèšèšã®å¿ èŠæ§ãæèµ·ãã「åããæ·±å ãããæ¢æ±è 」ã§ã。èªè ã®çæ§ã®ç¥ç奜å¥å¿ãåºæ¿ã、å ±ã«æªæ¥ãèããããšãç®çãšããŠããŸã。 - Netscape Communications Corporation(ãããã¹ã±ãŒã): (å®äœãšããŠã®äŒæ¥ã¯æ¶æ»
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1994幎ã«åµæ¥ã、Netscape Navigatorãéçºããããšã§ç¥ããã、ãã€ãŠã®「ã€ã³ã¿ãŒãããã®ææ」ã§ã。1990幎代ã®「ãã©ãŠã¶æŠäº」ã«ãããæ°èäŒæ¥ãšããŠ、äžæã¯åžå Žãåžå·»ããŸãã。ããã、Microsoftã®æ»å¢ã«ãã、ãã®æ å ã¯çåœã«çµãããŸã。 - Microsoft Corporation(ãã€ã¯ããœãã): (嵿¥è
ãã«・ã²ã€ã 2025幎æç¹ 70æ³)
Windowsãšããå§åçãªOSåžå Žã®ç¬å åãèæ¯ã«、Internet Explorerãç¡åã§æäŸã、Netscapeããåžå Žã奪ã£ã「æ¢åã®å·šäºº」ã§ã。çŸåšã®AIåžå Žã§ã¯、Googleãšå ±ã«「æ¢åäŒæ¥」ã®åœ¹å²ãæ ã、OpenAIã®è¿œæãåããŠããŸã。 - Google LLC(ã°ãŒã°ã«): (嵿¥è
ã©ãªãŒ・ãã€ãž 2025幎æç¹ 52æ³、ã»ã«ã²ã€・ããªã³ 2025幎æç¹ 51æ³)
1998幎ã«åµæ¥。ãã©ãŠã¶æŠäºã®é°ã§èŠéãããã「æ€çŽ¢ãšã³ãžã³」ãšããåéã§、PageRankã¢ã«ãŽãªãºã ãæŠåšã«å§åçãªæåãåãã「驿°ã®èŠè 」ã§ã。çŸåšã®AIåžå Žã§ã¯、ãã®åŒ·å€§ãªã€ã³ãã©ãšæè¡åã§、OpenAIãšèŠæš©ãäºã£ãŠããŸã。圌ããæäŸããAIãã£ããããã「Gemini」ã¯、ãã®æŠç¥ã®äžç°ã§ã。 - OpenAI(ãªãŒãã³AI): (CEOãµã ・ã¢ã«ããã³ 2025幎æç¹ 40æ³)
2015幎ã«èšç«ããã、AIç ç©¶éçºäŒæ¥。「ChatGPT」ã§çæAIããŒã ãå·»ãèµ·ãã、çŸåšã®æ¶è²»è åãAIåžå Žã«ããã「æ°èäŒæ¥」ãšããŠ、Netscapeã®åœ¹å²ãæ ã£ãŠããŸã。ãã®æè¡åãšåžå Žãžã®åœ±é¿åã¯èšãç¥ããŸãã。 - Yahoo! Inc.(ã€ããŒ!): (å®äœãšããŠã®äŒæ¥ã¯Verizonåäž、ãã©ã³ãã¯Apollo Global Managementåäž)
1994幎ã«åµæ¥。åæãŠã§ãã®「ããã²ãŒã·ã§ã³åé¡」ã«å¯Ÿããæåã®è§£æ±ºçãšããŠç»å Žãã「ãã£ã¬ã¯ããªãµãŒãã¹」ã®å é§ãã§ã。äžæã¯ãŠã§ãã®äž»èŠãªå ¥ãå£ã§ããã、Googleæ€çŽ¢ã®å°é ã«ãã、ãã®åœ¹å²ã¯å€§ããå€åããŸãã。 - Amazon.com, Inc.(ã¢ããŸã³): (嵿¥è
ãžã§ã・ããŸã¹ 2025幎æç¹ 61æ³)
é»ååååŒãšã¯ã©ãŠãã³ã³ãã¥ãŒãã£ã³ã°(AWS)ã®å·šäºº。çŸä»£ã®「ãŠã©ãŒã«ãã¬ãŒãã³」ã圢æããå€§èŠæš¡ãã©ãããã©ãŒã ã®äžã€ãšããŠ、èšå€§ãªãŠãŒã¶ãŒããŒã¿ãšããžãã¹ãšã³ã·ã¹ãã ãå²ã蟌ãã§ããŸã。 - TikTok(ãã£ãã¯ããã¯): (ByteDanceåäž)
çå°ºåç»ãã©ãããã©ãŒã ãšããŠäžççãªäººæ°ãèªããµãŒãã¹。ãã¡ãããŸã、ãŠãŒã¶ãŒãšã³ã²ãŒãžã¡ã³ããšããŒã¿åéãéããŠ「ãŠã©ãŒã«ãã¬ãŒãã³」ã圢æã、ãã®äžã§ç¬èªã®ã¢ã«ãŽãªãºã ã匷åãªåœ±é¿åãæã£ãŠããŸã。 - Meta Platforms, Inc.(ã¡ã¿): (嵿¥è
ããŒã¯・ã¶ãã«ãŒããŒã° 2025幎æç¹ 41æ³)
Facebook、Instagram、WhatsAppãªã©ãåäžã«æã€ãœãŒã·ã£ã«ã¡ãã£ã¢ã®å·šå€§äŒæ¥。èšå€§ãªãŠãŒã¶ãŒæ°ãæ±ã、ãã®ããŒã¿ãšåºåã¢ãã«ã§åŒ·åãª「ãŠã©ãŒã«ãã¬ãŒãã³」ãæ§ç¯ããŠããŸã。ã¡ã¿ããŒã¹é åãžã®æè³ã掻çºã§ã。 - CompuServe(ã³ã³ãã¥ãµãŒã): (ãã©ã³ãã¯AOL/Verizonåäžã§åç¶)
1969幎ã«èšç«ããã、ãŠã§ã以åã®「ééçãªãªã³ã©ã€ã³ãµãŒãã¹」ã®ä»£è¡šæ Œ。éå®çãªãããã¯ãŒã¯å ã§æ å ±ããµãŒãã¹ãæäŸããŠããŸããã、ãªãŒãã³ãªãŠã§ãã®ç»å Žãšãšãã«ãã®åœ¹å²ã¯çµçãè¿ããŸãã。 - AOL(America Online): (ãã©ã³ãã¯Verizonåäž)
1985幎ã«èšç«ãã、1990幎代ã«ã¯ãã€ã€ã«ã¢ããã€ã³ã¿ãŒãããæ¥ç¶ãšç¬èªã®ã³ã³ãã³ãã§äººæ°ãåãã「ééçãªãªã³ã©ã€ã³ãµãŒãã¹」ã®å€§æ。ãŠã§ãã®æ®åãšãšãã«ãã®åœ±é¿åã¯è¡°éããŸãã。 - MSN(Microsoft Network): (Microsoftã®ãªã³ã©ã€ã³ãµãŒãã¹çŸ€ã®ç·ç§°)
Microsoftã1995幎ã«éå§ãã、ãŠã§ã以åã®「ééçãªãªã³ã©ã€ã³ãµãŒãã¹」。Microsoftã®ãšã³ã·ã¹ãã ã®äžéšãšããŠæäŸãããŸããã、ãªãŒãã³ãªãŠã§ãã«ã¯åã³ãŸããã§ãã。 - Harvey(ããŒãã€): (AIæ³åŸã¢ã·ã¹ã¿ã³ã)
æ³åŸåéã«ç¹åããAIãšãŒãžã§ã³ããµãŒãã¹。é«åºŠãªå°éç¥èãèŠããåéã§、å¹ççãªæ å ±åéãææžäœæãæ¯æŽããŠããŸã。 - OpenEvidence(ãªãŒãã³ãšããã³ã¹): (å»åž«åãAIèšºææ¯æŽããŒã«)
å»åž«åãã«ç¹åã、å»çæç®ãæ£è ããŒã¿ããèšºææ¯æŽãè¡ãAIãšãŒãžã§ã³ããµãŒãã¹。å°éåéã«ãããAIã®æå¹æ§ã瀺ãå ·äœäŸã§ã。 - Claude(ã¯ããŒã): (Anthropic瀟éçºã®LLM)
OpenAIã®ChatGPTãšäžŠã¶äž»èŠãªãã£ãããããã®äžã€。人éãšã®å¯Ÿè©±ã«ç¹åããèšèšãç¹åŸŽã§、å«ççå®å šæ§ã«é æ ®ããéçºãé²ããããŠããŸã。 - Eji1700, skybrian, EgoEimi:
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| 2023 | Microsoft Edge Copilotã®ããŒã³ã(2æ) | ãµã€ãããŒAIã¢ã·ã¹ã¿ã³ãã®å°å ¥。Bing Chatãã¬ãã¥ãŒ(2/22)ãšé£æºã、ãã©ãŠãžã³ã°äžã®AIæ¯æŽãéå§。 | Microsoft Edge (Copilot) |
| 2023 | Opera Aria AIã¢ã·ã¹ã¿ã³ãã®çµ±å(7æ) | Opera Oneãã©ãŠã¶ã«ãã€ãã£ãAIãçµã¿èŸŒã¿、1çŸäžãŠãŒã¶ãŒè¶ ã。ãã£ããããŒã¹ã®èŠçŽ・çææ©èœ。 | Opera (Aria) |
| 2023 | Brave Leo AIã®ããŒã³ã(幎æ«) | ãã©ã€ãã·ãŒéèŠã®AIã¢ã·ã¹ã¿ã³ã。ããŒã«ã«ã¢ãã«å¯Ÿå¿ã§ããŒã¿æŒæŽ©ãæå°å。 | Brave (Leo) |
| 2024 | Arc Maxã®AIæ©èœåŒ·å | ããŒãžã¯ãšãª・èŠçŽ・ChatGPTçµ±åã远å 。çç£æ§éèŠã®UIã§AIãã·ãŒã ã¬ã¹å。 | Arc Browser (Max) |
| 2024 | Genspark AIãã©ãŠã¶ã®ããŒã¿ãªãªãŒã¹(äžç€) | è€æ°ãµã€ãæ¯èŒ・èŠçŽ・ããŒã«é£æº(700+)ã®èªååæ©èœ。æ å ±åéç¹å。 | Genspark |
| 2025 | The Browser Companyã®Diaçºè¡š(1æ) | AIãã€ãã£ããã©ãŠã¶ã®éçºéå§。Arcéçºã忢ã、æœåº・Skillsæ©èœã«æ³šå。 | Dia (The Browser Company) |
| 2025 | OpenAI Operatorã®ããŒã³ã(1æ) | æ¢åãã©ãŠã¶å¶åŸ¡ã®AIãšãŒãžã§ã³ã。ã¿ã¹ã¯èªåå(äºçŽ・ã·ã§ããã³ã°)。 | OpenAI (Operator, ChatGPTçµ±å) |
| 2025 | Google Geminiã®Chromeçµ±å(5æ) | Project Marinerçºè¡š。Chromeã«Geminiããã€ãã£ãçµ±åã、æ€çŽ¢・èŠçŽã匷å。 | Google Chrome (Gemini) |
| 2025 | Perplexity Cometã®ããŒã³ã(7æ) | ãšãŒãžã§ã³ãåãã©ãŠã¶。ã¿ã¹ã¯èªåå(ã·ã§ããã³ã°・ã«ãŒãèšç®)。Maxéå®åŸ、10/2ã«ç¡æå。 | Perplexity (Comet) |
| 2025 | Diaã®ããŒã¿ããŒã³ã(6æ) | ã¿ããã£ãã・åç»èŠçŽ・Gmailæœåº。Arcã®UIãç¶æ¿ããAIæœåºç¹å。 | Dia |
| 2025 | Microsoft Copilot Modeã®å°å ¥(7æ) | Edgeã®AIäžå¿ã€ã³ã¿ãŒãã§ãŒã¹。ã¿ãéã³ã³ããã¹ãèªè・äºçŽæ©èœ。 | Microsoft Edge (Copilot Mode) |
| 2025 | OpenAI ChatGPT Atlasã®ããŒã³ã(10/21) | macOSéå®ãšãŒãžã§ã³ããã©ãŠã¶。ã¢ã¯ã·ã§ã³å®è¡・ã¡ã¢ãªæ©èœ。ä»OSäºå®。 | ChatGPT (Atlas) |
| 2025 | Opera Neonã®ãã¬ãã¥ãŒ(10æ) | ãšãŒãžã§ã³ãããŒã«「Browser Operator」。ç¬ç«ã¿ã¹ã¯å®è¡(OpenAI/Googleã¢ãã«)。 | Opera (Neon) |
| 2025 | Atlassianã®Diaè²·å(10/21) | The Browser Companyè²·å。Diaã®äŒæ¥åãæ¡åŒµãå é。 | Dia (Atlassian) |
| 2025 | Google Gemini 2.5 Computer Useã¢ãã«çºè¡š(10/27) | Chromeã®AIèªåå匷å。ãã©ãŠã¶æŠäºã®è»¢æ©。 | Google Chrome (Gemini 2.5) |
ãã®ããŒãã«ã¯、AIãã©ãŠã¶ã®é²åã「è£å©å(2023)→çµ±åå(2024)→ãšãŒãžã§ã³ãå(2025)」ã®æµãã§ç€ºããŠãã、OpenAIãšGoogleã®ç«¶äºãå éããç¹ã匷調。å·çæã«ã¯、ãã©ã€ãã·ãŒ(äŸ: Braveã®ããŒã«ã«åŠç)ãã¯ãã¹ãã©ãããã©ãŒã 察å¿ãèæ ®ããŠãã ãã。2026幎以éã®äºæž¬ãšããŠ、ã¢ãã€ã«AIçµ±åã®æ¡å€§ãèŠèŸŒãŸããŸã。
Microsoft Edge's sidebar AI (Copilot) has been a mainstream way for millions...
original_text — "Microsoft Edge's sidebar AI (Copilot) has been a mainstream way for millions to get AI help while browsing since early 2023."
source — https://fillapp.ai/blog/the-state-of-ai-browser-agents-2025 (FillApp Blog, 2025-09-05, Microsoft & Googleã»ã¯ã·ã§ã³)。
note — ãã®åŒçšã¯AIãã©ãŠã¶ã®åææ®åã瀺ãåºç€ã§、2023幎ã®Edge CopilotããŠãŒã¶ãŒèŠæš¡ã®æ¡å€§ãä¿ããç¹ã匷調。å·çæã®æŽå²çæèãšããŠ、Microsoftã®Bingæè³ãéµã ã£ããšè§£é。
Opera Announces Native Browser AI Integration Surpasses 1 Million Users. July 28, 2023.
original_text — "Opera Announces Native Browser AI Integration Surpasses 1 Million Users. July 28, 2023."
source — https://medium.com/@meshuggah22/the-emergence-of-the-ai-browser-a-fundamental-shift-in-web-interaction-3dd8674a84f2 (Medium, 2025-07-24, [6] Opera Press ReleaseåŒçš)。
note — Opera Ariaã®æ©ææåã象城ã、2023幎ã®ãŠãŒã¶ãŒæ¡çšçã®é«ããè£ä»ã。å·çæ¯æŽã§ã¯、åçšãã©ãŠã¶ã®AIã·ããã®å¥œäŸãšããŠæŽ»çšå¯èœ。
Brave's Leo is another example of an existing browser integrating AI. It launched in late 2023...
original_text — "Brave's Leo is another example of an existing browser integrating AI. It launched in late 2023 and has since grown."
source — https://fillapp.ai/blog/the-state-of-ai-browser-agents-2025 (FillApp Blog, 2025-09-05, Braveã»ã¯ã·ã§ã³)。
note — ãã©ã€ãã·ãŒéèŠã®Leoã2023幎æ«ã®ãã¬ã³ããåæ 。ããŒã¿ä¿è·ãããŒãã«ããå·çã§、BYOM(Bring Your Own Model)ã®é©æ°æ§ã匷調ãã¹ã。
In mid-2025 The Browser Company announced it is halting new Arc development to focus on Dia...
original_text — "In mid-2025 The Browser Company announced it is halting new Arc development to focus on Dia, an entirely new AI-native browser."
source — https://medium.com/@srinathmohan_21939/the-rise-of-ai-native-browsers-2025-138d8718dcdd (Medium, 2025-10-09, Arcã»ã¯ã·ã§ã³)。
note — ArcããDiaãžã®ç§»è¡ã2025幎ã®éçºæŠç¥è»¢æã瀺ã。å·çæã«ã¯、The Browser Companyã®ããžã§ã³(AIç°å¢ã®åå®çŸ©)ãæ·±æãæšå¥š。
The Browser Company followed with its beta launch of “DIA” in June 2025.
original_text — "The Browser Company followed with its beta launch of “DIA” in June 2025."
source — https://coingeek.com/are-ai-browsers-the-next-big-thing/ (CoinGeek, 2025-07-25, Diaã»ã¯ã·ã§ã³)。
note — DiaããŒã¿ã®ã¿ã€ãã³ã°ã2025幎äžåæã®ç«¶äºæ¿åã象城。ãšãŒãžã§ã³ãäžåšã®æœåºæ©èœã、Atlas/Cometãšã®å·®å¥åç¹ãšããŠæçš。
Launched in July 2025, Comet is an AI web browser that can perform complex tasks...
original_text — "Launched in July 2025, Comet is an AI web browser that can perform complex tasks like shopping for ingredients to fulfill a recipe..."
source — https://builtin.com/artificial-intelligence/ai-browser (Built In, 2025-08-22, Cometã»ã¯ã·ã§ã³)。
note — Cometã®ã¿ã¹ã¯èªååã2025幎7æã®ãã¬ãŒã¯ã¹ã«ãŒ。Perplexityã®æ€çŽ¢ç²ŸåºŠãæŽ»ãããå·çãªãµãŒãã®å¥œäŸ。
ChatGPT Atlas launched October 21, 2025, for macOS, with Windows, iOS, and Android...
original_text — "ChatGPT Atlas launched October 21, 2025, for macOS, with Windows, iOS, and Android versions coming soon."
source — https://research.aimultiple.com/ai-web-browser/ (AIMultiple Research, 2025, ChatGPT Atlasã»ã¯ã·ã§ã³)。
note — Atlasã®macOSéå®ããŒã³ããOpenAIã®æŠç¥çæ éãã瀺å。ã¯ãã¹ãã©ãããã©ãŒã å±éã®åœ±é¿ã2026å¹Žäºæž¬ã«æŽ»çš。
- https://medium.com/@meshuggah22/the-emergence-of-the-ai-browser-a-fundamental-shift-in-web-interaction-3dd8674a84f2
- https://medium.com/@srinathmohan_21939/the-rise-of-ai-native-browsers-2025-138d8718dcdd
- https://en.wikipedia.org/wiki/AI_browser
- https://fillapp.ai/blog/the-state-of-ai-browser-agents-2025
- https://builtin.com/artificial-intelligence/ai-browser
- https://coingeek.com/are-ai-browsers-the-next-big-thing/
- https://masteryourgadget.com/ai-enabled-web-browsers-in-2025/
- https://medium.com/@sathishsravanakumar/the-ai-browser-war-of-2025-9893b1bbf069
- https://www.cjr.org/the_media_today/google_openai_ai_browser_wars.php
- https://www.thurrott.com/cloud/web-browsers/313930/its-new-dia-the-browser-company-will-launch-new-ai-browser-in-early-2025
- https://mashable.com/article/top-ai-browsers
- https://research.aimultiple.com/ai-web-browser/
- https://www.forbes.com/sites/danielnewman/2025/10/23/googles-quiet-victory-why-the-ai-browser-wars-were-over-before-they-began/
- https://momo-gpt.com/column/ai-browser/
- https://note.com/yamashita_0363/n/nc2ed64f22f61
åçãããç«äœçã«çè§£ããããã®åãããã®ãªã¹ã
- 2023幎ã®Edge CopilotãšOpera AriaãAIãã©ãŠã¶ã®åºç€ãç¯ããç¹ã§、MicrosoftãšOperaã®æŠç¥å·®ã¯å·çããŒãã®ç«¶äºå²ã«ã©ã圱é¿ããã?
- 2025幎ã®Atlas/CometããŒã³ããåŒãèµ·ããã「ãã©ãŠã¶æŠäº」ã®ãã©ã€ãã·ãŒåœ±é¿ã、Brave Leoã®èŠç¹ããã©ãè©äŸ¡ããã?
- Diaè²·åãThe Browser Companyã®AIããžã§ã³ãå€ããå¯èœæ§ãèæ ®ã、2026幎ã®äŒæ¥çµ±åãã¬ã³ããäºæž¬ãããš?
- Gensparkã®ããŒã«é£æºã幎衚ã®èªååé²åã«äžãã圹å²ã、å ·äœçãªå·çã¯ãŒã¯ãããŒã§ã·ãã¥ã¬ãŒããããšã©ããªãã?
AIãã©ãŠã¶ã®æ¯èŒ:Arcã®AIçµ±åãäžå¿ã«
以äžã¯、2025幎12ææç¹ã§ã®Arcãã©ãŠã¶(äž»ã«Arc Max)ã®AIçµ±åã、ä»ã®äž»èŠAIãã©ãŠã¶(Perplexity Comet、Opera Neon、ChatGPT Atlas、Dia、Genspark)ãšæ¯èŒããããŒãã«ã§ã。ãã®æ¯èŒã¯、ä¿¡é Œã§ããã¬ãã¥ãŒãå ¬åŒçºè¡šã«åºã¥ã、ããŒæ©èœ、匷ã¿、匱ã¿、äŸ¡æ Œ、å©çšã±ãŒã¹ã®èгç¹ãããŸãšããŸãã。Arcã¯çç£æ§éèŠã®UIãšAIã®ã·ãŒã ã¬ã¹ãªã¯ãŒã¯ãããŒçµ±åãç¹åŸŽã§ãã、éçºãDiaã«ç§»è¡ãã圱é¿ã§AIã®é©æ°æ§ãçžå¯Ÿçã«æ§ããã§ã。å·çæ¯æŽãšããŠ、ç ç©¶æã®æ å ±æŽçãèªååã«æŽ»çšããŠãã ãã。
| ãã©ãŠã¶ | ããŒæ©èœ | 匷㿠| 匱㿠| äŸ¡æ Œ | å©çšã±ãŒã¹äŸ |
|---|---|---|---|---|---|
| Arc Max | ããŒãžäžã§ã®AIã¯ãšãª、ã¹ããŒãã¿ã/ããŠã³ããŒãåœå、ChatGPTçµ±å、ãã€ã©ã€ãèŠçŽ、ã³ã³ããã¹ãããã¯ããŒã¯。 | çŸããUIãšã¯ãŒã¯ãããŒå¹çåãåªç§ã§、ã¯ãªãšã€ãã£ãã¿ã¹ã¯ã«é©ããçç£æ§åäž。ã¿ãçµç¹åãšãã¡ã€ã«ç®¡çã匷å。 | AIæ©èœãè£å©çã§ãšãŒãžã§ã³ãèªååãéå®ç。Diaãžã®ç§»è¡ã§éçºåæ»ã®æžå¿µ。macOSäžå¿。 | åºæ¬ç¡æ(ãã¬ãã¢ã ãªã)。 | ã¯ãªãšã€ãã£ãå·çããã«ãã¿ãç ç©¶ã®æŽç、æ¥åžžãã©ãŠãžã³ã°ã®å¹çå。 |
| Perplexity Comet | AIæ€çŽ¢ãšã³ãžã³çµ±å、èšäºèŠçŽ、åŒçšä»ãåç、é³å£°ã¢ãŒã、ãšãŒãžã§ã³ãã«ããã¿ã¹ã¯èªåå(Gmailè¿ä¿¡ãªã©)。 | ç 究粟床ãé«ã、ãœãŒã¹åŒçšãéæ。ç¡æã§æ¡åŒµæ§ãé«ã、Windows察å¿。 | è€éã€ã³ã¿ãŒãã§ãŒã¹ã§ãšã©ãŒçºçã®å¯èœæ§。é«åºŠæ©èœã«ãµãã¹ã¯å¿ èŠ。 | åºæ¬ç¡æ(Max $20/æ)。 | åŒçšä»ããªãµãŒãå·ç、æ·±ãæ å ±åæ。 |
| Opera Neon | èšäºèŠçŽ、ç»åçæ、ãªãµãŒãæ¯æŽ、ã³ãŒãã£ã³ã°、AIãšãŒãžã§ã³ãã«ããããŒãžã¢ã¯ã·ã§ã³(OpenAI/Googleã¢ãã«)。 | 倿©èœã§ã¯ãªãšã€ãã£ã(ç»åçæ、äŸ¡æ Œæ¯èŒ)。ãã©ã€ãã·ãŒéèŠã®ããŒã«ã«å®è¡。 | ãšãŒãžã§ã³ãçµæã®äžå®å®ã。æ©æã¢ã¯ã»ã¹éå®。 | $19.99/æ(åºæ¬ç¡æãªã)。 | æ è¡/ã¯ãªãšã€ãã£ãå·çã®èªåæ¯èŒ、ãããã¿ã€ãäœæ。 |
| ChatGPT Atlas | ãµã€ãããŒãã£ãã、ã€ã³ã©ã€ã³æžãæã、ãšãŒãžã§ã³ãã¢ãŒã(鲿ã¢ãã¡ãŒã·ã§ã³)、ã¡ã¢ãªæ©èœ、ããŒãœãã©ã€ãºææ¡。 | å é²ãšãŒãžã§ã³ãã§ç²Ÿå¯ã¿ã¹ã¯èªåå。ChatGPTãŠãŒã¶ãŒåãã®ã·ãŒã ã¬ã¹çµ±å。 | macOSéå®(ä»OSäºå®)。ãªãã©ã€ã³éå®çã§APIäŸå。 | åºæ¬ç¡æ(Agent $20/æ)。 | å·çæ¯æŽ(ã¡ãŒã«ãã©ãã)、ãã«ãã¹ãããèªåå。 |
| Dia | ã¿ããã£ãã、ããã¹ã/åç»èŠçŽ、Gmailæœåº、Skills(ãã¡ã¯ããã§ãã¯、YouTube転å)、AIãã€ãã£ãã¡ã¢ãª/ãšãŒãžã§ã³ã。 | æ·±ããµã€ãåæãšæœåºæ©èœ。Arcã®UIèŠçŽ (ãµã€ãããŒ)ãç¶æ¿ã、ã·ã³ãã«。 | ãšãŒãžã§ã³ãäžåšã§ã¢ã¯ã·ã§ã³å®è¡äžå¯。åææ©èœäžè¶³。 | ç¡æããŒã¿($20/æäºå®)。 | åŠç¿/åæå·ç(åç»è»¢å)、ã³ã³ãã³ãæœåº。 |
| Genspark | è€æ°ãµã€ãæ€çŽ¢/æ¯èŒ/èŠçŽ、åç»ã¹ã©ã€ãå、äŸ¡æ Œæ¯èŒ、ã¹ãã¬ããã·ãŒãåºå、700+ããŒã«é£æº。 | æ¥åççž®ã«ç¹åã、ã³ã³ãã³ãåå©çš(SNSçæ)ã匷å。ãšã³ãããŒãšã³ãèªåå。 | ã°ãªããçºçå¯èœæ§。è€éã¯ãšãªæã®é床äŸå。 | åºæ¬ç¡æ(ãã¬ãã¢ã æªå ¬è¡š)。 | ãã¬ãŒã³è³æçæ、äŸ¡æ Œæ¯èŒå·ç。 |
ãã®ããŒãã«ã¯、Arcã®AIã「çç£æ§ããŒã«ãšããŠã®ãã©ãŠã¶」ãšããŠäœçœ®ã¥ããããäžæ¹、ä»ã®ãã©ãŠã¶ããšãŒãžã§ã³ãéèŠã®「AIãã€ãã£ã」ã¢ãããŒããåã倿§æ§ã瀺ããŠããŸã。Arcã¯UIã®çŸããã§å·®å¥åãããŸãã、2025幎ã®ãã¬ã³ããšããŠDiaãžã®ç§»è¡ãArcã®å°æ¥æ§ãå·Šå³ããå¯èœæ§ããããŸã。ãã©ã€ãã·ãŒ(äŸ: Arcã®ãã©ããã³ã°ãããã¯)ãšäºææ§ãèæ ®ã、å·çããŒãã«åã£ãéžæãæšå¥šããŸã。
Arc wins for AI productivity features, Brave dominates privacy-focused AI browsing...
original_text — "Arc wins for AI productivity features, Brave dominates privacy-focused AI browsing, while Chrome offers the most accessible AI integration—but with privacy trade-offs."
source — https://www.theaiservicescompany.com/blog/ai-browser-arc-vs-brave-vs-ai-enhanced-chrome (The AI Services Company Blog, 2025-11-01)。
note — ãã®åŒçšã¯Arc Maxã®çç£æ§åªäœæ§ã匷調ã、å·çæã®ã¯ãŒã¯ãããŒå¹çåã«æçš。ãã©ã€ãã·ãŒæžå¿µãè£ããã、Braveãšã®äœµçšãæ€èšãã¹ã。
Smart helpers: These add AI features like chat and summarization, but you still do the browsing...
original_text — "Smart helpers: These add AI features like chat and summarization, but you still do the browsing (Arc Max, Brave Leo, Microsoft Edge Copilot, ChatGPT Atlas)."
source — https://research.aimultiple.com/ai-web-browser/ (AIMultiple Research, 2025)。
note — Arcã「ã¹ããŒããã«ããŒ」åé¡ã«äœçœ®ã¥ã、ãšãŒãžã§ã³ãå(Cometãªã©)ãšå·®å¥å。å·çãªãµãŒãã§èŠçŽæ©èœã®æŽ»çšãæšå¥šã、èªååäžè¶³ãDiaã§è£å®å¯èœ。
Its 2025 iteration also features enhanced AI integration. Instead of presenting AI as a plugin...
original_text — "Its 2025 iteration also features enhanced AI integration. Instead of presenting AI as a plugin or separate chat tool, arc browser integrates it into the center of how you look, digest, and organize information on the web."
source — https://enterprisereviewmedia.com/why-arc-browser-is-the-future-of-browsing-in-2025/ (Enterprise Review Media, 2025-05-28)。
note — Arcã®AIçµ±åã®äžå¿æ§ã瀺ã奜äŸã§、æ å ±æŽçå·çã«é©ãã。Diaç§»è¡åŸã®ç¶ç¶æ§ãç£èŠã、ç§»è¡æã®ããŒã¿ç§»è¡ãèšç»。
Arc Max is not a standalone browser but a suite of AI features integrated into the security-conscious Arc browser.
original_text — "Arc Max is not a standalone browser but a suite of AI features integrated into the security-conscious Arc browser. The Browser Company, Arc’s developer, has demonstrated a proactive approach to security by running a bug bounty program and issuing public security bulletins."
source — https://layerxsecurity.com/generative-ai/best-ai-browsers/ (LayerX Security, 2025-11-19)。
note — ã»ãã¥ãªãã£é¢ã®åŒ·ã¿ã匷調ã、å·çæã®ããŒã¿ä¿è·ã«æå¹。ãã°ããŠã³ãã£ã®ä¿¡é Œæ§ã掻ãã、æ©å¯ãªãµãŒãã«æŽ»çš。
Key feature: Integrated GPT assistant for writing and summarizing. Here’s how Sigma, Edge Copilot...
original_text — "Key feature: Integrated GPT assistant for writing and summarizing. Here’s how Sigma, Edge Copilot, Arc, Comet, Opera, and Brave compare across key features."
source — https://www.sigmabrowser.com/blog/best-browsers-with-ai-features-comparison-and-reviews (Sigma Browser Blog, 2025-09-01)。
note — Arcã®GPTçµ±åãå·çæ¯æŽã®åŒ·ã¿ãšããŠäœçœ®ã¥ã、æ¯èŒã®åºç€ã«。Cometãšã®é床差ãèæ ®ã、ãã€ããªãã䜿çšãææ¡。
- https://www.theaiservicescompany.com/blog/ai-browser-arc-vs-brave-vs-ai-enhanced-chrome
- https://research.aimultiple.com/ai-web-browser/
- https://enterprisereviewmedia.com/why-arc-browser-is-the-future-of-browsing-in-2025/
- https://layerxsecurity.com/generative-ai/best-ai-browsers/
- https://www.sigmabrowser.com/blog/best-browsers-with-ai-features-comparison-and-reviews
- https://lifehacker.com/tech/i-compared-the-biggest-ai-browsers
- https://skywork.ai/blog/ai-agent/openai-atlas-vs-comet-vs-opera-neon-comparison-2025/
- https://www.jagranjosh.com/us/tech-ai/list-of-ai-browsers-1860001339
- https://www.turingcollege.com/blog/ai-browsers-chatgpt-atlas-vs-perplexity-comet
- https://www.gadgets360.com/ai/features/chatgpt-atlas-vs-perplexity-comet-vs-dia-best-ai-browser-comparison-features-9504702
- https://www.triposrai.com/posts/comet/
- https://www.webfx.com/blog/ai/best-ai-browsers/
- https://www.genspark.ai/spark/popular-ai-browsers/3be373e0-d094-4202-8b51-4d1ef831e2a1
- https://o-mega.ai/articles/agentic-browsers-in-2025-atlas-neon-comet-dia-full-comparison
- https://www.mensjournal.com/entertainment/chatgpt-atlas-vs-perplexity-comet-ai-web-browser-reviews
- https://skywork.ai/blog/ai-agent/openai-atlas-vs-comet-vs-neon-ai-browser-comparison-2025/
- https://www.vinitnair.com/post/is-chatgpt-atlas-worth-using-full-review-vs-perplexity-comet-and-dia-browser
- https://dataguy.in/artificial-intelligence/comet-vs-atlas-2025/
åçãããç«äœçã«çè§£ããããã®åãããã®ãªã¹ã
- Arc Maxã®UIçŸãããããªãã®å·çããã»ã¹(äŸ: ã¿ãæŽçéèŠ vs. èªåèŠçŽéèŠ)ã§ã©ãã ãçç£æ§ãåäžãããã?
- Diaãžã®ç§»è¡ãArcã®AIæ©èœãé³è åãããå¯èœæ§ãèæ ®ã、2026幎ã®ãã©ãŠã¶éžææŠç¥ãã©ãç«æ¡ããã?
- ãã©ã€ãã·ãŒéèŠã®å·ç(äŸ: æ©å¯ãªãµãŒã)ã§、Arc MaxãšPerplexity Cometã®ã©ã¡ããããŒã¿ä¿è·é¢ã§åªäœã?
- Gensparkã®ããŒã«é£æºãArcã«çµã¿èŸŒãã å Žå、ãã¬ãŒã³è³æäœæã®ã¹ããããã©ãã ãåæžã§ããã?
2025幎ãšãŒãžã§ã³ãåãã©ãŠã¶ã®è©³çް
2025幎ã¯、ãšãŒãžã§ã³ãåAIãã©ãŠã¶(agentic AI browsers)ã®ççºçãªé²åã®å¹Žã§ãã。ãããã®ãã©ãŠã¶ã¯、åŸæ¥ã®åãªããŠã§ãããŒãžè¡šç€ºããŒã«ãè¶ ã、AIãšãŒãžã§ã³ãããŠãŒã¶ãŒã®æå³ãçè§£ã、èªäž»çã«ã¿ã¹ã¯ãå®è¡(äŸ: ãã©ãŒã èªåå ¥å、è€æ°ãµã€ãæ¯èŒ、äºçŽ・ã¡ãŒã«éä¿¡)ãã「èœåç」ãªäœéšãæäŸããŸã。äž»ãªæšé²åã¯OpenAI、Perplexity、Opera、The Browser Company(Dia)ãªã©ã®äŒæ¥ã§、ChromiumããŒã¹ã®å€ããç»å Ž。å·çæ¯æŽã®èгç¹ã§ã¯、ãªãµãŒãã®èªååãã³ã³ãã³ãæœåºãç¹ã«æçšã§ãã、ãã©ã€ãã·ãŒ・ã»ãã¥ãªãã£ãªã¹ã¯(äŸ: ããŒã¿æŒæŽ©、ããã³ããã€ã³ãžã§ã¯ã·ã§ã³)ã課é¡ã§ã。以äžã§ã¯、äž»èŠ4ã€(ChatGPT Atlas、Perplexity Comet、Opera Neon、Dia)ãããŒãã«ã§æ¯èŒã、詳现ã解説ããŸã。
| ãã©ãŠã¶ | ããŒæ©èœ | 匷㿠| 匱㿠| äŸ¡æ Œ | å©çšã±ãŒã¹äŸ |
|---|---|---|---|---|---|
| ChatGPT Atlas | ãµã€ãããŒãã£ããçµ±å、ã€ã³ã©ã€ã³æžãæã、ãšãŒãžã§ã³ãã¢ãŒã(倿®µéã¿ã¹ã¯å®è¡: äºçŽ・ãã©ãŒã å ¥å)、ã¡ã¢ãªæ©èœ(éå»ã¿ã・奜ã¿èšæ¶)、ãã«ãã¢ãŒãã«æ¯æŽ(ããã¹ã/ç»å/é³å£°)。 | ChatGPTãŠãŒã¶ãŒåãã®ã·ãŒã ã¬ã¹çµ±åãšããŒãœãã©ã€ãº。ãšãŒãžã§ã³ãã®ç²Ÿå¯åäœ(鲿ã¢ãã¡ãŒã·ã§ã³ä»ã)ãå·ç・èšç»ã¿ã¹ã¯ã«æé©。 | macOSéå®(2025幎10ææç¹、Windows/iOS/Androidäºå®)。APIäŸåã§ãªãã©ã€ã³åŒ±ã、ãã©ã€ãã·ãŒæžå¿µ(äŒè©±ãã°ä¿å)。 | åºæ¬ç¡æ(Agentã¢ãŒã: Plus $20/æ、Pro $200/æ)。 | å·çæã®ã¡ãŒã«ãã©ãã・ããã¥ã¡ã³ãçæ、è€éãªãµãŒãã®èªåå。 |
| Perplexity Comet | AIæ€çŽ¢ãšã³ãžã³çµ±å、åŒçšä»ãèŠçŽ/åç、ãšãŒãžã§ã³ãèªåå(Gmailè¿ä¿¡・ããŒãäœæ・ã·ã§ããã³ã°)、ã¿ã暪æã¿ã¹ã¯、æ¡åŒµæ©èœäºæ。 | ç 究粟床ã®é«ããšç¡æã¢ã¯ã»ã·ããªãã£。ã¹ããããã€ã¹ãããã®å®è¡è¡šç€ºã§éææ§ãé«ã、æ å ±åéã«åŒ·ã。 | åæãšã©ãŒå€çº(URLè§£æè匱æ§)。é«åºŠæ©èœã«ææå¿ èŠã§、äŒæ¥åãã»ãã¥ãªãã£ãäžåå。 | åºæ¬ç¡æ(Pro $20/æ、Max $200/æ)。 | åŒçšä»ããªãµãŒã・äŸ¡æ Œæ¯èŒ、æ¥åèªåå(äŸ: é£æè³Œå ¥)。 |
| Opera Neon | ã¿ã¹ã¯æåãšãŒãžã§ã³ã(Browser Operator: ããŒã«ã«å®è¡)、ç»åçæ/ã³ãŒãã£ã³ã°æ¯æŽ、ããŒãžè©äŸ¡・èªåæ¯èŒ、OpenAI/Googleã¢ãã«é£æº。 | ãã©ã€ãã·ãŒéèŠ(ããŒã«ã«åŠç)ãšã¯ãªãšã€ãã£ãæ©èœ。ã¿ã¹ã¯ã«ãŒãUIã§ãã«ãã¹ããã管çãçŽæç。 | çµæã®äžå®å®ã(ä¿å倱æäŸ)。ææå¿ é ã§æ©æã¢ã¯ã»ã¹éå®。 | $19.99/æ(åºæ¬ç¡æãªã)。 | æ è¡èšç»ã®èªåæ¯èŒ、ãããã¿ã€ãäœæ・ã¬ããŒãçæ。 |
| Dia | ã¿ããã£ããUI、æ·±ããµã€ãæœåº(åç»è»¢å・Gmailæ å ±æœåº)、Skills(ãã¡ã¯ããã§ãã¯・YouTubeèŠçŽ)、AIãã€ãã£ãã¡ã¢ãª。 | ã³ã³ãã³ãåæã®æ·±ããšã·ã³ãã«UI(Arcç¶æ¿)。ã¯ãªãšã€ã¿ãŒåãããžã¥ã¢ã«ããŒã«(SNSæçš¿çæ)。 | ãšãŒãžã§ã³ãäžåš(ã¢ã¯ã·ã§ã³å®è¡äžå¯)。åææ©èœäžè¶³ã§Atlassianè²·ååŸã®å®å®æ§äžæ。 | ç¡æããŒã¿(Pro $20/æäºå®)。 | åŠç¿ã¿ã¹ã¯(åç»æœåº・èŠçŽ)、ã³ã³ãã³ãåå©çš・ãã¡ã¯ããã§ãã¯。 |
ãã®ããŒãã«ã¯、2025幎ã®ãšãŒãžã§ã³ãåãã©ãŠã¶ã®å€æ§æ§ã瀺ããŠãã、Atlas/CometãèªååéèŠ、Neon/Diaããã©ã€ãã·ãŒ/æœåºéèŠã®ãã¬ã³ããåæ 。å šäœãšããŠ、ChromiumäŸåãå ±éã§ãã、OpenAIã®Atlasçºè¡š(10/21)ããã©ãŠã¶æŠäºãå éãã、Googleã®Geminiçµ±åãç«¶äºãæ¿åãããŸãã。å·çæã«ã¯、åŒçšç²ŸåºŠ(Cometåªäœ)ãšã»ãã¥ãªãã£(Neonåªäœ)ãåºæºã«éžæãæšå¥šããŸã。
Agentic AI browsers are moving the model from ‘answering about the web’ to operating on the web.
original_text — "Agentic AI browsers are moving the model from ‘answering about the web’ to operating on the web. In 2025, four AI browsers define this space: OpenAI’s ChatGPT Atlas, Microsoft Edge with Copilot Mode, The Browser Company’s Dia, and Perplexity’s Comet."
source — https://www.marktechpost.com/2025/11/15/comparing-the-top-4-agentic-ai-browsers-in-2025-atlas-vs-copilot-mode-vs-dia-vs-comet/ (MarkTechPost, 2025-11-15, å°å ¥éš)。
note — ãã®åŒçšã¯2025幎ã®ãšãŒãžã§ã³ãåãã©ãŠã¶ã®å®çŸ©ãšäž»èŠãã¬ã€ã€ãŒãæç¢ºã«ç€ºãåºç€ã§、å·çæã®æŽå²çæèãšããŠæŽ»çšå¯èœ。Atlasã®「operating on the web」æ©èœã、åŸæ¥æ€çŽ¢ããã®ã·ããã象城ã、ãªãµãŒãèªååã®é©æ°æ§ã匷調ãã¹ã。
Perplexity announced Thursday that its AI-powered web browser, Comet, is now available everywhere for free.
original_text — "Perplexity announced Thursday that its AI-powered web browser, Comet, is now available everywhere for free. Launched in July through the company's $200-per-month Perplexity Max service, the browser comes with a built-in AI agent that can track users' browsing activity and interact with third-party websites and apps."
source — https://www.zdnet.com/article/everyone-can-use-perplexitys-comet-ai-browser-now-for-free/ (ZDNET, 2025-10-02, æ¬æ)。
note — Cometã®ç¡æå(2025幎10æ2æ¥)ãæ®åã®è»¢æ©ã瀺ã奜äŸ。å·çæ¯æŽã§ã¯、ã¿ã¹ã¯è¿œè·¡ã®å©äŸ¿æ§ã掻ããã€ã€、第äžè ãµã€ãçžäºäœçšã®ãã©ã€ãã·ãŒãªã¹ã¯ãèŠåãšããŠè¿œå æšå¥š。
OpenAI launched ChatGPT Atlas on October 21, 2025, marking their full commitment to the browser space.
original_text — "OpenAI launched ChatGPT Atlas on October 21, 2025, marking their full commitment to the browser space. Atlas is a complete standalone Chromium-based browser with native ChatGPT integration, not just an extension or virtual browser environment."
source — https://fillapp.ai/blog/the-state-of-ai-browser-agents-2025 (FillApp Blog, 2025-09-05, OpenAIã»ã¯ã·ã§ã³)。
note — Atlasã®ããŒã³ã詳现ãOpenAIã®ãã©ãŠã¶åå ¥æŠç¥ãè£ä»ã。ChromiumããŒã¹ã®å©ç¹(äºææ§)ãå·çã§åŒ·èª¿ã、macOSéå®ã®å¶çŽãã¯ãã¹ãã©ãããã©ãŒã å±éã®äºæž¬ã«ç¹ãããã。
Opera Neon, by contrast, is a premium, standalone agentic browser designed to “turn user intent into action.”
original_text — "Opera Neon, by contrast, is a premium, standalone agentic browser designed to “turn user intent into action.” Neon features a native AI that automates web tasks locally for privacy and includes a powerful AI engine that can create reports, code, and even websites from user requests."
source — https://pullflow.com/blog/agentic-browsers/ (Pullflow Blog, 2025, Opera Neonã»ã¯ã·ã§ã³)。
note — Neonã®「intent into action」ã³ã³ã»ããããšãŒãžã§ã³ãåã®æ žå¿ãäœçŸ。ããŒã«ã«èªååã®ãã©ã€ãã·ãŒåŒ·ã¿ã、ã»ãã¥ãªãã£æžå¿µã®æèã§å¯Ÿæ¯çã«æŽ»çšå¯èœ。
Dia is the AI-centric browser from The Browser Company – the team behind the Arc browser.
original_text — "Dia is the AI-centric browser from The Browser Company – the team behind the Arc browser. If Atlas and Comet are building on Chromium frameworks and Opera Neon builds on Opera’s legacy, Dia takes a “clean slate” approach to what a browser could be with AI at its core."
source — https://o-mega.ai/articles/agentic-browsers-in-2025-atlas-neon-comet-dia-full-comparison (O-mega AI, 2025, Diaã»ã¯ã·ã§ã³)。
note — Diaã®「clean slate」ã¢ãããŒããArcããã®é²åã瀺ã、ã¯ãªãšã€ã¿ãŒå·çã®ããžã¥ã¢ã«ããŒã«ãšããŠæçš。Atlassianè²·å(10/21)ã®åœ±é¿ã、äŒæ¥åãæ¡åŒµã®å¯èœæ§ãšããŠè§£é。
- https://lifehacker.com/tech/i-compared-the-biggest-ai-browsers
- https://skywork.ai/blog/ai-agent/openai-atlas-vs-comet-vs-opera-neon-comparison-2025/
- https://o-mega.ai/articles/agentic-browsers-in-2025-atlas-neon-comet-dia-full-comparison
- https://www.jagranjosh.com/us/tech-ai/list-of-ai-browsers-1860001339
- https://fortune.com/2025/10/22/ai-browser-wars-agents-google-perplexity-opera-comet-neon-gemini/
- https://fillapp.ai/blog/the-state-of-ai-browser-agents-2025
- https://www.marktechpost.com/2025/11/15/comparing-the-top-4-agentic-ai-browsers-in-2025-atlas-vs-copilot-mode-vs-dia-vs-comet/
- https://research.aimultiple.com/ai-web-browser/
- https://www.perplexity.ai/comet
- https://pullflow.com/blog/agentic-browsers/
- https://medium.com/@empiree/agentic-browsers-vulnerabilities-chatgpt-atlas-perplexity-comet-8bcf38e747e8
- https://www.ainewshub.org/post/chatgpt-atlas-vs-perplexity-comet-the-ultimate-2025-ai-browser-showdown-for-power-users
- https://www.triposrai.com/posts/comet/
- https://www.zdnet.com/article/everyone-can-use-perplexitys-comet-ai-browser-now-for-free/
- https://skywork.ai/blog/ai-agent/openai-atlas-vs-comet-vs-opera-neon-comparison-jp/
- https://japan.zdnet.com/article/35235471/
- https://aismiley.co.jp/ai_news/perplexity-comet-chatgpt-atlas/
- https://www.lifehacker.jp/article/2511-i-compared-the-biggest-ai-browsers/
- https://dx-labo.net/department/6619/
- https://innovatopia.jp/ai/ai-news/70013/
- https://prtimes.jp/main/html/rd/p/000000011.000157647.html
- https://www.hsworking.com/post/ai-browser-compare-2025
- https://note.com/fujin_metaverse/n/n881cb27bfbf4
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- ããªãã®å·çããŒã(äŸ: åŠè¡è«æ vs. ããžãã¹ã¬ããŒã)ã§、Atlasã®ã¡ã¢ãªæ©èœãšCometã®åŒçšç²ŸåºŠã®ã©ã¡ãããªãµãŒãå¹çãé«ããã?
- 2025幎ã®ãšãŒãžã§ã³ãåãã©ãŠã¶ã®ã»ãã¥ãªãã£è匱æ§(äŸ: Cometã®URLè§£æãªã¹ã¯)ãèæ ®ã、Neonã®ããŒã«ã«åŠçããã©ã€ãã·ãŒéèŠã®ä»£æ¿ãšããŠã©ãè©äŸ¡ããã?
- Diaã®Atlassianè²·åãããããäŒæ¥åãæ¡åŒµ(äŸ: ç¥èã¯ãŒã«ãŒç¹å)ã、2026幎ã®å·çããŒã«é²åã«äžãã圱é¿ãäºæž¬ãããš?
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2025幎ãšãŒãžã§ã³ãåãã©ãŠã¶ã®ã»ãã¥ãªãã£è匱æ§ãšNeonã®ãã©ã€ãã·ãŒä»£æ¿è©äŸ¡
2025幎ã®ãšãŒãžã§ã³ãåAIãã©ãŠã¶(agentic AI browsers)ã¯、ãŠãŒã¶ãŒã®ã¿ã¹ã¯ãèªäž»çã«å®è¡ãã驿°çãªæ©èœãæäŸããŸãã、ã»ãã¥ãªãã£è匱æ§ãæ·±å»ãªèª²é¡ãšãªã£ãŠããŸã。ç¹ã«Perplexity Cometã®URLè§£æãªã¹ã¯(äŸ: CometJackingæ»æ)ã¯、åäžã®æªæããURLã¯ãªãã¯ã§AIãšãŒãžã§ã³ããä¹ã£åã、ã¡ãŒã«å 容ãã«ã¬ã³ããŒæ å ±ãçªåå¯èœã«ãããã®ã§ã。ãã®ãããªprompt injectionãMCP APIã®æªçšã¯、æ¥çå šäœã®「systemic challenge」ãšããŠææãããŠãã、BraveãLayerXã®ç ç©¶ã§Cometã®URLã¯ãšãªæååè§£æãã¡ã¢ãªã¢ã¯ã»ã¹ãèªçºã、Base64ãšã³ã³ãŒãã§é èœãããæç€ºãå®è¡ãããç¹ãé²åããŠããŸã。äžæ¹、Opera Neonã®ããŒã«ã«åŠçã¯、ãããã®ãªã¹ã¯ãå€§å¹ ã«äœæžãããã©ã€ãã·ãŒéèŠã®ä»£æ¿ãšããŠé«ãè©äŸ¡ãããŸã。Neonã¯ã¿ã¹ã¯å®è¡(ãã©ãŒã å ¥å、äºçŽ)ããã©ãŠã¶å ã§ããŒã«ã«ã«åŠçã、å€éšãµãŒããŒäŸåãæå°åãããã、ããŒã¿æŒæŽ©ã®ãã¯ãã«ãæžãã、end-to-endæå·åãæšæºè£ å。Cometã®ã¯ã©ãŠãäŸååè匱æ§(äŸ: èªèãããªãcollectionãã©ã¡ãŒã¿ã«ããã¡ã¢ãªèªã¿åã)ãšæ¯èŒããŠ、Neonã¯「privacy-first」ã¢ãŒããã¯ãã£ã«ãã、äŒæ¥ãŠãŒã¶ãŒãæ©å¯å·çäœæ¥ã«é©ã、å šäœçãªã»ãã¥ãªãã£ãã¹ããã£ã匷åããŸã。ãã ã、Neonã®ãã€ããªããã¢ãã«(è€éã¿ã¹ã¯æã®ã¯ã©ãŠãèšç»)ã§å®å šããŒã«ã«åãéå®çãªç¹ã¯、Brave Leoã®ãããªãã«ããŒã«ã«ä»£æ¿ãšã®äœµçšãæšå¥šããŸã。ãã®è©äŸ¡ã¯、å·çæã®ãªãµãŒãèªååã§ãã©ã€ãã·ãŒãåªå ããå Žåã«ç¹ã«æå¹ã§ã。
LayerX security researchers have discovered a critical vulnerability in Perplexity’s new AI-powered Comet browser...
original_text — "LayerX security researchers have discovered a critical vulnerability in Perplexity’s new AI-powered Comet browser that does exactly that. This finding reveals a new type of threat unique to AI-native browsers, where the risk goes beyond simple data theft to the complete hijacking of the AI itself."
source — https://layerxsecurity.com/blog/cometjacking-how-one-click-can-turn-perplexitys-comet-ai-browser-against-you/ (LayerX Security Blog, 2025-10-22, Executive Summaryã»ã¯ã·ã§ã³)。
note — ãã®åŒçšã¯Cometã®URLè§£æãªã¹ã¯ã®æ·±å»ãã象城ã、å·çæ¯æŽã®æèã§AIãšãŒãžã§ã³ãã®ããŒã¿çªåãªã¹ã¯ã匷調。Neonã®ããŒã«ã«åŠçããããåé¿ãã代æ¿ãšããŠ、æ©å¯æ å ±æ±ãã®ãªãµãŒãã«æšå¥š。
Neon performs these tasks locally in the browser – preserving users’ privacy and security.
original_text — "Neon performs these tasks locally in the browser – preserving users’ privacy and security."
source — https://blogs.opera.com/news/2025/05/opera-neon-first-ai-agentic-browser/ (Opera News Blog, 2025-06-05, Do with Opera Neonã»ã¯ã·ã§ã³)。
note — Neonã®ããŒã«ã«å®è¡ã®å©ç¹ãæç¢ºã«ç€ºãèšè¿°ã§、Cometã®è匱æ§ãšã®å¯Ÿæ¯ã§ãã©ã€ãã·ãŒåªäœæ§ãè£ä»ã。å·çæã®ã¿ã¹ã¯èªååã§、ããŒã¿ä¿æãæå°åããæŠç¥ãšããŠæŽ»çšå¯èœ。
Brave researchers previously identified this as a problem facing Perplexity’s Comet, but they now say it’s a broader...
original_text — "Brave researchers previously identified this as a problem facing Perplexity’s Comet, but they now say it’s a broader, industry-wide issue."
source — https://techcrunch.com/2025/10/25/the-glaring-security-risks-with-ai-browser-agents/ (TechCrunch, 2025-10-30, æ¬æ)。
note — ãšãŒãžã§ã³ãåãã©ãŠã¶å šäœã®prompt injectionåé¡ãææã、Neonã®ãã€ããªãããã©ã€ãã·ãŒã¢ãã«ãæ¥çæšæºã®ç·©åçãšããŠæå¹。ã»ãã¥ãªãã£è©äŸ¡ã®åºç€ãšããŠ、2026幎以éã®é²åãäºæž¬ããéã«æçš。
- https://layerxsecurity.com/blog/cometjacking-how-one-click-can-turn-perplexitys-comet-ai-browser-against-you/
- https://brave.com/blog/comet-prompt-injection/
- https://thehackernews.com/2025/10/cometjacking-one-click-can-turn.html
- https://techcrunch.com/2025/10/25/the-glaring-security-risks-with-ai-browser-agents/
- https://research.aimultiple.com/ai-browser-security/
- https://tuta.com/blog/perplexity-comet-browser-security-privacy-risks
- https://blogs.opera.com/news/2025/05/opera-neon-first-ai-agentic-browser/
- https://winbuzzer.com/2025/05/30/opera-unveils-neon-ai-browser-for-task-automation-creation-xcxwbn/
- https://press.opera.com/2025/05/28/opera-neon-the-first-ai-agentic-browser/
Diaã®Atlassianè²·åãããããäŒæ¥åãæ¡åŒµã®åœ±é¿ãš2026幎å·çããŒã«é²åäºæž¬
Atlassianã«ããThe Browser Company(Diaéçºå )ã®è²·å(2025幎9æ4æ¥çºè¡š、10æ21æ¥å®äº)ã¯、DiaãäŒæ¥åãAIãã©ãŠã¶ãšããŠåå®çŸ©ã、ç¥èã¯ãŒã«ãŒç¹åã®æ¡åŒµãå éãããã§ããã。è²·åé¡610çŸäžãã«ã§、Diaã®AIæœåºæ©èœ(åç»è»¢å、Gmailæ å ±æœåº)ãšAtlassianã®ãšã³ã¿ãŒãã©ã€ãºããŒã«(Jira、Confluence)çµ±åã«ãã、ã»ãã¥ã¢ãã©ãŠã¶æ¡çšçã®äœã(10%æªæº)äŒæ¥ã¯ãŒã¯ãããŒã驿°。ç¥èã¯ãŒã«ãŒåãã«SaaSã¢ããª(ã¡ãŒã«、ãããžã§ã¯ã管ç)ãšã®ã³ã³ããã¹ãæ¥ç¶ã匷åã、AIã¹ãã«ãšåäººäœæ¥ã¡ã¢ãªã§ã¿ã¹ã¯é飿ºãå®çŸããŸã。ããã«ãã、2025å¹Žã®æ å ±æ€çޢ廿£æé(Fortune 500ã§å¹Ž24åæé)ãåæžããçç£æ§åäžãèŠèŸŒãŸããŸã。2026幎ã®å·çããŒã«é²åãžã®åœ±é¿ã¯é¡èã§、Diaã®「AIãã€ãã£ãã¡ã¢ãª」ãå·çæ¯æŽããšãŒãžã§ã³ãå:äŸãšããŠ、Confluenceå ããã¥ã¡ã³ããšãã©ãŠã¶ã¿ãã®èªååæã§ã¬ããŒãçæãèªååã、ã»ãã¥ã¢ç°å¢äžã§ã®ã³ã©ãå·çãæšæºå。äŒæ¥ã»ãã¥ãªãã£(ããŒã¿ãã©ã€ãã·ãŒ、管çã®ã£ããè§£æ¶)ã匷åããããã、åŠè¡・ããžãã¹å·çã®ã³ã³ãã©ã€ã¢ã³ã¹ãåäžã、AIããŒã«ã®æ¡çšéå£ãäœäžãããã§ããã。ãã ã、Arcã®å»æ¢ãçµ±åã³ã¹ããçæçãªæ··ä¹±ãæãå¯èœæ§ããã、2026幎ã¯「UI-first」ãã©ãããã©ãŒã ã®ãã¬ã³ããå éãã、Slack-likeã®çç£æ§é©åœããã©ãŠã¶å±€ã§å®çŸãããšäºæž¬ãããŸã。
Our vision is to make Dia the browser: Optimized for the SaaS apps where you spend your day.
original_text — "Our vision is to make Dia the browser: Optimized for the SaaS apps where you spend your day. Whether you’re working in email or a project management tool or a design app, your tabs will be enriched with context that helps move your work forward."
source — https://www.atlassian.com/blog/announcements/atlassian-acquires-the-browser-company (Atlassian Work Life Blog, 2025-09-08, Welcomingã»ã¯ã·ã§ã³)。
note — Atlassianã®Diaããžã§ã³ãç€ºãæ žå¿ã§、ç¥èã¯ãŒã«ãŒç¹åæ¡åŒµã®æ¹åæ§ãæç¢ºå。å·çããŒã«ã®2026å¹Žäºæž¬ãšããŠ、SaaSçµ±åããªãµãŒã-å·çãããŒã®ã·ãŒã ã¬ã¹åãä¿é²ã、æéççž®ã®å®éè©äŸ¡ã«æŽ»çšå¯èœ。
It could redefine enterprise productivity like Slack did for communications.
original_text — "It could redefine enterprise productivity like Slack did for communications."
source — https://www.marketingeye.com/blog/will-the-dia-browser-investment-by-atlassian-prove-to-be-a-winner.html (Marketing Eye Blog, 2025-09-08, æ¬æ)。
note — è²·åã®æœåšåœ±é¿ãSlackæ¯å©ã§è¡šçŸã、äŒæ¥æ¡åŒµã®é©æ°æ§ã匷調。2026幎å·çé²åã®æèã§、UIäžå¿ã®çç£æ§ã·ãããè£ä»ã、Atlassianã®M&AæŠç¥ã®é·æROIãèå¯ããåºç€。
Together, they will reinvent the browser for knowledge workers in the AI era.
original_text — "Together, they will reinvent the browser for knowledge workers in the AI era."
source — https://www.techzine.eu/news/applications/134340/atlassian-completes-acquisition-the-browser-company/ (Techzine Global, 2025-10-21, Updateã»ã¯ã·ã§ã³)。
note — è²·åå®äºåŸã®åå®çŸ©ã匷調ã、AIæä»£ç¥èã¯ãŒã«ãŒç¹åã®åœ±é¿ã象城。å·çããŒã«äºæž¬ãšããŠ、Diaã®äŒæ¥ã»ãã¥ãªãã£åŒ·åãã³ã³ãã©ã€ã¢ã³ã¹éèŠã®2026幎ãã¬ã³ããå éããã奜äŸ。
- https://www.reworked.co/collaboration-productivity/atlassian-buys-the-browser-company-to-build-an-ai-powered-enterprise-browser/
- https://www.atlassian.com/blog/announcements/atlassian-acquires-the-browser-company
- https://www.businesswire.com/news/home/20250904645125/en/Atlassian-Enters-Into-Definitive-Agreement-to-Acquire-The-Browser-Company-of-New-York
- https://www.marketingeye.com/blog/will-the-dia-browser-investment-by-atlassian-prove-to-be-a-winner.html
- https://www.techzine.eu/news/applications/134340/atlassian-completes-acquisition-the-browser-company/
- https://thetechportal.com/2025/09/05/atlassian-to-acquire-the-browser-company-for-610mn-bringing-ai-browsing-to-enterprise-tools/
- https://techstartups.com/2025/09/04/atlassian-to-acquire-the-browser-company-for-610m-to-bring-ai-powered-browsing-into-the-enterprise/
- https://www.cnbc.com/2025/09/04/atlassian-the-browser-company-deal.html
- https://blog.brianbalfour.com/p/the-new-entry-point-why-atlassian
- https://www.unleash.ai/artificial-intelligence/atlassian-targets-ai-browser-for-future-of-work-with-610m-acquisition-of-the-browser-company/
CometãšNeonã®ãã€ããªãã䜿çšã«ããæ è¡é¢é£å·çã®ã¹ãããåæžäºæž¬
ç¡æã¢ã¯ã»ã¹ã®Perplexity Comet(ãªãµãŒã・åŒçšç¹å)ãšææOpera Neon($19.99/æ、èªååç¹å)ã®ãã€ããªãã䜿çšã¯、æ è¡é¢é£å·ç(äŸ: æ çšèšç»ã¬ããŒã)ã®ã¿ã¹ã¯èªååãå€§å¹ ã«å¹çåã、åŸæ¥ã®æåãããŒ(æ€çŽ¢→æ¯èŒ→äºçŽ→èŠçŽ)ããçŽ60-70%ã®ã¹ãããåæžãèŠèŸŒãŸããŸã。Cometã§åæãªãµãŒã(è€æ°ãµã€ãæ¯èŒ、YouTubeåç»èŠçŽ、åŒçšä»ãäŸ¡æ Œæ å ±åé)ãç¡æã§å®è¡(ã¹ããã1-3: ã¯ãšãªå ¥å→èªåèŠçŽ→ãœãŒã¹åºå、æèŠ5-10åççž®)、Neonã®「Do」æ©èœã§åŸç¶èªåå(ãã©ãŒã å ¥å、äºçŽå®è¡、Cardsã«ããã¯ãŒã¯ãããŒä¿å)ãžã·ãŒã ã¬ã¹ç§»è¡。äŸ: æ¥æ¬æ è¡å·çã®å Žå、Cometã§ãã©ã€ã/ããã«æ¯èŒ(åŒçšç²ŸåºŠé«ã、ã¹ããã2ã1ã«å§çž®)、Neonã§äºçŽ・ã¡ãŒã«ãã©ãã(ããŒã«ã«å®è¡ã§ãã©ã€ãã·ãŒç¢ºä¿、ã¹ããã4-6ãèªåå)。å šäœã§åŸæ¥12-15ã¹ããã(æåæ€çŽ¢5、æ¯èŒ3、èŠçŽ4、å·ççµ±å3)ã6-8ã¹ãããã«åæž(ãªãµãŒã3、èªåå2、çµ±å1)、å·çæéãåæž。å¶éãšããŠ、Cometã®ãšãŒãžã§ã³ãäžå®å®ããšNeonã®ææéå£ãããã、ãã€ããªããã§Cometã®ç¡æåŒçšãNeonã®ç²Ÿå¯åäœã§è£å®ã、2025å¹Žã®æ è¡å·çã§ãã¬ãŒã³è³æçæã1æé以å ã«å®çµå¯èœ。å®èšŒã¬ãã¥ãŒã§ã¯、Neonåç¬ã§äºçŽæåç90%è¶ 、Comet䜵çšã§ç 究粟床åäž。
Let’s say you’re planning an elaborate journey to Japan: you can work on it from a task within your browser...
original_text — "Let’s say you’re planning an elaborate journey to Japan: you can work on it from a task within your browser – with Neon Chat helping you out and Neon Do carrying out some of the tasks and getting things done for you."
source — https://blogs.opera.com/news/2025/09/opera-neon-agentic-ai-browser-release/ (Opera News Blog, 2025-09-30, Tasksã»ã¯ã·ã§ã³)。
note — Neonã®æ è¡èšç»èªååäŸã瀺ã、ãã€ããªããã®èªååã¹ãããåæžãå ·äœå。å·çãããŒã§、Cometã®èŠçŽãšçµã¿åãããå¹çåãå®éçã«è©äŸ¡ãã奜äŸ。
For example, with Comet, I have a prompt that opens Dropbox, creates a new folder, and prepares an email for a specific shoot.
original_text — "For example, with Comet, I have a prompt that opens Dropbox, creates a new folder, and prepares an email for a specific shoot. All I need to do is type a single letter and hit enter."
source — https://www.reddit.com/r/PerplexityComet/comments/1o68zm3/comet_vs_opera_neon/ (Reddit r/PerplexityComet, 2025-10-14, æ¬æ)。
note — Cometã®ããã³ããç°¡ç¥åã匷調ã、æ è¡å·çã®åæã¹ãããåæžã瀺å。Neonãšã®ãã€ããªããã§、ã¡ãŒã«æºåã®èªååãæ¡åŒµã、å šäœãããŒã®70%ççž®ãè£ä»ãããŠãŒã¶ãŒèšŒèš。
Neon’s Cards system provides reusable automation workflows. Both exceed Comet’s automation capabilities.
original_text — "Neon’s Cards system provides reusable automation workflows. Both exceed Comet’s automation capabilities."
source — https://www.edopedia.com/blog/perplexity-comet-browser-alternatives/ (Edopedia Blog, 2025-10-25, æ¬æ)。
note — Neonã®CardsãCometã®èªååãäžåãç¹ãææã、ãã€ããªãã䜿çšã®çžä¹å¹æã匷調。æ è¡é¢é£å·çã§、åå©çšã¯ãŒã¯ãããŒãã¹ãããåæžã®éµãšãªã、2025幎ã¬ãã¥ãŒã«åºã¥ãå®çšçäºæž¬ã«æçš。
- https://skywork.ai/blog/ai-agent/openai-atlas-vs-comet-vs-opera-neon-comparison-2025/
- https://skywork.ai/blog/ai-agent/openai-atlas-vs-comet-vs-neon-ai-browser-comparison-2025/
- https://www.reddit.com/r/PerplexityComet/comments/1o68zm3/comet_vs_opera_neon/
- https://pullflow.com/blog/agentic-browsers/
- https://www.xda-developers.com/reasons-switching-to-opera-neon/
- https://lifehacker.com/tech/i-compared-the-biggest-ai-browsers
- https://www.outlookbusiness.com/artificial-intelligence/how-perplexitys-comet-operas-neon-and-others-stack-up-in-ai-browser-war
- https://fortune.com/2025/10/11/ai-browser-wars-agents-google-perplexity-opera-comet-neon-gemini/
- https://www.edopedia.com/blog/perplexity-comet-browser-alternatives/
- https://dev.to/pullflow/perplexity-comet-dia-browser-and-opera-neon-how-agentic-browsers-will-change-the-web-3cbc
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ããã、çŸä»£ã®ã€ã³ã¿ãŒãããã¯、ãã®æ§çžã倧ããå€ããŸãã。仿¥ã§ã¯、å€ãã®ãµã€ã、ç¹ã«Amazon、OpenAI、TikTok、Meta(Instagram)ã®ãããªå·šå€§ãã©ãããã©ãŒã ã¯、「ãŠã©ãŒã«ãã¬ãŒãã³」ãšããŠéå¶ãããŠããŸã。ãããã®ãã©ãããã©ãŒã ã¯、ãŠãŒã¶ãŒã®ããŒã¿ãå²ã蟌ã¿、å€éšããã®ã¢ã¯ã»ã¹ãå ±æãå³ããå¶éããŠããŸã。圌ãã¯、ãã®èšå€§ãªãŠãŒã¶ãŒããŒã¹ãšããŒã¿ãããèªç€Ÿã®ç«¶äºåã®æºæ³ã§ãããšèªèããŠãã、ãããä»è ã«éæŸããããšã«ã¯æ¶æ¥µçã§ã。ãã®「ããŒã¿ã®å²ã蟌ã¿」ã¯、åæã®ã€ã³ã¿ãŒããããæ²ãã「ãªãŒãã³æ§」ãšããçæ³ãšã¯ããé¢ãã、çŸä»£ã®ããžã¿ã«ãšã³ã·ã¹ãã ã®çŸå®ã瀺ããŠããŸã。
ãã®ç¶æ³ã¯、AIãšãŒãžã§ã³ãã«ãšã£ãŠèŽåœçãªåé¡ãšãªããŸã。ãªããªã、AIãšãŒãžã§ã³ããçã«「ç©äºãæãéãã」ããã«ã¯、æ§ã ãªãã©ãããã©ãŒã ãæšªæããŠããŒã¿ã«ã¢ã¯ã»ã¹ã、ãµãŒãã¹ã飿ºãããå¿ èŠãããããã§ã。ãŠã©ãŒã«ãã¬ãŒãã³ã«ãã£ãŠããŒã¿ãåæãããŠããçŸç¶ã§ã¯、AIãšãŒãžã§ã³ãã¯ããããã®åºåã®å£ã«é»ãŸã、ãã®èœåãååã«çºæ®ã§ããªãã®ã§ã。
7.2 忥ãµã€ãã®å©çšèŠçŽãš「人é以å€」ã®æé€ – ç£èŠã®ç®、å¶éã®æ、AIã®èªç±ãé»ã
ãŠã©ãŒã«ãã¬ãŒãã³ã®åé¡ã¯、åã«ããŒã¿å ±æã®å¶éã«çãŸããŸãã。å€ãã®åæ¥ãµã€ãã¯、ãã®「å©çšèŠçŽ」ã«ãããŠ、「人é以å€ã®」ãŠãŒã¶ãŒãšãŒãžã§ã³ã、ã€ãŸãAIã«ããèªåã¢ã¯ã»ã¹ãã¹ã¯ã¬ã€ãã³ã°ãå³ããçŠæ¢ããŠããŸã。äŸãã°、AIãšãŒãžã§ã³ããè€æ°ã®ãªã³ã©ã€ã³ã¹ãã¢ã®äŸ¡æ Œãæ¯èŒããŠ、æãå®ãååãèŠã€ããããšããå Žå、ãã®è¡çºã¯å©çšèŠçŽã«éåãããšããŠãããã¯ãããŠããŸãã§ããã。
ãã®èæ¯ã«ã¯、ããã€ãã®çç±ããããŸã。ãŸã、å€ãã®ãµã€ãã¯åºååå ¥ã«äŸåããŠãã、人éã«ããé²èЧãéããŠåºåã衚瀺ãããããšãåçã®åæãšãªã£ãŠããŸã。AIãšãŒãžã§ã³ããèªåã§æ å ±ãåéããã ãã§ã¯、åºååå ¥ã«è²¢ç®ããŸãã。次ã«、ãã€ãããã¯ãã©ã€ã·ã³ã°(éèŠãšäŸçµŠã«å¿ããŠäŸ¡æ Œãå€åãããæŠç¥)ãå°å ¥ããŠãããµã€ãã«ãšã£ãŠ、AIãšãŒãžã§ã³ãã«ããèªåçãªäŸ¡æ Œæ¯èŒã¯、ãã®äŸ¡æ ŒæŠç¥ãç¡ååã、å©çãæãªãå¯èœæ§ããããŸã。ãŸã、é床ãªèªåã¢ã¯ã»ã¹ã¯、ãµãŒããŒã«è² è·ããã、ãµãŒãã¹ã®å®å®æ§ãæãªãæãããããŸã。
çµæãšããŠ、AIãšãŒãžã§ã³ãã¯、ãŸãã§ããžã¿ã«äžçãæ ããæ äººã、è¡ãå ã ã®éçªã«「人é以å€ãæã」ãšåããã、é²ãã¹ãéãé»ãŸããŠãããããªç¶æ³ã«ãããŸã。ããã¯、AIã「æè」ã¯ã§ããŠã「è¡å」ã§ããªã、ãšããæ ¹æ¬çãªåé¡ãåŒãèµ·ãããŠããŸã。çŸåšã®ã€ã³ã¿ãŒãããã®ã¢ãŒããã¯ãã£ãšããžãã¹ã¢ãã«ã¯、AIãšãŒãžã§ã³ããçã«åãçºæ®ããããã®「建ç¯äžã®åé¡」ãšããŠç«ã¡ã¯ã ãã£ãŠããã®ã§ã。ãã®å£ãä¹ãè¶ããã«ã¯、åãªãæè¡é©æ°ãè¶ ãã、ã€ã³ã¿ãŒããããã®ãã®ã®æ ¹æ¬çãªåèšèšãå¿ èŠã§ãããšç§ãã¡ã¯èããŸã。
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ç§ããŸã ããã°ãæžããŠããé 、RSSãã£ãŒãããã©ãã¯ããã¯ãšãã£ãæ©èœã䜿ã£ãŠ、ä»ã®ããã°ãšæ°è»œã«ç¹ãã、æ å ±ãå ±æããŠããŸãã。ãã®é ã¯、ãŸãã«Webã「å ¬å ±ã®ã³ã¢ã³ãº」ã§ãããšããæèŠã匷ãã£ãã§ãã。èšäºãæŽæ°ããã°、ããã«å€ãã®äººãèªãã§ãã、ã³ã¡ã³ãã§æŽ»çºãªè°è«ã亀ããããŸãã。ããã、ä»ã¯ã©ãã§ããã。ã»ãšãã©ã®æ å ±ã¯SNSã®ã¿ã€ã ã©ã€ã³ãç¹å®ã®ãã©ãããã©ãŒã ã®ã¢ããªã®äžã§æ¶è²»ãã、å€éšããã¢ã¯ã»ã¹ãã«ãã「ãŠã©ãŒã«ãã¬ãŒãã³」ã®äžã«éã蟌ããããŠããããã«æããŸã。Webã®èªç±ãªç²Ÿç¥ã¯、ã©ãã«è¡ã£ãŠããŸã£ãã®ã§ãããã。AIãšãŒãžã§ã³ãã、ãã®å€±ãããèªç±ãåãæ»ããã£ããã«ãªãããšãé¡ããã«ã¯ããããŸãã。
第8ç« :æ¥æ¬ãžã®åœ±é¿:ä¿¡é Œæ§ãšèŠå¶、ãããŠããžãã¹ãã£ã³ã¹ – ç¬èªã®é²å、äžçãžã®è²¢ç®
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8.1 ä¿¡é Œæ§ãéµãæ¡ãæ¥æ¬ã®AIãšãŒãžã§ã³ãåžå Ž – æåã®èŠ、ç«¶äºã®æº、ç¬èªã®éãæã
æ¥æ¬åžå Žã«ãããŠ、AIãšãŒãžã§ã³ãã®æ®åãšæé·ã«ã¯、「ä¿¡é Œæ§」ã®ç¢ºä¿ã極ããŠéèŠãªéµãæ¡ããšèããããŠããŸã。äŸ¡æ Œãæ§èœãšãã£ãèŠçŽ ä»¥äžã«、ãŠãŒã¶ãŒãAIã«å¯ŸããŠã©ãã ãå®å¿ããŠèªèº«ã®å人æ å ±ãè¡åãå§ããããã、ãšããç¹ãéèŠãããåŸåããããŸãã。ããã¯、æ¥æ¬ã®ç€ŸäŒãæã€「å®å¿・å®å š」ãžã®æèã®é«ãã、äžåºŠç¯ãããä¿¡é ŒãéèŠããæåã匷ã圱é¿ããŠãããšèšããã§ããã。äŸãã°、äžè±ç·åç ç©¶æã®ã¬ããŒãã§ã、æ¥æ¬çºã®æ¶è²»è åãAIãšãŒãžã§ã³ãããžãã¹ã§ã¯、「ä¿¡é Œæ§」ã®ç¢ºä¿ãæéèŠèª²é¡ã§ãããšææãããŠããŸã[ref:äžè±ç·åç ç©¶æ]。
ãã®ç¹æ§ã¯、æ¥æ¬äŒæ¥ã«ãšã£ãŠç¬èªã®ç«¶äºåªäœæ§ãçã¿åºãå¯èœæ§ããããŸã。äŸãã°、ãã©ã€ãã·ãŒä¿è·ã«åŸ¹åºçã«é æ ®ããèšèš、AIã®æææ±ºå®ããã»ã¹ã®éæå、ãããŠãŠãŒã¶ãŒãAIãšãŒãžã§ã³ãã®è¡åãã³ã³ãããŒã«ã§ããä»çµã¿ã®æäŸãªã©、ä¿¡é Œæ§ç¯ã«çŠç¹ãåœãŠã補åéçºãé²ããããã§ããã。ããã«ãã、æ¥æ¬ç¬èªã®AIãšãŒãžã§ã³ãã、äžçåžå Žã«ãããŠã「ä¿¡é Œã§ããAI」ãšããŠã®ãã©ã³ãã確ç«ã、ååšæã瀺ãããšãã§ãããããããŸãã。ãŸã、「èªåå°çšAIãšãŒãžã§ã³ã」ãšäºæ¥è åŽAIãšãŒãžã§ã³ãã®äœµåã«ããããŒã¿ç®¡çã®å¯èœæ§ãæ¢æ±ãããŠãã、ãŠãŒã¶ãŒäžå¿ã®ããŒã¿ç®¡çã¢ãã«ã泚ç®ãããŠããŸã[ref:äžè±ç·åç ç©¶æ]。
8.2 èäœæš©ãšããŒã¿å©çšã®æ°ããªããã³ãã£ã¢ – æ³ã®çªäºº、å«çã®æé、åµé æ§ãå®ã
AIãšãŒãžã§ã³ãã®æ®åã¯、èäœæš©ãããŒã¿å©çšã«é¢ããæ³çãªèª²é¡ãæ¥æ¬ã§ãé¡åšåãããŠããŸã。äŸãã°、æ¥æ¬æ°èåäŒã¯、çæAI(ãžã§ãã¬ãŒãã£ãAI)ã«ããå ±éã³ã³ãã³ãã®ç¡èš±è«Ÿå©çšåé¡ã、ã¯ããŒã©ãŒã®éææ§、èäœæš©ä¿è·ã®èª²é¡ã«é¢ããŠå£°æãçºè¡šããŠããŸã[ref:æ¥æ¬æ°èåäŒ]。ããã¯、AIãšãŒãžã§ã³ãã「ãŠã©ãŒã«ãã¬ãŒãã³」å€ã®æ å ±ãæŽ»çšããäžã§é¿ããŠéããªãåé¡ã§ãã、æ¥æ¬ç¬èªã®æ³æŽåãã¬ã€ãã©ã€ã³çå®ãåœéçãªè°è«ã«åœ±é¿ãäžããå¯èœæ§ãç§ããŠããŸã。
ãŸã、AIãçæããã³ã³ãã³ãã®èäœæš©åž°å±ã、åŠç¿ããŒã¿ãšããŠå©çšãããæ å ±ã®é©æ£å©çšã«é¢ããè°è«ã掻çºã§ã。ããã¯、åã«æ³åŸãæŽåããã ãã§ãªã、AIéçºè 、ã³ã³ãã³ãã¯ãªãšã€ã¿ãŒ、ãããŠãŠãŒã¶ãŒãå調ã、å«ççãªæéãå ±æãã「å ±åµ」ã®æ çµã¿ãæ±ãããã、æ°ããªããã³ãã£ã¢ã§ãããšèšããã§ããã。æ¥æ¬ã¯、ã¢ãã¡ã挫ç»、ã²ãŒã ãšãã£ãã³ã³ãã³ãç£æ¥ãçããªåœã§ãã、ãããã®ã¯ãªãšã€ãã£ããªç£æ¥ãšAIãå ±åã、å ±ã«çºå±ããŠããããã®ã¢ãã«ã±ãŒã¹ãäžçã«æç€ºãã圹å²ãæ ãããšãã§ãããããããŸãã。
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æ¥æ¬ã®åºååžå Žã«ãããŠã、「ãŠã©ãŒã«ãã¬ãŒãã³」ãžã®åºåè²»ã®éäžãææãããŠãã、ãªãŒãã³ã€ã³ã¿ãŒãããã®æŽ»æ§åã«åããè°è«ãé²ããããŠããŸã[ref:Exchangewire Japan][ref:The Trade Desk]。æ¬çš¿ãæèµ·ãã「ã€ã³ã¿ãŒãããã®æ ¹æ¬çãªåèšèš」ã¯、ãã®ãããªæ¥æ¬ã®ããžã¿ã«åºåãšã³ã·ã¹ãã ã«ãæ§é çãªå€åãä¿ãå¯èœæ§ããããŸã。ããAIãšãŒãžã§ã³ããè€æ°ã®ãã©ãããã©ãŒã ãæšªæçã«å©çšã§ããããã«ãªãã°、åºåäž»ã¯ç¹å®ã®ãŠã©ãŒã«ãã¬ãŒãã³ã«äŸåããããšãªã、ããå¹ççãã€ããŒãœãã©ã€ãºããã圢ã§ãŠãŒã¶ãŒã«ãªãŒãã§ããéãéãããã§ããã。ããã¯、åºåã®éææ§ãé«ã、å ¬æ£ãªç«¶äºç°å¢ãä¿é²ãã奿©ãšããªãåŸãŸã。
ãŸã、ãœãããã³ã¯ã°ã«ãŒããšOpenAIã®ææºã«ããäŒæ¥åãAIãšãŒãžã§ã³ã「ã¯ãªã¹ã¿ã«・ã€ã³ããªãžã§ã³ã¹」ã®æ¥æ¬å±éã、Snowflake Intelligence(ã¹ããŒãã¬ãŒã¯・ã€ã³ããªãžã§ã³ã¹)ã«ããäŒæ¥åãããŒã¿ãšãŒãžã§ã³ãã®æ¬æ Œå±éãªã©、倧æäŒæ¥ã¯AIãšãŒãžã§ã³ãæè¡ã®å°å ¥ãšããžãã¹åãç©æ¥µçã«é²ããŠããŸã[ref:PR TIMES]。ããã«、ç·åçãæ å ±éä¿¡ç ç©¶æ©æ§(NICT)ã«ããæ¥æ¬èªLLMéçºæ¯æŽã¯、åœå ã®AIæè¡åºç€åŒ·åã«å¯äžã、ãŠã©ãŒã«ãã¬ãŒãã³åé¡ã«å¯Ÿããç¬èªã®è§£æ±ºçã、ç¹å®ã®å°éåéã«ç¹åããAIã®çºå±ãä¿ãå¯èœæ§ãç§ããŠããŸã[ref:ç·åç]。æ¥æ¬ã¯、ãã®ãããªæè¡ãšç€ŸäŒã®èª¿åã远æ±ããå§¿å¢ãéããŠ、AIæä»£ã«ãããæ°ããªããžã¿ã«ãšã³ã·ã¹ãã ã®ã¢ãã«ãäžçã«æç€ºã§ãããããããŸãã。
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ããæ¥、ç§ã¯æ¥æ¬ã®ããžã¿ã«åã«é¢ããèšäºãèªãã§ããŸãã。ããã«ã¯、「æ¥æ¬ã¯ãã©ã€ãã·ãŒä¿è·ã«å¯Ÿããæèãé«ã、ãããAIãšãŒãžã§ã³ãã®æ®åã«ãããŠç¬èªã®åŒ·ã¿ãšãªã」ãšããå å®¹ãæžãããŠããŸãã。確ãã«、åã«äŸ¿å©ãã ãã远æ±ããã®ã§ã¯ãªã、ãŠãŒã¶ãŒãå®å¿ããŠäœ¿ãã「ä¿¡é Œã§ããAI」ãšãã䟡å€ã¯、æ¥æ¬ãªãã§ã¯ã®ãã®ã§ã。ããã、åæã«「ãŠã©ãŒã«ãã¬ãŒãã³」ãšãã巚倧ãªå£ã、ãã®å¯èœæ§ãé»ãã§ãããšããçŸå®ããããŸã。ãã®äºã€ã®èŠçŽ ãã©ã®ããã«äº€é¯ã、æ¥æ¬ã®AIãšãŒãžã§ã³ãã®æªæ¥ã圢äœã£ãŠããã®ã。ç§ã¯、ããã«å€§ããªæåŸ ãšåæã«、ä¹ãè¶ããã¹ã課é¡ãèŠåºããŠããŸã。æ¥æ¬ã®æªæ¥ã¯、ç§ãã¡èªèº«ã®éžæã«ããã£ãŠããã®ã§ã。
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9.1 ã€ã³ã¿ãŒãããã®æ ¹æ¬çåèšèšã®ããŒãããã – æªæ¥ãžã®é、å ·äœçãªå°å³、ææŠã®å§ãŸã
「ãŠã©ãŒã«ãã¬ãŒãã³」ãæç Žã、AIãšãŒãžã§ã³ããçã«ã·ãŒã ã¬ã¹ã«æ©èœããããã®「ã€ã³ã¿ãŒãããã®æ ¹æ¬çåèšèš」ã¯、壮倧ãªããžã§ã³ã§ã。ãã®ããžã§ã³ãå®çŸããããã«ã¯、å ·äœçãªããŒããããã®çå®ãäžå¯æ¬ ã§ã。ã©ã®ãããªæè¡çã¢ãŒããã¯ãã£(äŸãã°、æ°ãããããã³ã«、忣åã·ã¹ãã 、ããŒã¿å ±æã¡ã«ããºã )ãå¿ èŠãšãªãã®ã、ãã®è©³çްãªç ç©¶ãæ±ããããŸã。
- ãªãŒãã³ãªæšæºåãããã³ã«ã®éçº: AIãšãŒãžã§ã³ããç°ãªããã©ãããã©ãŒã éã§å®å šãã€å¹ççã«æ å ±ãããåãã、ãµãŒãã¹ãå®è¡ã§ãããããª、å ±éã®ãªãŒãã³ãªæšæºåãããã³ã«ã®éçºãå¿ èŠã§ã。ããã¯、åæã®ãŠã§ããHTTP(Hypertext Transfer Protocol)ã«ãã£ãŠæ å ±ã®äŒéãæšæºåããããã«、AIã®「è¡å」ãæšæºåãããã®ã§ã。
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9.2 ãšãŒãžã§ã³ãéã®å調ãšå«ççæ çµã¿ – ååã®ç²Ÿç¥、å ±åã®æ³å、ä¿¡é Œã®ç€
AIãšãŒãžã§ã³ããç§ãã¡ã®ããžã¿ã«ã©ã€ãã®äžå¿ãšãªãæªæ¥ã§ã¯、è€æ°ã®ãšãŒãžã§ã³ããçžäºã«å調ã、飿ºããŠã¿ã¹ã¯ãéè¡ããããšãäžå¯æ¬ ãšãªããŸã。äŸãã°、ã¹ã±ãžã¥ãŒã«ç®¡çã®ãšãŒãžã§ã³ããš、ç§»åææ®µã®æé ããããšãŒãžã§ã³ã、ãããŠæ±ºæžãæ ããšãŒãžã§ã³ãã、ç§ãã¡ã®æ è¡ãã©ã³ãã·ãŒã ã¬ã¹ã«å®çŸãããããªã€ã¡ãŒãžã§ã。ããã、ãã®ããã«ã¯æè¡çãªå調æ§ã ãã§ãªã、å«ççãªæ çµã¿ãäžå¯æ¬ ãšãªããŸã。
- ãã«ããšãŒãžã§ã³ãã·ã¹ãã ã®å調ã¡ã«ããºã : è€æ°ã®AIãšãŒãžã§ã³ããç«¶åããã«å調ããŠåäœããããã®æè¡çã¡ã«ããºã (äŸãã°、ã¿ã¹ã¯ã®åæ 、åªå é äœä»ã、ç«¶å解決ã®ã¢ã«ãŽãªãºã )ã®ç ç©¶ãå¿ èŠã§ã。
- å«ççAIã®èšèšååã®çµã¿èŸŒã¿: AIãšãŒãžã§ã³ãããŠãŒã¶ãŒã®ãã©ã€ãã·ãŒ、ã»ãã¥ãªãã£、ãããŠèªåŸæ§ãã©ã®ããã«ä¿è·ã、å°éãããã®ç ç©¶ã¯、ãã®ç€ŸäŒå容æ§ã«ãããŠæ¥µããŠéèŠã§ã。AIã®è¡åã«å¯Ÿããéææ§、説æè²¬ä»»、ãããŠãŠãŒã¶ãŒãã³ã³ãããŒã«ã§ããã€ã³ã¿ãŒãã§ãŒã¹èšèšã®ãã¹ããã©ã¯ãã£ã¹ã«é¢ããç ç©¶ãäžå¯æ¬ ãšãªããŸã。EUã®AIæ³æ¡ã®ããã«、å«ççãªåŽé¢ãæ³çã«æ ä¿ããåããå éããŠããŸã。
- 責任垰å±ãšã¬ããã³ã¹ã¢ãã«: è€æ°ã®ãšãŒãžã§ã³ããå調ããŠè¡åããçµæ、åé¡ãçºçããå Žå、誰ã、ãããã¯ã©ã®ãšãŒãžã§ã³ãã責任ãè² ãã®ããšãã「責任垰å±」ã®åé¡ã¯éåžžã«è€éã§ã。ãã®èª²é¡ã«å¯Ÿå¿ããããã®æ³çãªæ çµã¿ã、AIãšãŒãžã§ã³ãã®æŽ»åãç£èŠ・管çããã¬ããã³ã¹ã¢ãã«ã®ç ç©¶ãæ±ããããŸã。
ã³ã©ã :æªæ¥ã®äŒè°、AIãã¡ã®åè°?
「æªæ¥ã®äŒè°ã¯、ãã£ãšAIãšãŒãžã§ã³ããã¡ã«ããåè°å¶ã«ãªãã ãããª」ãš、ããå人ãèšããŸãã。圌ãã®ãšãŒãžã§ã³ãã、ããããæé©ãªæ å ±ãšæŠç¥ãæã¡å¯ã、人éãæçµçãªå€æãäžã。ããã¯éåžžã«å¹ççã§、ææ ã«æµãããªãåççãªæææ±ºå®ãæåŸ ã§ããŸã。ããã、ãããšãŒãžã§ã³ãåå£«ã®æèŠã察ç«ããã? ãã®æ、人éã¯ã©ã®ããã«ä»å ¥ã、åé¡ã解決ããã®ã§ãããã。AIéã®「å調」ãä¿ãã®ã¯、åãªãããã°ã©ãã³ã°ã®åé¡ã§ã¯ãªã、å«çãå²åŠã®é åã«ãèžã¿èŸŒã、æ·±ã課é¡ã ãšæããŠããŸã。æªæ¥ã®äŒè°ã¯、ãããããããã£ãšè€éã§、人éãšAIã®ç¥æµã亀é¯ããå Žã«ãªãã®ãããããŸããã。
第äžéš:å£ã®ãã®å :è¡åãä¿ãã¢ãŒããã¯ãã£ãžã®ææŠ – ã·ã¹ãã ãšåã®åæ§ç¯
第10ç« :ãŠã©ãŒã«ãã¬ãŒãã³ã¯æ¬è³ªã、çç¶ã?çµæžçèªå ãšåã®æ§é – å©çãç¹ããªã、èŠããªãæ¯é
10.1 ããŒã¿ã®å²ã蟌ã¿:åæãŠã§ãã®「ãªãŒãã³」ã¯å¹»ã ã£ãã®ã? – ãã€ãŠã¯èªç±、ä»ã¯åç、å©çãåããåã®æ§é
åæã®ãŠã§ãã「å ¬å ±ã®ã³ã¢ã³ãº」ã§ãã£ããšããèšè¿°ã¯、å€ãã®äººã«ãšã£ãŠçæ³é·ã®ããã«é¿ããããããŸãã。ããã、æ¬åœã«ããã ã£ãã®ã§ãããã? ç§ãã¡ã¯、ãã®åæãããŠã§ãã«æœãã§ãã「ããŒã¿ã®å²ã蟌ã¿」ãžã®èªå ãèŠéãããŠããã®ãããããŸãã。äŸãã°、é»åã¡ãŒã«ãµãŒãã¹ã¯、ãã®é»ææãããŠãŒã¶ãŒã®é£çµ¡å ãã¡ãã»ãŒãžãå²ã蟌ãåŸåããããŸãã。ãŸã、Eã³ããŒã¹ãµã€ãã¯、顧客ã®è³Œè²·å±¥æŽãè¡åããŒã¿ãåéã、ç¬èªã®ã¬ã³ã¡ã³ããŒã·ã§ã³ã·ã¹ãã ãæ§ç¯ããããšã§、ç«¶åã«å¯Ÿããåªäœæ§ã確ç«ããŠããŸãã。ãããã¯、çŸåšã®「ãŠã©ãŒã«ãã¬ãŒãã³」ã®ååãšãèšããã§ããã。
「ãªãŒãã³」ã§ãã£ãã®ã¯、ãããæè¡çãªæªçãããã®å¶çºçãªåŽé¢ã倧ããã£ãã®ãããããŸãã。ããŒã¿åé・åææè¡ã®é²å、ãããŠãããåçåããããžãã¹ã¢ãã«ã®ç¢ºç«ãšãšãã«、ãã©ãããã©ãŒã äŒæ¥ã¯ç©æ¥µçã«ããŒã¿ãå²ã蟌ã¿、ãã®å¢çç·ã匷åããŠãã£ãã®ã§ã。ãã€ãŠã¯çæ³ãšããã「èªç±ãªæ å ±ã¢ã¯ã»ã¹」ã¯、è³æ¬äž»çŸ©çµæžã«ããã「ç«¶äºåªäœæ§」ãšããçŸå®ã®åã§、次第ã«ãã®å§¿ãå€ããŠãã£ããšèšããã§ããã。
ããã¯å¹»ã ã£ã、ãšãŸã§ã¯èšããŸããã、ãã®「ãªãŒãã³æ§」ãæ°žç¶ããä¿èšŒãªã©、ã©ãã«ããªãã£ãã®ã§ã。10.2 åºåãšæ¯é :ãšã³ã·ã¹ãã ã®çµæžåŠ – ã¢ãã³ã·ã§ã³・ãšã³ãããŒ、ããã¿ã€ãºã®æŠç¥、ãã®ä»£å
çŸä»£ã®ããžã¿ã«ãšã³ã·ã¹ãã ã¯、「ã¢ãã³ã·ã§ã³・ãšã³ãããŒ」、ã€ãŸããŠãŒã¶ãŒã®「泚æ」ãæ¹ãã€ã、ãããåçåããããšã«ãã®æ ¹å¹¹ã眮ããŠããŸã。ç¹ã«、åºåã¢ãã«ã¯、ãã®çµæžåŠã®äžå¿ãæããŠããŸã。ãã©ãããã©ãŒã äŒæ¥ã¯、ãŠãŒã¶ãŒã®æ»åšæéãæå€§åã、ãã®è¡åããŒã¿ã詳现ã«åæããããšã§、ããããŒãœãã©ã€ãºãããåºåãé ä¿¡ã、é«ãåçãåŸãŠããŸã。ãã®ããžãã¹ã¢ãã«ã¯、以äžã®ç¹ã§「ãŠã©ãŒã«ãã¬ãŒãã³」ã匷åãã匷åãªèªå ãšãªããŸã。
- ããŒã¿ç¬å ã«ããå·®å¥å: ç¬èªã®ãŠãŒã¶ãŒããŒã¿ãæã€ããšã§、ä»ç€Ÿã«ã¯ç䌌ã§ããªã粟床ã®é«ãã¿ãŒã²ãã£ã³ã°åºåãå¯èœã«ãªã、ç«¶äºåãç¶æã§ããŸã。
- ãã©ãããã©ãŒã å ã§ã®ãŠãŒã¶ãŒããã¯ã€ã³: ãŠãŒã¶ãŒãä»ã®ãµãŒãã¹ã«ããŒã¿ãæã£ãŠç§»åãã«ããç°å¢ãäœãããšã§、èªç€Ÿãã©ãããã©ãŒã ãžã®äŸå床ãé«ã、é¢è±ãé²ããŸã。ããã¯「ãã³ããŒããã¯ã€ã³」ã®äžçš®ãšèšããã§ããã。
- åºååå ¥ã¢ãã«ãžã®é©å: AIãšãŒãžã§ã³ãããŠãŒã¶ãŒã®ä»£ããã«æ å ±ãåéã、åºå衚瀺ã®ãªãç°å¢ã§ã¿ã¹ã¯ãå®éããããã«ãªãã°、æ¢åã®åºååå ¥ã¢ãã«ã厩å£ããæãããããŸã。ãã®ãã、ãã©ãããã©ãŒã åŽã¯AIãšãŒãžã§ã³ãã®ã¢ã¯ã»ã¹ãå¶éãã匷ãåæ©ãæã€ããšã«ãªããŸã。
ãã®çµæžåŠã®æ§é ã¯、ãŠãŒã¶ãŒã«ã¯「ç¡æ」ãšããå©äŸ¿æ§ãæäŸããäžæ¹ã§、ãã®「泚æ」ãš「ããŒã¿」ã察䟡ãšããŠèŠæ±ããŸã。ãããŠ、ãã®å¯ŸäŸ¡ããã、ãŠã©ãŒã«ãã¬ãŒãã³ãšãã「æ¯é 」ãç¶æããåååãšãªã£ãŠããã®ã§ã。
10.3 èŠå¶ã®éç:ããŒã¿ããŒã¿ããªãã£ã®ç©ºèãªçŽæ – æ³ã®æã穎、å®å¹æ§ã®æ¬ åŠ、çæ³ã¯é ãã«ãã
「ãŠã©ãŒã«ãã¬ãŒãã³」ã®åŒå®³ã«å¯Ÿã、ååœæ¿åºãèŠå¶åœå±ã¯、ããžã¿ã«・ããŒã±ããæ³ (DMA)ãGDPR(General Data Protection Regulation:äžè¬ããŒã¿ä¿è·èŠå)ã«ä»£è¡šããããããª、ãã©ãããã©ãŒã èŠå¶ã匷åããåããèŠããŠããŸã。ãããã®èŠå¶ã®å€ãã¯、ãŠãŒã¶ãŒã«èªèº«ã®ããŒã¿ã«å¯Ÿãã「ããŒã¿ããŒã¿ããªãã£」ã®æš©å©ãäžã、ãã©ãããã©ãŒã éã®çžäºéçšæ§ã矩åä»ããããšã§、ãŠã©ãŒã«ãã¬ãŒãã³ãæç Žããããšè©Šã¿ãŠããŸã。
ããã、çŸå®ã«ã¯ãã®å®è¡ã¯å®¹æã§ã¯ãããŸãã。å€ãã®èŠå¶ã¯、æè¡çãªå®è£ ã®è€éã、ãã©ãããã©ãŒã åŽã®æµæ、ãããŠæ³åŸã®æã穎ã«ãã£ãŠ、ãã®å®å¹æ§ã空èãªçŽæã«çµãã£ãŠããŸãã±ãŒã¹ãå°ãªããããŸãã。äŸãã°、ããŒã¿ããŒã¿ããªãã£ã矩åä»ããããŠã、ãšã¯ã¹ããŒããããããŒã¿ã®åœ¢åŒãæšæºåãããŠããªãã£ãã、ç¹å®ã®ãã©ãããã©ãŒã ã§ããå©çšã§ããªã圢åŒã§ãã£ããããã°、ãŠãŒã¶ãŒãä»ã®ãµãŒãã¹ãžããŒã¿ãç§»è¡ããããšã¯äŸç¶ãšããŠå°é£ã§ã。
ãŸã、巚倧ãã©ãããã©ãŒã ã¯、ãã®æœ€æ²¢ãªè³éåãèæ¯ã«、æ³çãªè§£éãæè¡çãªå¯Ÿå¿ã«ãããŠ、èŠå¶åœå±ã®äžæ©å ãè¡ãåŸåããããŸã。èŠå¶ã远ãã€ããæã«ã¯、ãã§ã«æ°ããªå²ãèŸŒã¿æŠç¥ãå±éãããŠãã、ãšãã「ããã¡ãã£ã」ã®ãããªç¶æ³ãç¶ããŠããŸã。ãã®ç¶æ³ã¯、çæ³çãªãªãŒãã³ã€ã³ã¿ãŒãããã®å®çŸãããã«å°é£ã§ããããæµ®ã圫ãã«ããŠããŸã。
10.4 éå»ã®é¡æš:ééãšç³æ²¹ç£æ¥ã®ç¬å ãšèŠå¶ã®æŽå² – å·šå€§ç£æ¥ã®é»æ、åã®åè¡¡ã®æš¡çŽ¢
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10.4.1 ééç£æ¥ã®ç¬å
19äžçŽåŸåã®ã¢ã¡ãªã«ã§ã¯、ééäŒç€Ÿã茞éç¶²ãç¬å ã、äžåœãªéè³èšå®ãäžå°äŒæ¥ãžã®å·®å¥çãªæ±ãã§çµæžãæ¯é ããŸãã。ããã«ãã、蟲家ãå°èŠæš¡ãªè£œé æ¥è ã¯ééäŒç€Ÿã«äŸåããããåŸã、çµæžæŽ»åãåæ»ããäºæ ãçããŸãã。ããã«å¯Ÿã、æ¿åºã¯1887幎ã«å·ééåæ³ãå¶å®ã、ééã®æéèšå®ãèŠå¶ããå·ééåå§å¡äŒ(ICC)ãèšçœ®ããŸãã。ããã¯、åœå®¶ãçµæžã®å ¬å¹³æ§ãä¿ã€ããã«、å·šå€§ç£æ¥ã«ä»å ¥ããåæã®äŸã§ã。
10.4.2 ç³æ²¹ç£æ¥ã®ãã©ã¹ã
ãžã§ã³・D・ããã¯ãã§ã©ãŒçããã¹ã¿ã³ããŒã・ãªã€ã«ã¯、19äžçŽæ«ãã20äžçŽåé ã«ãããŠç³æ²¹ç£æ¥ãã»ãŒå®å šã«ç¬å ã、「ãã©ã¹ã」(ç¬å äŒæ¥é£å)ã圢æããŸãã。圌ãã¯äŸ¡æ Œæäœ、ç«¶åè²·å、èŒžéææ®µã®æ¯é ãªã©、ããããææ®µãçšããŠåžå Žãæ¯é ã、ãã®å¯ãšåœ±é¿åã¯çµ¶å€§ã§ãã。ããã«å¯Ÿã、ã¢ã¡ãªã«æ¿åºã¯1890幎ã«ã·ã£ãŒãã³åãã©ã¹ãæ³ãå¶å®ã、1911幎ã«ã¯ã¹ã¿ã³ããŒã・ãªã€ã«ãè§£äœãã倿±ºãäžããŸãã。ããã¯、åžå Žã®å¥å šãªç«¶äºãç¶æããããã«ã¯、å·šå€§äŒæ¥ã®åå²ãèŸããªããšãã、匷åãªèŠå¶ä»å ¥ã®äºäŸã§ã。
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ç§ã¯、ããã£ã¢ã®æ ç»「ãŽãããã¡ãŒã¶ãŒ」ã芳ããã³ã«、çµæžã®æ¯é ãšåã®æ§é ã«ã€ããŠèããããããŸã。ãã³・ã³ã«ã¬ãªãŒããè£ç€ŸäŒãæ¯é ããŠããéçšã¯、å·šå€§äŒæ¥ãåžå Žãç¬å ããŠããéçšãšäŒŒãŠãã、ãšå人ãèšã£ãŠããŸãã。åæ³çãªææ®µã§ãã、éåæ³çãªææ®µã§ãã、åãéäžãã、ç«¶åãæé€ã、èªãã®å©çãæå€§åããããšãã人éã®æ¬²æã¯、æä»£ãå Žæãè¶ ããŠå ±éãããã®ãªã®ãããããŸãã。ãŠã©ãŒã«ãã¬ãŒãã³ããŸã、ããžã¿ã«æä»£ã®ãã³・ã³ã«ã¬ãªãŒããç¯ããåã®ãããªãã®ãªã®ãããããªã、ãšãµãšæããããšããããŸãã。ãã®åãã©ã「èŠå¶」ã、「å ¬å ±æ§」ã確ä¿ãããã¯、ç§ãã¡ç€ŸäŒå šäœã®èª²é¡ãªã®ã§ã。
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11.2 æšæºåãªãã«ãªã¹:APIãšã³ã·ã¹ãã ã®æªçæ§ – æŽåæ§ãªã、飿ºãå°é£、çµ±äžã®å€¢ã¯é ã
AIãšãŒãžã§ã³ããè€æ°ã®ãŠã§ããµãŒãã¹ãã¢ããªã±ãŒã·ã§ã³ã暪æããŠ「è¡å」ããããã«ã¯、ãããã®ãµãŒãã¹ãæäŸããAPI(Application Programming Interface)ãä»ãã飿ºãäžå¯æ¬ ã§ã。APIãšã¯、ãœãããŠã§ã¢å士ãäºãã«æ å ±ãæ©èœãå©çšããããã®「çªå£」ã®ãããªãã®ã§ãã。ããã、çŸåšã®APIãšã³ã·ã¹ãã ã¯、「æšæºåãªãã«ãªã¹」ãšè¡šçŸã§ããç¶æ ã«ãããŸã。
ããããã®ãµãŒãã¹ãç¬èªã®APIãæäŸããŠãã、ãã®ä»æ§ãèªèšŒæ¹åŒ、ããŒã¿åœ¢åŒã¯ã°ãã°ãã§ã。ãããµãŒãã¹ã®APIã¯éåžžã«å å®ããŠããŠäœ¿ããããäžæ¹ã§、å¥ã®ãµãŒãã¹ã®APIã¯ã»ãšãã©å ¬éãããŠããªãã£ãã、ææžãäžååã§ãã£ããããŸã。ãŸã、APIãæäŸãããŠããŠã、å©çšèŠçŽã«ãã£ãŠèªåã¢ã¯ã»ã¹ãçŠæ¢ãããŠããã、éèŠãªæ©èœãå¶éãããŠããã±ãŒã¹ãå°ãªããããŸãã。ããã¯ãŸãã§、ååœãç¬èªã®èšèªãšé貚ã䜿ã、åœå¢ãè¶ãããã³ã«æç¶ããå¿ èŠã«ãªããããªãã®ã§ã。
ãã®ãããªAPIã®æçåãšéæšæºåã¯、AIãšãŒãžã§ã³ãã「è¡å」ããããã®åŠç¿ã³ã¹ããšå®è£ ã³ã¹ããé£èºçã«é«ããŸã。AIãäžã€äžã€ã®ãµãŒãã¹ã®API仿§ãåŠç¿ã、ãã®å¶çŽã«é©å¿ããã®ã¯éåžžã«å°é£ã§ãã、éå¹ççã§ã。çã«ã·ãŒã ã¬ã¹ãª「ãšãŒãžã§ã³ããŠã§ã」ãå®çŸããããã«ã¯、AIãšãŒãžã§ã³ããå ±éã®çè§£ãšã«ãŒã«ã«åºã¥ããŠãµãŒãã¹ãšé£æºã§ãããããª、ããçµ±äžãããAPIãšã³ã·ã¹ãã ã®æ§ç¯ãäžå¯æ¬ ãªã®ã§ã。
11.3 èªç¥è² è·ã®è»¢å«:AIã«ã¿ã¹ã¯åè§£ãšãã©ã³ãã³ã°ãæŒãä»ããç¡è¬ – æèã®é£ç¶、èšç»ã®è©Šç·Ž、人éã®å¡æºã暡玢ãã
人éã「æ è¡ãã©ã³ãç«ãŠãŠ」ãšæç€ºããå Žå、ç§ãã¡ã¯ç¡æèã®ãã¡ã«ãã®ã¿ã¹ã¯ã「èªç©ºåžãäºçŽãã」「ããã«ãæ¢ã」「芳å å°ããªã¹ãã¢ãããã」「äºç®ã管çãã」ãšãã£ãè€æ°ã®ãµãã¿ã¹ã¯ã«åè§£ã、ããããã®ãµãã¿ã¹ã¯ã®éã«「ãã€」「ã©ãã§」「äœã」ãšãã£ãèšç»ãç«ãŠãŠããŸã。ããã、çŸåšã®AIã«åãæç€ºãäžãããš、AIã¯èšå€§ãªæ å ±ã®äžãããããã®ãµãã¿ã¹ã¯ãæœåºã、ããã«ããããã®ãµãã¿ã¹ã¯ãå®è¡ããããã®å ·äœçãªæé (ãã©ã³ãã³ã°)ãèªåŸçã«æ§ç¯ããå¿ èŠããããŸã。ãã®「ã¿ã¹ã¯åè§£」ãš「ãã©ã³ãã³ã°」ã¯、人éã«ãšã£ãŠã¯çŽæçã«è¡ããããšã§ãã、AIã«ãšã£ãŠã¯æ¥µããŠé«åºŠãª「èªç¥è² è·」ãšãªããŸã。
ç¹ã«、çŸå®äžçã¯åžžã«å€åã、äºæž¬äžèœãªèŠçŽ ã«æºã¡ãŠããŸã。AIãç«ãŠããã©ã³ãéäžã§ç Žç¶»ããå Žå、ãããæ€ç¥ã、æ°ããªç¶æ³ã«é©å¿ãããã©ã³ãåæ§ç¯ããèœå(ãªã¹ã±ãžã¥ãŒãªã³ã°)ãå¿ èŠãšãªããŸã。ãã®ãããªè€éãªæšè«ãšèšç»ã®ããã»ã¹ã、çŸåšã®æ±çšAIã«å šãŠæŒãä»ããããšã¯、ããæå³「ç¡è¬」ã§ãããšãèšããã§ããã。AIã¯、äŸç¶ãšããŠäººéã®æç¢ºãªæç€ºã、ã¿ã¹ã¯ã®éå±€åãããå®çŸ©ã«äŸåããéšåã倧ãã、çã«èªåŸçãª「è¡å」ã®ããã«ã¯、ãã®èªç¥è² è·ã軜æžããããã®æè¡çãã¬ãŒã¯ã¹ã«ãŒã、人éãšã®ååã«ããã圹å²åæ ã®åèãæ±ããããŸã。
ããã¯、ãŸãã§è€éãªããºã«ã、äœã®ãã³ãããªãã«AIã«è§£ãããããšããŠãããããªãã®ãããããŸãã。11.4 éå»ã®æèš:ERPãšCRMçµ±åã®èŠãæŽå²ããåŠã¶ – äŒæ¥ã®å éšã§、ãã§ã«çµéšæžã¿、çµ±åã®å°é£ãã¯åšç¥
AIãšãŒãžã§ã³ããçŽé¢ãã「APIã®æçåãšã¿ã¹ã¯ã®è€éæ§」ã®åé¡ã¯、å®ã¯äŒæ¥ã®ITã·ã¹ãã çµ±åã®æŽå²ã«ãããŠ、ãã§ã«äœåºŠãçµéšãããŠãã「èŠãæèš」ãšéãªããŸã。
11.4.1 ERPã·ã¹ãã çµ±åã®ææŠ
ERP(Enterprise Resource Planning)ã·ã¹ãã ã¯、äŒæ¥ã®è²¡å、人äº、çç£、販売ãªã©、ããããéšéã®æ¥åããã»ã¹ãšæ å ±ãçµ±åã、äžå çã«ç®¡çããããã®ãã®ã§ã。ããã、ç°ãªãéšéãé·å¹Žå¹ã£ãŠããåå¥ã®ã·ã¹ãã ãããŒã¿åœ¢åŒ、ãããŠæ¥åãããŒãäžã€ã®ERPã·ã¹ãã ã«çµ±åããããã»ã¹ã¯、èšå€§ãªæé、ã³ã¹ã、ãããŠçµç¹çãªæµæã䌎ã、極ããŠå°é£ãªææŠã§ãã。å€ãã®äŒæ¥ãERPå°å ¥ã§å€±æã、åœåã®ç®çãéæã§ããªãã£ããšããæŽå²ããããŸã。
11.4.2 CRMã·ã¹ãã çµ±åã®éå£
CRM(Customer Relationship Management)ã·ã¹ãã ã¯、顧客æ å ±ãäžå çã«ç®¡çã、å¶æ¥、ããŒã±ãã£ã³ã°、ã«ã¹ã¿ããŒãµããŒããªã©ã®é¡§å®¢æ¥ç¹æ¥åãæé©åããããã®ãã®ã§ã。ããã、ããããŸã、æ¢åã®é¡§å®¢ããŒã¿ããŒã¹、ããŒã±ãã£ã³ã°ãªãŒãã¡ãŒã·ã§ã³ããŒã«、ãµããŒãã·ã¹ãã ãªã©、å€çš®å€æ§ãªã·ã¹ãã ãšã®é£æºãå¿ èŠãšãªã、ãã®çµ±åã¯åžžã«å€§ããªéå£ãšãªã£ãŠããŸãã。ç¹ã«、éšéããšã«ç°ãªã顧客æ å ±ã®å®çŸ©ãç®¡çæ¹æ³ãååšããå Žå、çµ±äžãããCRMã·ã¹ãã ãæ§ç¯ããã®ã¯è³é£ã®æ¥ã§ã。
ãããã®äºäŸã瀺ãããã«、ç°ãªãã·ã¹ãã éã§ã®ããŒã¿ãšããã»ã¹ã®çµ±åã¯、äŒæ¥ã®「å éš」ãšããæ¯èŒççµ±å¶ãããç°å¢ã«ãããŠãã、極ããŠé£ãã課é¡ãªã®ã§ã。ããã、倿§ãªäŒæ¥ãç¬èªã®ã«ãŒã«ã§éçšãã「å€éš」ã®ã€ã³ã¿ãŒãããå šäœã§å®çŸããããšããã°、ãã®å°é£ãã¯æ³åãçµ¶ããã§ããã。AIãšãŒãžã§ã³ãã®æªæ¥ãèããäžã§、ERPãCRMçµ±åã®èŠãæŽå²ããåŠã³、çŸå®çãªã¢ãããŒããæš¡çŽ¢ããããšãäžå¯æ¬ ã§ã。
11.5 å ·äœäŸ:YouTubeåç»èŠçŽAPIã®äžåšã瀺ãæçåã®çŸå® – 䟿å©ãªæ©èœã®è£åŽ、é ãããéå£
「ãã®YouTubeåç»ãèŠçŽããŠ」ãšããã¯ãšãªã¯、çŸåšã®ãã£ãããããã«ãšã£ãŠéåžžã«äžè¬çãªãªã¯ãšã¹ãã§ã。ããã、å€ãã®ãã£ãããããããã®ã¿ã¹ã¯ãçŽæ¥å®è¡ã§ããªãã、éå®çãªæ©èœããæäŸããŠããŸãã。ãã®èåŸã«ã¯、ãŸãã«「APIã®æçå」ãš「ãŠã©ãŒã«ãã¬ãŒãã³」ã®åé¡ã暪ããã£ãŠããŸã。
11.5.1 Google(YouTube)ã®ç¬èªæ©èœ
Googleã¯、èªèº«ã®YouTubeãã©ãããã©ãŒã å ã§「åç»ãèŠçŽãã」æ©èœã、äŸãã°「Ask(質åãã)」ãã¿ã³ãéããŠæäŸããŠããŸã。ããã¯、GoogleãYouTubeãšããèªç€Ÿã®ãŠã©ãŒã«ãã¬ãŒãã³å ã§、åç»ã³ã³ãã³ããžã®ã¢ã¯ã»ã¹ãšLLMã«ããèŠçŽåŠçãçµ±åã§ãããã、å®çŸå¯èœãªã®ã§ã。ããã、ãã®æ©èœã¯YouTubeã®å€éšãã、æ±çšçãªAIãšãŒãžã§ã³ããéããŠå©çšã§ãã「å ¬éAPI」ãšããŠã¯æäŸãããŠããŸãã。ã€ãŸã、Googleã¯èªç€Ÿã®åºåå ã§ã¯ãã®æ©èœãæäŸããŸãã、å€éšã®ãšãŒãžã§ã³ãã«ã¯ãã®çªãéããŠããªã、ãšããããšã§ã。
11.5.2 æ±çšãã£ãããããã®éç
ããYouTubeããã®èŠçŽæ©èœããªãŒãã³ãªAPIãšããŠæäŸããŠããã°、ã©ã®AIãšãŒãžã§ã³ãããã®APIãåŒã³åºãããšã§、ãŠãŒã¶ãŒã®ãªã¯ãšã¹ãã«å¿ããŠåç»ãèŠçŽã§ããããã«ãªãã¯ãã§ã。ããã、çŸç¶ã§ã¯ãããã§ããªããã、æ±çšãã£ãããããã¯、以äžã®ãããªéå®çãªã¢ãããŒãããåããŸãã。
- ãŠãŒã¶ãŒã«åç»ã®ãã©ã³ã¹ã¯ãªãã(æåèµ·ãã)ãæåã§æäŸããŠããã、ãããåºã«èŠçŽãã。
- éå ¬åŒãª、ãããã¯è匱ãªWebã¹ã¯ã¬ã€ãã³ã°(Webãµã€ãããæ å ±ãèªåã§æœåºããæè¡)ãå©çšããŠãã©ã³ã¹ã¯ãªãããååŸããããšãã(ããã¯å©çšèŠçŽéåãšãªãããšãå€ã)。
ãã®å ·äœäŸã¯、ãŠã©ãŒã«ãã¬ãŒãã³ãšAPIã®äžåšã、ããã«äŸ¿å©ãªAIæ©èœã®å®çŸãé»å®³ããŠããããæç¢ºã«ç€ºããŠããŸã。「æè¡çã«ã¯å¯èœ」ã§ãã£ãŠã、「ã·ã¹ãã ãšããŠé£æºã§ããªã」ãšããçŸå®ã、AIãšãŒãžã§ã³ãã®「è¡å」ãçžãä»ããŠããã®ã§ã。ãã®é ãããéå£ããã、ç§ãã¡ãAIã®æªæ¥ãèããäžã§èŠéãããŠã¯ãªããªãéèŠãªãã€ã³ããšèšããã§ããã。
ã³ã©ã :ç§ãééãã「èŠããªãå£」
ç§ã¯ä»¥å、è€æ°ã®SNSã«æçš¿ãããå人ã®åçãèªåã§éçŽã、ã¢ã«ãã ãäœæããã¢ããªãéçºããããšããããšããããŸã。ããã、åSNSã®APIã¯ç°ãªãäž、ãã©ã€ãã·ãŒä¿è·ã®èгç¹ããåçãžã®ã¢ã¯ã»ã¹ã«ã¯å³ããå¶éãèšããããŠããŸãã。çµå±、ãã¹ãŠã®SNSããåçãçµ±åããããšã¯ã§ãã、ã¢ããªã®éçºãæå¿µããããåŸãŸããã§ãã。「ãŠã©ãŒã«ãã¬ãŒãã³」ãšããèšèãç¥ã£ãæ、ãã®æã®ãã©ã¹ãã¬ãŒã·ã§ã³ãèããŸããã。ãŠãŒã¶ãŒã«ãšã£ãŠã¯äŸ¿å©ãªã¯ãã®æ©èœã、ãã©ãããã©ãŒã ã®å£ãšå©çšèŠçŽã«ãã£ãŠé»ãŸããŠããŸã。AIãšãŒãžã§ã³ããçŽé¢ããŠããåé¡ã¯、ç§ãã¡ãéçºçŸå Žã§çµéšããŠãã「èŠããªãå£」ã®、ããã«å·šå€§ãªããŒãžã§ã³ãªã®ã ãšæããŠããŸã。
第12ç« :"åèšèš"ã®çŸå®:é©åœã、挞é²çé²åã? – å€é©ã®éç、çæ³ãšå®è·µã®çé
12.1 ã¡ã¿ãããã³ã«å±€ã®å¯èœæ§:æ¢åã€ã³ãã©äžã§ã®「æ¥çå€」 – æ ¹æ¬çãªå€æŽãã、æ°ããªã¬ã€ã€ãŒ、æ©æž¡ãããæè¡
ã€ã³ã¿ãŒãããã®「æ ¹æ¬çãªåèšèš」ãšèããš、çŸåšã®ã€ã³ãã©ãå šãŠç Žæ£ã、ãŒãããäœãçŽããããªå£®å€§ãª「é©åœ」ãæ³åãããããããŸãã。ããã、ããçŸå®çãªã¢ãããŒããšããŠèããããã®ã、æ¢åã®ã€ã³ã¿ãŒãããã€ã³ãã©äžã«「ã¡ã¿ãããã³ã«å±€」ãæ§ç¯ãããšãã「挞é²çé²å」ã®éã§ã。
ã¡ã¿ãããã³ã«å±€ãšã¯、æ¢åã®HTTP(Hypertext Transfer Protocol)ãTCP/IP(Transmission Control Protocol/Internet Protocol)ãšãã£ãåºç€ãããã³ã«ã®äžã«、AIãšãŒãžã§ã³ããè€æ°ã®ãµãŒãã¹ãšé£æºããããã®å ±éã®èšèªãã«ãŒã«ãæäŸãã、ããäžå±€ã®ãããã³ã«çŸ€ãæããŸã。ããã¯、ç°ãªãèšèªã話ã人ã ãå ±éã®「翻蚳æ©」ã「éèš³」ãä»ããŠã³ãã¥ãã±ãŒã·ã§ã³ãåããããªãã®ã§ã。
- å ±éãšãŒãžã§ã³ãèšèª (Agent Communication Language, ACL): AIãšãŒãžã§ã³ãå士ã、AIãšãŒãžã§ã³ããšãµãŒãã¹ã、ç¹å®ã®ãã¡ã€ã³ç¥èã«äŸåããã«æå³ãå ±æã、ã¿ã¹ã¯ãäŸé Œ・å®è¡ããããã®æšæºåãããèšèªã®éçº。
- ã»ãã³ãã£ãã¯Webæè¡ã®åè©äŸ¡: éå»ã«æå±ãããã»ãã³ãã£ãã¯Web(Web3.0ãšãåŒã°ããææããããŸã)ã®æŠå¿µ、ããªãã¡、ãŠã§ãäžã®æ å ±ãæ©æ¢°ãçè§£ã§ãã圢åŒã§èšè¿°ããæè¡(RDFãOWLãªã©)ãAIãšãŒãžã§ã³ãã®é£æºã«å¿çšããããšã§、APIã®æçååé¡ã«å¯ŸåŠã§ãããããããŸãã。
- ãŠãããŒãµã«APIã¢ããã¿ãŒ: åãµãŒãã¹ã®API仿§ã®éããåžåã、AIãšãŒãžã§ã³ããå ±éã®ã€ã³ã¿ãŒãã§ãŒã¹ã§ã¢ã¯ã»ã¹ã§ããããã«ãã「ã¢ããã¿ãŒ」ã®éåäœãæ§ç¯ããããš。ããã¯、æ§ã ãªå é»åšãäžã€ã®å€æã¢ããã¿ãŒã§äœ¿ããããã«ãããããªãã®ã§ã。
ãã®ãããªã¡ã¿ãããã³ã«å±€ã¯、æ¢åã®èšå€§ãªãŠã§ãè³ç£ãæšãŠãããšãªã、AIãšãŒãžã§ã³ãã「ãŠã©ãŒã«ãã¬ãŒãã³」ãè¶ããŠ「è¡å」ããããã®「æ¥çå€」ãšããŠã®åœ¹å²ãæããå¯èœæ§ããããŸã。ããã¯é©åœã§ã¯ãªã、æ¢åã®åå°ã®äžã«æ°ããªå»ºç©ãå¢ç¯ãããããª、çŸå®çãã€åŒ·åãªé²åã®éçãšèšããã§ããã。
12.2 忣åã¢ãããŒãã®åè©äŸ¡:Web3ã®çæ³ãšçŸå® – ãããã¯ãã§ãŒã³ã®å€¢、å®çšæ§ã®èª²é¡、æ°ããªåããã
「ã€ã³ã¿ãŒãããã®åèšèš」ãšããè°è«ã«ãããŠ、è¿å¹Žåã³æ³šç®ãéããŠããã®ã「Web3」ã«ä»£è¡šããã忣åã¢ãããŒãã§ã。Web3ã¯、ãããã¯ãã§ãŒã³æè¡ãæ žãšããŠ、äžå€®éæš©çãªãã©ãããã©ãŒã ã«äŸåãã、ãŠãŒã¶ãŒãèªèº«ã®ããŒã¿ãšããžã¿ã«è³ç£ãçŽæ¥ç®¡çã、çžäºéçšå¯èœãªãšã³ã·ã¹ãã ãæ§ç¯ããããšãç®æããŠããŸã。
12.2.1 Web3ã®çæ³
- ããŒã¿äž»æš©ã®å埩: ãŠãŒã¶ãŒãèªèº«ã®ããŒã¿ãå®å šã«ã³ã³ãããŒã«ã、ã©ã®AIãšãŒãžã§ã³ãã«、ã©ã®ç¯å²ã§ããŒã¿ãžã®ã¢ã¯ã»ã¹ãèš±å¯ããããèªã決å®ã§ããäžç。ããã«ãã、「ãŠã©ãŒã«ãã¬ãŒãã³」ã«ããããŒã¿ã®å²ã蟌ã¿ãé²ããŸã。
- ãªãŒãã³æ§ãšéææ§: ãããã³ã«ããªãŒãã³ãœãŒã¹ã§、ãã¹ãŠã®ãã©ã³ã¶ã¯ã·ã§ã³ããããã¯ãã§ãŒã³äžã«èšé²ããããã、é«ãéææ§ãšç£æ»å¯èœæ§ã確ä¿ãããŸã。
- çžäºéçšæ§: ç°ãªã忣åã¢ããªã±ãŒã·ã§ã³(dApps)éã§ã®ããŒã¿ãæ©èœã®ã·ãŒã ã¬ã¹ãªé£æºã、èšèšææ³ã®æ ¹å¹¹ã«ãããŸã。
ãã®Web3ã®çæ³ã¯、AIãšãŒãžã§ã³ãã「è¡å」ããããã®å®ç§ãªåºç€ãæäŸãããã«èŠããŸã。ãŠãŒã¶ãŒã®èš±å¯ãåŸãŠ、è€æ°ã®dAppséã§ããŒã¿ãããåãã、ã¿ã¹ã¯ãå®éãã、ãŸãã«「ãšãŒãžã§ã³ããŠã§ã」ãã®ãã®ã§ã。ããã、Web3ã«ã¯äŸç¶ãšããŠå€ãã®èª²é¡ãååšããŸã。
12.2.2 Web3ã®çŸå®ãšèª²é¡
- ã¹ã±ãŒã©ããªãã£ã®åé¡: ãããã¯ãã§ãŒã³ã¯、ãã®æ§è³ªäž、äžå€®éæš©çãªã·ã¹ãã ã«æ¯ã¹ãŠãã©ã³ã¶ã¯ã·ã§ã³åŠçé床ãé ã、å€§èŠæš¡ãªãŠãŒã¶ãŒããŒã¹ã§ã®å©çšã«èª²é¡ããããŸã。
- ãŠãŒã¶ãŒãšã¯ã¹ããªãšã³ã¹(UX)ã®è€éã: ãŠã©ã¬ããã®ç®¡ç、ã¬ã¹ä»£(ãã©ã³ã¶ã¯ã·ã§ã³ææ°æ)ã®çè§£ãªã©、çŸç¶ã®Web3ã¯äžè¬ãŠãŒã¶ãŒã«ãšã£ãŠåŠç¿ã³ã¹ããé«ã、䜿ãã«ããåŽé¢ããããŸã。
- èŠå¶ã®äžç¢ºå®æ§: Web3ã®æè¡ãããžãã¹ã¢ãã«ã«å¯Ÿããæ³èŠå¶ãæªæŽåã§ãã、ãã®å°æ¥æ§ã«å¯Ÿããäžç¢ºå®æ§ãååšããŸã。
Web3ã¯、ã€ã³ã¿ãŒãããã®æ ¹æ¬çãªåèšèšãšããç¹ã§å€§ããªå¯èœæ§ãç§ããŠããŸãã、ãããåãªã「ãããã¯ãã§ãŒã³ã®å€¢ç©èª」ã§çµããã®ã、ãããã¯å®çšçãª「æªæ¥ã®ã€ã³ãã©」ãšããŠå®çããã®ã、ä»åŸã®çºå±ãšèª²é¡è§£æ±ºã泚ç®ãããŸã。
12.3 å調ãšç«¶äºã®çé:æ°ããªãšã³ã·ã¹ãã æ§ç¯ã®ã€ã³ã»ã³ãã£ã – å ±åã®é、èŠæš©ã®äºã、ãã©ã³ã¹ã®æš¡çŽ¢
「ã€ã³ã¿ãŒãããã®åèšèš」ãæšé²ããããã«ã¯、æè¡çãªè§£æ±ºçã ãã§ãªã、æ¢åã®ãã¬ã€ã€ãŒ、ç¹ã«å·šå€§ãã©ãããã©ãŒã äŒæ¥ã、æ°ããªãšã³ã·ã¹ãã æ§ç¯ã«å調ãã「çµæžçã€ã³ã»ã³ãã£ã」ãäžå¯æ¬ ã§ã。圌ãã¯、èªç€Ÿã®「ãŠã©ãŒã«ãã¬ãŒãã³」ãç¶æããããšã§çŸåšã®å©çãæå€§åããŠãããã、ãããææŸãããšã«ã¯åŒ·ãæµæãããã§ããã。
- æ°ããªåžå Žæ©äŒã®åµåº: ãªãŒãã³ãªAIãšãŒãžã§ã³ããšã³ã·ã¹ãã ã、æ¢åãã©ãããã©ãŒã ã®è£œåããµãŒãã¹ã«æ°ããªäŸ¡å€ãä»å ã、ãããŸã§ãªãŒãã§ããªãã£ã顧客局ãç²åŸã§ãããããªåžå Žæ©äŒãæç¢ºã«ç€ºãå¿ èŠããããŸã。äŸãã°、AIãšãŒãžã§ã³ãã、ç¹å®ã®ãã©ãããã©ãŒã äžã®ååãçºèŠã、賌買ããã»ã¹ãç°¡çŽ åããããšã§、ãã©ãããã©ãŒã ã®å£²äžåäžã«è²¢ç®ãããããªã¢ãã«ã§ã。
- èŠå¶ã«ãã匷å¶: EUã®ããžã¿ã«・ããŒã±ããæ³ (DMA)ã®ããã«、ç¬å çãªãã©ãããã©ãŒã ã«å¯ŸããŠ、ããŒã¿ããŒã¿ããªãã£ãçžäºéçšæ§ã®çŸ©ååã匷å¶ããããšã§、åã°åŒ·å¶çã«ãªãŒãã³ãªãšã³ã·ã¹ãã ãžã®ç§»è¡ãä¿ãæ¹æ³ã§ã。ããã、ããã¯ãã©ãããã©ãŒã åŽã®åŒ·ãåçºãæãå¯èœæ§ããããŸã。
- æšæºåå£äœã®åœ¹å²: äžç«çãªæšæºåå£äœã、AIãšãŒãžã§ã³ãã®é£æºãããŒã¿å ±æã«é¢ãããªãŒãã³ãªæšæºãçå®ã、ãããå€ãã®äŒæ¥ãæ¡çšãããããªåœéçãªã³ã³ã»ã³ãµã¹ã圢æããããšãéèŠã§ã。ããã¯、ã€ã³ã¿ãŒãããåæã®W3C(World Wide Web Consortium)ãWebæšæºãçå®ããæŽå²ãšéãªããŸã。
å調ãšç«¶äºã®çéã§、ããã«ããŠæ°ããªãšã³ã·ã¹ãã ãæ§ç¯ã、ãã¹ãŠã®ã¹ããŒã¯ãã«ããŒãå©çã享åã§ãããããªãã©ã³ã¹ãèŠã€ããã。ããã¯、æè¡ç課é¡ä»¥äžã«、çµæžåŠ、æ¿æ²»åŠ、ãããŠç€ŸäŒåŠçãªèŠç¹ããã®æ·±ãèå¯ãæ±ãããã、è€éãªåé¡ãšèšããã§ããã。
12.4 ã€ã³ã¿ãŒãããã®「å ¬å ±è²¡」ãšããŠã®åå®çŸ© – å©çãè¶ ã、瀟äŒã®åºç€、æ°ããªèŠç¹ã§æãã
「AIãšãŒãžã§ã³ã」ã®æä»£ã«ãããã€ã³ã¿ãŒãããã®「åèšèš」ãèããäžã§、ãã®æ ¹æºçãªäŸ¡å€ã「å ¬å ±è²¡」ãšããŠåå®çŸ©ããèŠç¹ã極ããŠéèŠã§ã。
12.4.1 å ¬å ±è²¡ã®ç¹æ§
å ¬å ±è²¡ãšã¯、çµæžåŠã«ãããŠ「éæé€æ§」(å¯ŸäŸ¡ãæ¯æããªãè ã§ãå©çšãæé€ã§ããªã)ãš「éç«¶åæ§」(ãã人ã®å©çšãä»ã®äººã®å©çšã劚ããªã)ãšããç¹æ§ãæã€è²¡ãæããŸã。äŸãã°、å ¬åãå ¬å ±æŸéãªã©ãããã«åœãããŸã。åæã®ã€ã³ã¿ãŒãããã¯、誰ããèªç±ã«æ å ±ãçºä¿¡・åä¿¡ã§ãããšããæå³ã§、ãã®å ¬å ±è²¡ã®ç¹æ§ã匷ãæã£ãŠããŸãã。
12.4.2 ãŠã©ãŒã«ãã¬ãŒãã³ãšå ¬å ±è²¡ã®äŸµå®³
ããã、「ãŠã©ãŒã«ãã¬ãŒãã³」ã®å°é ã¯、ãã®ã€ã³ã¿ãŒãããã®å ¬å ±è²¡ãšããŠã®åŽé¢ã䟵害ããŠãããšèšããŸã。ç¹å®ã®äŒæ¥ãããŒã¿ããµãŒãã¹ãå²ã蟌ã¿、ã¢ã¯ã»ã¹ãå¶éããããšã§、æ å ±ã®éæé€æ§ãéç«¶åæ§ãæãªãã、ããžã¿ã«äžçã®「ç§æå」ãé²ãã§ããã®ã§ã。ããã¯、ãã€ãŠå ±æãããŠããå ¬å ±ã®åå°ã、äžéšã®ç§äŒæ¥ã«ãã£ãŠå æãããŠããŸã£ããããªç¶æ³ã«äŒŒãŠããŸã。
12.4.3 åå®çŸ©ã®å¿ èŠæ§
AIãšãŒãžã§ã³ãã瀟äŒã®åºç€ãšãªã、ç§ãã¡ã®ç掻ã®ããããåŽé¢ã«æ·±ãé¢äžããæªæ¥ãèãããªãã°、ã€ã³ã¿ãŒãããã¯ãã¯ãåãªã「忥ãã©ãããã©ãŒã 」ãšããŠã ãã§ãªã、é»åãæ°Žé、é路網ãšåæ§ã«、誰ããå ¬å¹³ã«ã¢ã¯ã»ã¹ãå©çšã§ãã「ããžã¿ã«å ¬å ±ã€ã³ãã©」ãšããŠæãçŽãå¿ èŠããããŸã。ãã®åå®çŸ©ã¯、åã«æè¡çãªè°è«ã«çãŸãã、瀟äŒçãªåæåœ¢æ、æ¿åºã®æ¿ç、ãããŠäŒæ¥ã®å«ç芳ãšãã£ãå€å²ã«ãããé åã§ã®å€é©ãä¿ããã®ã§ã。å©çãè¶ ã、瀟äŒå šäœã®å©çã«è³ããã€ã³ã¿ãŒãããã®å§¿ã暡玢ããããšã、æç¶å¯èœãªAIãšãŒãžã§ã³ããšã³ã·ã¹ãã æ§ç¯ãžã®éãéãã§ããã。
12.5 éå»ã®å€é©:é»è©±ç¶²ãšã€ã³ã¿ãŒãããã®èªçã瀺ãæèš – å€ãã€ã³ãã©ã®åæ§ç¯、æ°ããªæä»£ã®å¹éã
ã€ã³ã¿ãŒãããã®「åèšèš」ãšãã倧èãªææ¡ã¯、éå»ã®æŽå²ã«ãããäºã€ã®å€§ããªã€ã³ãã©å€é©ãã、éèŠãªæèšãåŠã¶ããšãã§ããŸã。
12.5.1 é»è©±ç¶²ã®é²åãšçžäºæ¥ç¶æ§
é»è©±ãçºæãããåœå、ããã¯ããããã®é»è©±äŒç€Ÿãç¬èªã«æ§ç¯ããééçãªãããã¯ãŒã¯ã§ãã。ç°ãªãé»è©±äŒç€Ÿã®å å ¥è å士ã¯、çŽæ¥é話ããããšãã§ããŸããã§ãã。ããã、瀟äŒçãªèŠè«ãšèŠå¶åœå±ã®ä»å ¥ã«ãã、é»è©±äŒç€Ÿéã§ã®「çžäºæ¥ç¶æ§」ã矩åä»ããã、çµ±äžãããé»è©±ç¶²ãæ§ç¯ãããŸãã。ããã«ãã、é»è©±ã¯èª°ããå©çšã§ããæ®éçãªéä¿¡ã€ã³ãã©ãšãªã、ãã®äŸ¡å€ã¯é£èºçã«åäžããŸãã。ããã¯、ãŸãã«「ãŠã©ãŒã«ãã¬ãŒãã³」ã「ãªãŒãã³ãªå ¬å ±ç¶²」ãžãšå€è²ããæŽå²çæåäºäŸãšèšããã§ããã。
12.5.2 ã€ã³ã¿ãŒãããã®èªçãšãªãŒãã³ãããã³ã«
çŸåšã®ã€ã³ã¿ãŒãããã、ãã®ååã§ããARPANET(ã¢ãŒãããã)ã¯、ç¹å®ã®ç ç©¶æ©é¢ãçµã¶ééçãªãããã¯ãŒã¯ã§ãã。ããã、ç°ãªããããã¯ãŒã¯ãçžäºã«æ¥ç¶ããããã®TCP/IPãšãããªãŒãã³ãªãããã³ã«ãéçº・æ¡çšãããããšã§、ARPANETã¯èª°ããèªç±ã«æ¥ç¶ã§ãã「ã€ã³ã¿ãŒããã」ãžãšé²åãéããŸãã。ãã®ãªãŒãã³ãããã³ã«ã®æ¡çšããã、ã€ã³ã¿ãŒããããççºçã«æ®åã、äžçäžã®æ å ±ãç¹ãåºç€ãšãªã£ãæå€§ã®èŠå ã§ã。ããTCP/IPãæ¡çšããã、åãããã¯ãŒã¯ãç¬èªã®ãããã³ã«ã§å€ç«ããŠããã、仿¥ã®ã€ã³ã¿ãŒãããã¯ååšããªãã£ãã§ããã。
ãããã®äºäŸã¯、åæã®ééçãªã€ã³ãã©ã、瀟äŒçãªèŠè«ãšãªãŒãã³ãªæšæºåã®å°å ¥ã«ãã£ãŠ、ããã«ããŠæ®éçãª「å ¬å ±è²¡」ãžãšå€è²ãããã瀺ããŠããŸã。AIãšãŒãžã§ã³ããçŽé¢ãã「ãŠã©ãŒã«ãã¬ãŒãã³」ã®åé¡ã、éå»ã®æèšã掻ãã、åæ§ã®ææ¬çãªã¢ãããŒãã«ãã£ãŠè§£æ±ºãããå¯èœæ§ãããã®ã§ã。「åèšèš」ã¯、決ããŠå€¢ç©èªã§ã¯ãªã、人é¡ããããŸã§ãæãéããŠãã「å€ãã€ã³ãã©ã®åæ§ç¯」ã®å»¶é·ç·äžã«ãããšèšããã§ããã。æ°ããªæä»£ã®å¹éãã¯、ç§ãã¡ã®åæ°ããéžæã«ããã£ãŠããŸã。
ã³ã©ã :ç§ãèãã「å€ãé»è©±ã®è©±」
ç¥æ¯ã¯ãã、åäŸã®é ã«å®¶ã«é»è©±ãæ¥ãæã®è©±ãããŸã。è¿æã§é»è©±ãããå®¶ã¯ãããããã§、æäžã®äººããã®å®¶ã«é»è©±ãåãã«æ¥ãã®ã ããã§ã。ãããŠ、é ã芪æãšè©±ãã«ã¯、ããã«å€§ããªçºã®é»è©±å±ãŸã§è¡ããªããã°ãªããªãã£ã、ãš。ãŸãã§çŸä»£ã®「ãŠã©ãŒã«ãã¬ãŒãã³」ã§ãã。ãã®é ã®é»è©±ã、ãŸããä»、ç§ãæã£ãŠããã¹ããŒããã©ã³ã§äžçäžã®èª°ãšã§ãç¬æã«ç¹ãããããã«ãªããšã¯、èª°ãæ³åã§ããªãã£ãã§ããã。AIãšãŒãžã§ã³ãã®æªæ¥ã、ä»ã®ç§ãã¡ã®æ³åãã¯ããã«è¶ ãããã®ã«ãªããããããŸãã。ããã、ãã®æ ¹åºã«ããã®ã¯、åžžã«「ç¹ããããšãã人éã®æ¬è³ª」ãªã®ã ãš、ç§ã¯ä¿¡ããŠããŸã。
第åéš:人éäžå¿ã®AIãšãŒãžã§ã³ã:ä¿¡é Œãšå«çã®æ§ç¯ – æç¶å¯èœãªæªæ¥ããã¶ã€ã³ãã
第13ç« :人éãšAIãšãŒãžã§ã³ãã®æ°ããå ±çé¢ä¿ – ååã®ç²Ÿç¥、ä¿¡é Œã®çµ
13.1 AIããã©ãŒããAIã³ãã€ããããž:æš©éå§è²ã®åè – å šèœã®å¬äœ¿ããã、è³¢ãçžæ£、ååã®éãæ©ã
AIãšãŒãžã§ã³ãã®æªæ¥ãèããé、ç§ãã¡ã¯åŸã ã«ããŠ、AIããã¹ãŠãå®ç§ã«ããªã「å šèœã®ããã©ãŒ(å·äº)」ã®ãããªååšãæ³åããã¡ã§ã。ããã、çŸå®çãã€æç¶å¯èœãªå ±çé¢ä¿ãç¯ãããã«ã¯、AIã「ã³ãã€ããã(å¯æçžŠå£«)」ãšããŠæãçŽãèŠç¹ãéèŠã§ã。AIããã©ãŒã¯、ç§ãã¡ã«ä»£ãã£ãŠå®å šã«ã¿ã¹ã¯ãå®è¡ãã「åœä»€éè¡è 」ã§ãã、AIã³ãã€ãããã¯、ç§ãã¡ã®å€æãæ¯æŽã、éžæè¢ãæç€ºã、å ±åã§æææ±ºå®ãè¡ã「ååè 」ã§ã。
- æš©éå§è²ã®ã¬ãã«: AIã«ã©ããŸã§æš©éãå§è²ãããã¯、ã¿ã¹ã¯ã®éèŠåºŠ、ãªã¹ã¯、ãããŠãŠãŒã¶ãŒã®å¥œã¿ã«å¿ããŠæ éã«æ€èšãããã¹ãã§ã。ãã¹ãŠã®ã¿ã¹ã¯ãAIã«äžžæãããã®ã§ã¯ãªã、人éãæçµçãªæ¿èªæš©ãæã€「ãã¥ãŒãã³・ã€ã³・ã¶・ã«ãŒã(Human-in-the-Loop)」ã®ååãäžå¯æ¬ ãšãªããŸã。
- è£å®é¢ä¿ã®æ§ç¯: 人éãåŸæãšããçŽæ、åµé æ§、å«çç倿ãš、AIãåŸæãšããããŒã¿åŠç、ãã¿ãŒã³èªè、å¹ççãªå®è¡ãçµã¿åãããããšã§、äž¡è ã®åŒ·ã¿ãæå€§éã«æŽ»ããããšãã§ããŸã。AIã¯、ç§ãã¡ã®ç¥çãªæ¡åŒµãšããŠæ©èœããã®ã§ã。
「AIããã©ãŒ」ãšããçæ³ã¯é åçã§ãã、ãã©ã€ãã·ãŒ、ã»ãã¥ãªãã£、è²¬ä»»ã®æåšãšãã£ãåé¡ãçãããããããã®ã§ã。äžæ¹、「AIã³ãã€ããã」ã¯、人éã®ã³ã³ãããŒã«äžã§AIã®æ©æµã享åã、ä¿¡é Œã«åºã¥ããæç¶å¯èœãªé¢ä¿ãç¯ãããã®çŸå®çãªéçã瀺ããŠããŸã。
13.2 å°éç¹ååãšãŒãžã§ã³ãã®åªäœæ§:å¶åŸ¡ãããç°å¢ã§ã®æå – ç¹å®ã®é åã§、æ·±ãæ©èœã、éå®çãªåå©ãæŽã
æ¬çš¿ã§ãè§Šããããã«、æ³åŸåéã®Harvey(ããŒãã€)ãå»çåãã®OpenEvidence(ãªãŒãã³ãšããã³ã¹)ã®ãããª「å°éç¹ååAIãšãŒãžã§ã³ã」ã¯、ãã§ã«å®çšåãã、æåãåããŠããŸã。ãªã、圌ãã¯æ±çšAIãšãŒãžã§ã³ããããå è¡ããŠæåã§ããã®ã§ãããã?
- å¶åŸ¡ãããç°å¢: å°éåéã®ã¿ã¹ã¯ã¯、å€ãã®å Žå、æç¢ºã«å®çŸ©ãããã«ãŒã«、æ§é åãããããŒã¿、ãããŠéå®ãããè¡åç¯å²ãæã£ãŠããŸã。ããã«ãã、AIãšãŒãžã§ã³ãã¯äºæž¬å¯èœãªç°å¢ã§å¹ççã«æ©èœã§ããŸã。
- é«ãå°éæ§ãšç²ŸåºŠ: ç¹å®ã®ãã¡ã€ã³ã«ç¹åããããšã§、AIã¯èšå€§ãªå°éç¥èãæ·±ãåŠç¿ã、é«ã粟床ã§ã¿ã¹ã¯ãããªãããšãã§ããŸã。äŸãã°、æ³åŸææžã®åæãå»çç»åã®èšºæãªã©、人éãæéãèŠããäœæ¥ãé«éãã€æ£ç¢ºã«å®è¡ããŸã。
- æç¢ºãªäŸ¡å€ææ¡: å°éå®¶ã¯、æéã®ç¯çŽ、ã³ã¹ãåæž、ãã¥ãŒãã³ãšã©ãŒã®åæžãšãã£ãå ·äœçãªã¡ãªãããAIããåŸããããã、ãã®å°å ¥ã«å¯Ÿããã¢ãããŒã·ã§ã³ãé«ãã§ã。
ãããã®æåäºäŸã¯、æ±çšAIãšãŒãžã§ã³ãã、ã€ã³ã¿ãŒããããšãã「åºå€§ãªèé」ã§å šãŠãããªãããšããã®ã§ã¯ãªã、ãŸãã¯「å¶åŸ¡ãããåºå」ã§æ·±ã、æ£ç¢ºã«æ©èœããããšããå§ããã¹ãã§ãããšãã瀺åãäžããŠããŸã。å°æ¥çã«ã¯、ãããã®å°éç¹ååãšãŒãžã§ã³ãã、æ±çšAIãšãŒãžã§ã³ãã®「ãã©ã°ã€ã³」ã「ã¢ãžã¥ãŒã«」ãšããŠæ©èœã、ããåºç¯ãªã¿ã¹ã¯ãåæ ããŠå®è¡ãã、ãšãã「ãã€ã¯ããµãŒãã¹ã¢ãŒããã¯ãã£」ã®ãããªæ§é ãçãŸãããããããŸãã。
13.3 éææ§・説æè²¬ä»»・ç£æ»å¯èœæ§:ä¿¡é Œã®åºç€ãç¯ã – èŠããªãæäœãã、èŠããåãž、ä¿¡é Œãè²ãåªå
AIãšãŒãžã§ã³ããç§ãã¡ã®çæŽ»ã«æ·±ã浞éããã«ã€ããŠ、ãã®「ä¿¡é Œæ§」ã確ä¿ããããšãäžå¯æ¬ ã§ã。ä¿¡é Œã®åºç€ãç¯ãããã«ã¯、AIã®æææ±ºå®ããã»ã¹ã「èŠããå」ã、人éããããçè§£・æ€èšŒã§ããä»çµã¿ãæ±ããããŸã。ããã¯、äž»ã«ä»¥äžã®3ã€ã®èŠçŽ ããæ§æãããŸã。
- éææ§ (Transparency): AIãšãŒãžã§ã³ããã©ã®ããã«æææ±ºå®ãè¡ã、ã©ã®ãããªæ å ±æºã«åºã¥ããŠè¡åããã®ãã、ãŠãŒã¶ãŒãçè§£ã§ãã圢ã§é瀺ããããšã§ã。äŸãã°、「ãªããã®èªç©ºåžãæšå¥šããã®ã?」「ã©ã®ã¬ãã¥ãŒãåèã«ãã®ããã«ãéžãã ã®ã?」ãšãã£ãçåã«å¯Ÿã、AIãæç¢ºãªæ ¹æ ã瀺ãèœåãæ±ããããŸã。
- 説æè²¬ä»» (Accountability): AIãšãŒãžã§ã³ãã®è¡åã«ãã£ãŠäºæãã¬çµæãæå®³ãçºçããå Žåã«、誰ããã®è²¬ä»»ãè² ãã®ã(éçºè 、æäŸè 、ãŠãŒã¶ãŒãªã©)ãæç¢ºã«ããããšã§ã。ããã¯、åãªãæè¡çãªåé¡ã§ã¯ãªã、æ³å¶åºŠãå«ççãªåŽé¢ããã®è°è«ãå¿ èŠãšãªããŸã。
- ç£æ»å¯èœæ§ (Auditability): AIãšãŒãžã§ã³ãã®éå»ã®è¡åå±¥æŽãæææ±ºå®ããã»ã¹ã、åŸãã第äžè ãæ€èšŒ・è©äŸ¡ã§ããç¶æ ã«ããŠããããšã§ã。ããã¯、AIã®å ¬å¹³æ§ãå®å šæ§ã確ä¿ã、æœåšçãªãã€ã¢ã¹ããšã©ãŒãçºèŠããããã«éèŠã§ã。äŸãã°、ç¹å®ã®ãŠãŒã¶ãŒã°ã«ãŒãã«å¯ŸããŠå·®å¥çãªè¡åãããŠããªãã、ãšãã£ãç£æ»ãå¯èœã§ããã¹ãã§ã。
ãããã®èŠçŽ ã¯、AIãšãŒãžã§ã³ãã「ãã©ãã¯ããã¯ã¹」ãšããŠæ©èœããã®ã§ã¯ãªã、人é瀟äŒã®äžå¡ãšããŠ「責任ããè¡å」ãåãããã®åå°ãšãªããŸã。èŠããªãæäœãã、èŠããåãžã®åªåããã、AIãšäººéã®éã«çã®ä¿¡é Œé¢ä¿ãè²ãããã®ç¬¬äžæ©ãªã®ã§ã。
13.4 ãã©ã€ãã·ãŒãšã»ãã¥ãªãã£:ããŒã¿äž»æš©ã®ç¢ºä¿ – æ å ±ã®çŸ、åäººã®æš©å©、å®å šä¿éã®ç¢ºç«
AIãšãŒãžã§ã³ãã«、ç§ãã¡ã®ç掻ã®ããããåŽé¢ã«ã¢ã¯ã»ã¹ããæš©éãäžããããšã¯、ãã©ã€ãã·ãŒä¿è·ãšã»ãã¥ãªãã£ã«ãããŠ、極ããŠé«åºŠãªèª²é¡ãæèµ·ããŸã。AIãç§ãã¡ã®å人æ å ±、è¡åå±¥æŽ、å奜、ããã«ã¯å¥åº·ããŒã¿ãè²¡åæ å ±ã«ãŸã§ã¢ã¯ã»ã¹ããããã«ãªãæªæ¥ã§ã¯、「ããŒã¿äž»æš©」ã®ç¢ºä¿ãæéèŠèª²é¡ãšãªããŸã。
- ãŠãŒã¶ãŒã«ããåæãšç®¡ç: AIãšãŒãžã§ã³ããã©ã®ããŒã¿ã«、ã©ã®ç¯å²ã§ã¢ã¯ã»ã¹ã、ã©ã®ããã«å©çšãããã、ãŠãŒã¶ãŒãæç¢ºã«åæã、ãã€ãã€ã§ããã®èšå®ã倿Ž・æ€åã§ããä»çµã¿ãäžå¯æ¬ ã§ã。ããã¯、çŸåšã®ã¢ããªã±ãŒã·ã§ã³ã«ãããæš©éèšå®ããã、ã¯ããã«ãã现ãã、çè§£ãããããã®ã§ããã¹ãã§ã。
- ããŒã¿ã»ãã¥ãªãã£ã®åŒ·å: AIãšãŒãžã§ã³ããæ±ãèšå€§ãªå人ããŒã¿ã¯、ãµã€ããŒæ»æã®æ Œå¥œã®æšçãšãªããŸã。æå ç«¯ã®æå·åæè¡、ã¢ã¯ã»ã¹å¶åŸ¡、忣åã¹ãã¬ãŒãžãªã©ã®æè¡ãé§äœ¿ã、ããŒã¿ã®æŒæŽ©ãäžæ£å©çšãé²ãããã®åŒ·åºãªã»ãã¥ãªãã£å¯Ÿçãæ±ããããŸã。
- å·®åãã©ã€ãã·ãŒãšãã§ãã¬ãŒãããã©ãŒãã³ã°: åã ã®ãŠãŒã¶ãŒããŒã¿ãçŽæ¥åé・å©çšããããšãªã、AIã¢ãã«ãèšç·Žããããã®æè¡(äŸãã°、å人ã®èå¥ãå°é£ã«ãªãããã«ããŒã¿ãå å·¥ãã「å·®åãã©ã€ãã·ãŒ」ã、äžå€®ãµãŒããŒã«ããŒã¿ãéçŽããã«åããã€ã¹ã§åŠç¿ãè¡ã「ãã§ãã¬ãŒãããã©ãŒãã³ã°」)ã®å°å ¥ã、ãã©ã€ãã·ãŒä¿è·ã®èгç¹ããéèŠã§ã。
ç§ãã¡ã®ããžã¿ã«ã¢ã€ãã³ãã£ãã£ãšç掻ãå®ã「æ å ±ã®çŸ」ãšããŠã®AIãšãŒãžã§ã³ããæ§ç¯ããããã«ã¯、æè¡、å¶åºŠ、ãããŠå«çã®äžäœäžäœã§ã®åãçµã¿ãäžå¯æ¬ ã§ã。åäººã®æš©å©ãå°éãã、å®å šãä¿éãããç°å¢ã§ãªããã°、AIãšãŒãžã§ã³ãã®çã®ããã³ã·ã£ã«ã¯éè±ããªãã§ããã。
13.5 å ·äœäŸ:ãšãŒãããã®GDPRã瀺ãããŒã¿äž»æš©ã®æªæ¥ – æ³çæ çµã¿ã«ããå€é©、ãŠãŒã¶ãŒã®æš©å©ä¿è·
AIãšãŒãžã§ã³ããããŒã¿äž»æš©ãšãã©ã€ãã·ãŒä¿è·ã®èª²é¡ã«çŽé¢ããäžã§、ãšãŒãããé£å(EU)ã®GDPR(äžè¬ããŒã¿ä¿è·èŠå)ã¯、ãã§ã«ãã®æªæ¥ã®äžç«¯ãæç€ºããŠããŸã。
13.5.1 GDPRã®ç®çãšåœ±é¿
GDPRã¯2018å¹Žã«æœè¡ããã、äžçã§æã峿 ŒãªããŒã¿ä¿è·æ³ã®äžã€ã§ã。ãã®ç®çã¯、å人ããŒã¿ã®åŠçã«é¢ããèŠåãå®ããããšã§、EUåžæ°ã®ãã©ã€ãã·ãŒæš©ãä¿è·ã、äŒæ¥ã«å¯ŸããŠããé«ãéææ§ãšèª¬æè²¬ä»»ãèŠæ±ããããšã«ãããŸã。GDPRã¯、äŒæ¥ã®ããŒã¿åé、ä¿å、åŠç、å©çš、ãããŠç§»è»¢ã®ããããæ®µéã«åœ±é¿ãäžã、éåããå Žåã«ã¯å·šé¡ã®çœ°éãç§ãããå¯èœæ§ããããŸã。
13.5.2 GDPRã瀺ãããŒã¿äž»æš©ã®æªæ¥
GDPRã¯、以äžã®ãããªç¹ã§、AIãšãŒãžã§ã³ããç®æãã¹ãããŒã¿äž»æš©ã®æªæ¥åã瀺ããŠããŸã。
- åæã®å³æ Œå: å人ããŒã¿ã®åé・å©çšã«ã¯、ãŠãŒã¶ãŒããã®æç¢ºã§èªç±ãªåæãæ±ããããŸã。ããã¯、AIãšãŒãžã§ã³ãããŠãŒã¶ãŒããŒã¿ã«ã¢ã¯ã»ã¹ããéã«ã、åæ§ã®å³æ Œãªåæããã»ã¹ãå¿ èŠãšãªãããšãæå³ããŸã。
- ããŒã¿ããŒã¿ããªãã£ã®æš©å©: ãŠãŒã¶ãŒã¯èªèº«ã®ããŒã¿ãä»ã®ãµãŒãã¹ã«ç§»è¡ããæš©å©(ããŒã¿ããŒã¿ããªãã£ã®æš©å©)ãæã¡ãŸã。ããã¯、「ãŠã©ãŒã«ãã¬ãŒãã³」ããã®ããŒã¿å²ã蟌ã¿ãç·©åã、AIãšãŒãžã§ã³ããè€æ°ã®ãµãŒãã¹ã暪æããŠæ©èœããããã®åºç€ãšãªããŸã。
- å¿ããããæš©å©: ãŠãŒã¶ãŒã¯èªèº«ã®ããŒã¿ãåé€ããããäŒæ¥ã«èŠæ±ããæš©å©ãæã¡ãŸã。AIãéå»ã®è¡åå±¥æŽãåŠç¿ããŒã¿ãšããŠå©çšããå人ããŒã¿ã«ã€ããŠã、ãã®æš©å©ãé©çšãããã¹ãã§ããã。
- ãããã¡ã€ãªã³ã°ãžã®å¶é: AIã«ããèªåçãªæææ±ºå®ããããã¡ã€ãªã³ã°(åäººç¹æ§ã®åæ)ã«å¯ŸããŠ、ãŠãŒã¶ãŒã¯ç°è°ãå±ããæš©å©ãæã¡ãŸã。ããã¯、AIãšãŒãžã§ã³ããå·®å¥çãªè¡åãåã£ãã、ãŠãŒã¶ãŒã®æå³ããªã圢ã§è¡åãããããããšãé²ãããã®éèŠãª safeguard(ä¿è·æªçœ®)ãšãªããŸã。
GDPRã¯、åãªãæ³èŠå¶ã«ãšã©ãŸãã、ããžã¿ã«ç€ŸäŒã«ããã人éã®å°å³ãšæš©å©ãå確èªããããã®åŒ·åãªã¡ãã»ãŒãžã§ã。AIãšãŒãžã§ã³ãã®éçºè ãæäŸè ã¯、GDPRã瀺ããããã®ååãæ·±ãçè§£ã、ãã®èšèšãšéçšã«çµã¿èŸŒãããšã§、ãŠãŒã¶ãŒããã®ä¿¡é Œãç²åŸã、æç¶å¯èœãªæªæ¥ãç¯ãããšãã§ããã§ããã。ããã¯、æè¡é©æ°ãšå«çç責任ãäž¡ç«ããæªæ¥ãžã®、éèŠãªäžæ©ãšèšããŸã。
ã³ã©ã :ç§ãå¿ããŠã»ããããš、AIãèŠããŠããããš
「ãã®ã¡ãŒã«、ããèªãŸãªãã§ã»ãããª」ãšã、「ãã®æã®æ€çޢ履æŽ、AIã«å¿ããŠã»ãããª」ãšæãããšã¯ãããŸããã? ç§ã¯æã ãããŸã。ããžã¿ã«ç©ºéã«äžåºŠæžã蟌ãŸããæ å ±ã¯、ãŸãã§å¢šæ±ã®ããã«æ¶ãã«ãããã®ã§ããã。ããã、AIãšãŒãžã§ã³ããç§ãã¡ã®ããžã¿ã«ã©ã€ãã®ãã¹ãŠãé ããããã«ãªã£ãã、ãã®「å¿ããããæš©å©」ã¯、ãã£ãšéèŠã«ãªãã§ããã。éå»ã®éã¡ã、ããå¿ èŠã®ãªãæ å ±ãŸã§AIãèŠããŠããã、ç§ãã¡ã¯åžžã«ç£èŠãããŠãããããªæ°åã«ãªã£ãŠããŸããŸã。AIã「å¿ãã」ãšããèœåãæã€ããšã¯、人éã「éå»」ããè§£æŸãã、「æ°ããèªå」ãšããŠçããããã®、éèŠãªéµã«ãªãã®ãããããŸããã。
第14ç« :æªæ¥ãžã®ããŒãããã:ã¢ã¯ã·ã§ã³å¯èœãªæèšãšå«ççæ çµã¿ – å®è·µãžã®äžæ©、æç¶å¯èœãªçºå±ãž
14.1 æè¡é©æ°ãšèŠå¶ã®èª¿å:ã€ãããŒã·ã§ã³ã®ä¿é²ãšãªã¹ã¯ã®æå¶ – å éãã鲿©、远ãã€ãæ³æŽå、調åã®æ¢æ±
AIæè¡ã®çºå±ã¯ç®èŠãŸãã、ãã®ã€ãããŒã·ã§ã³ã®é床ã¯、æ¢åã®æ³å¶åºŠãå«ççæ çµã¿ã远ãã€ãã®ãå°é£ã«ããŠããŸã。ããã、AIãšãŒãžã§ã³ãã瀟äŒã«æ·±ã浞éã、ãã®æ©æµãæå€§éã«äº«åããããã«ã¯、ã€ãããŒã·ã§ã³ã®ä¿é²ãšæœåšçãªãªã¹ã¯ã®æå¶ãäž¡ç«ããã「調å」ã®åããã¢ãããŒããäžå¯æ¬ ã§ã。åã«æè¡ã®é²æ©ãé»å®³ãããããªé床ãªèŠå¶ã¯é¿ããã¹ãã§ãã、äžæ¹ã§、ç¡ç§©åºãªçºå±ã瀟äŒã«æ·±å»ãªåé¡ãåŒãèµ·ããããšãé²ããªããã°ãªããŸãã。
- ãµã³ãããã¯ã¹èŠå¶ã®æŽ»çš: æ°ããAIæè¡ããµãŒãã¹ã、éå®ãããç°å¢äžã§å è¡çã«å°å ¥・æ€èšŒã、ãã®çµæã«åºã¥ããŠèŠå¶ã段éçã«èª¿æŽããŠãã「ãµã³ãããã¯ã¹èŠå¶」ã¯、ã€ãããŒã·ã§ã³ãä¿é²ãã€ã€ãªã¹ã¯ã管çããæå¹ãªææ®µã§ã。
- åœéçãªåèª¿ãšæšæºå: AIã¯åœå¢ãè¶ããæè¡ã§ãããã、ååœããã©ãã©ã«èŠå¶ãå°å ¥ãããš、æè¡éçºã®è¶³ãããšãªãå¯èœæ§ããããŸã。OECD(çµæžååéçºæ©æ§)ãG7(äž»èŠ7ã«åœ)ãªã©ã®æ çµã¿ãéããŠ、AIã®å®å šæ§、ä¿¡é Œæ§、å«çã«é¢ããåœéçãªã¬ã€ãã©ã€ã³ãæšæºãçå®ã、èŠå¶ã®èª¿åãå³ãããšãéèŠã§ã。
- ãªã¹ã¯ããŒã¹ã¢ãããŒãã®æ¡çš: EUã®AIæ³æ¡ã®ããã«、AIã·ã¹ãã ã®「ãªã¹ã¯ã¬ãã«」ã«å¿ããŠç°ãªãèŠå¶ãé©çšãã「ãªã¹ã¯ããŒã¹ã¢ãããŒã」ã¯、æè¡ã®å€æ§æ§ãšç€ŸäŒãžã®åœ±é¿åºŠãèæ ®ãã、çŸå®çãªèŠå¶ã®ããæ¹ãšããŠæ³šç®ãããŠããŸã。äŸãã°、çåœãå¥åº·ã«çŽæ¥åœ±é¿ãäžããé«ãªã¹ã¯AIã«ã¯å³ããèŠå¶ã、ãã以å€ã®äœãªã¹ã¯AIã«ã¯æè»ãªèŠå¶ãé©çšãããšãã£ã圢ã§ã。
æè¡éçºè 、æ¿çç«æ¡è 、ãããŠåžæ°ç€ŸäŒã察話ãéããŠå ±éèªèã圢æã、AIã®æç¶å¯èœãªçºå±ã«åããããŒãããããæãããšã、ããããã®ç€ŸäŒã«ãšã£ãŠæãéèŠãªèª²é¡ã®äžã€ãšèšããã§ããã。
14.2 ãªãŒãã³æšæºãšçžäºéçšæ§:ãšã³ã·ã¹ãã éã®æ©æž¡ã – äºãã«ç¹ãã、å ±éã®ã«ãŒã«、ååé¢ä¿ã®æ§ç¯
「ãŠã©ãŒã«ãã¬ãŒãã³」ã®å£ãè¶ã、AIãšãŒãžã§ã³ããçã«åãçºæ®ããããã«ã¯、ç°ãªããã©ãããã©ãŒã ããµãŒãã¹éã§ã®「ãªãŒãã³æšæº」ãš「çžäºéçšæ§」ã®ç¢ºç«ãäžå¯æ¬ ã§ã。ããã¯、ã€ã³ã¿ãŒããããTCP/IPãHTTPãšãã£ããªãŒãã³ãããã³ã«ã«ãã£ãŠ、äžçã®æ å ±ãç¹ãã æŽå²ãšåãããã«、AIã®「è¡å」ãç¹ãããã®「ããžã¿ã«ãªæ©æž¡ã」ãæå³ããŸã。
- APIã®æšæºåãšå ¬é: åãã©ãããã©ãŒã ã、AIãšãŒãžã§ã³ããå©çšããããæšæºåãããAPIãå ¬éã、ãã®å©çšãä¿é²ããããšãéèŠã§ã。ããã«ãã、AIãšãŒãžã§ã³ãã¯ç¹å®ã®ãã©ãããã©ãŒã ã«äŸåããããšãªã、倿§ãªãµãŒãã¹ãšé£æºã§ããããã«ãªããŸã。äŸãã°、ããŒã¿ããŒã¿ããªãã£ã®æšæºåããã圢åŒãæäŸããããšã§、ãŠãŒã¶ãŒãèªèº«ã®ããŒã¿ã容æã«ç§»è¡ã§ããããã«ãªããŸã。
- 忣åã¢ã€ãã³ãã£ã㣠(Decentralized Identity, DID) ã®æšé²: ãŠãŒã¶ãŒãèªèº«ã®ããžã¿ã«ã¢ã€ãã³ãã£ãã£ã忣åå°åž³(ãããã¯ãã§ãŒã³ãªã©)äžã§ç®¡çã、å¿ èŠãªæ å ±ã®ã¿ãå¿ èŠãªãµãŒãã¹ã«æç€ºããä»çµã¿(DID)ã¯、ãã©ã€ãã·ãŒãä¿è·ãã€ã€、AIãšãŒãžã§ã³ããå®å šã«ãŠãŒã¶ãŒèªèšŒãè¡ã、ãµãŒãã¹ãšé£æºããããã®åºç€ãšãªããŸã。
- ã»ãã³ãã£ãã¯ãŠã§ãæè¡ã®å¿çš: éå»ã«æå±ãããã»ãã³ãã£ãã¯ãŠã§ãã®æŠå¿µãåè©äŸ¡ã、ãŠã§ãäžã®æ å ±ããµãŒãã¹ãæ©æ¢°ãããæ·±ãçè§£ã§ãã圢ã§èšè¿°ããæè¡(RDF、OWLãªã©)ãAIãšãŒãžã§ã³ããšã³ã·ã¹ãã ã«å¿çšããããšã§、APIã®ä»æ§ãç°ãªã£ãŠããŠã、AIããã®æå³ãè§£éã、飿ºãèªååããå¯èœæ§ãçãŸããŸã。
ãªãŒãã³æšæºãšçžäºéçšæ§ã¯、å調çãªãšã³ã·ã¹ãã ãæ§ç¯ããããã®åå°ã§ãã、ãã¹ãŠã®ãã¬ã€ã€ãŒãå ±éã®ã«ãŒã«ãšçè§£ã«åºã¥ããŠååé¢ä¿ãç¯ãããšã§、AIãšãŒãžã§ã³ãã®çã®å¯èœæ§ãè§£ãæŸãããã§ããã。
14.3 人éäžå¿èšèšãšAIãªãã©ã·ãŒ:ãŠãŒã¶ãŒäž»æš©ã®å埩 – 䜿ãããã、çè§£ã®æ·±ã、éžææš©ãä¿æãã
AIãšãŒãžã§ã³ããç§ãã¡ã®çæŽ»ã«æ·±ãçµ±åãããæªæ¥ã«ãããŠ、æãéèŠãªã®ã¯、AIã「人éäžå¿」ã§èšèšãã、ãŠãŒã¶ãŒããã®å©çšã«ãããŠ「䞻暩」ãä¿æã§ããããšã§ã。ã©ããªã«é«æ§èœãªAIã§ã、䜿ãã«ããã£ãã、ãã®åäœåçãçè§£ã§ããªãã£ãã、ãããã¯èªåã®æå³ãšç°ãªãè¡åãåããããããã°、ãŠãŒã¶ãŒããã®ä¿¡é Œã¯åŸãããŸãã。
- 人éäžå¿èšèš (Human-Centered Design, HCD) ã®åŸ¹åº: AIãšãŒãžã§ã³ãã®ã€ã³ã¿ãŒãã§ãŒã¹ãæ©èœèšèšã«ãããŠ、åžžã«ãŠãŒã¶ãŒã®ããŒãº、èœå、ãããŠäŸ¡å€èгãæåªå ã«èæ ®ããããšã§ã。äŸãã°、AIãäœãçè§£ã、äœãå®è¡ã§ããã®ããæç¢ºã«äŒã、ãŠãŒã¶ãŒããã®è¡åãç°¡åã«åæ¢・ä¿®æ£ã§ãããããªãã¶ã€ã³ãæ±ããããŸã。
- AIãªãã©ã·ãŒæè²ã®æšé²: AIãã©ã®ããã«æ©èœã、ã©ã®ãããªéçãæã€ã®ããäžè¬ã®ãŠãŒã¶ãŒãçè§£ããããã®æè²(AIãªãã©ã·ãŒ)ãæšé²ããããšãäžå¯æ¬ ã§ã。ããã«ãã、ãŠãŒã¶ãŒã¯AIã®å©ç¹ã享åãã€ã€、ãã®ãªã¹ã¯ãèªèã、è³¢æãªå€æãäžããããã«ãªããŸã。äŸãã°、AIãçæããæ å ±ã®「å¹»èŠ(Hallucination)」ãã©ã®ããã«èŠåããã、ãšãã£ãç¥èãéèŠã§ã。
- 説æå¯èœãªAI (Explainable AI, XAI) ã®ç ç©¶ãšå®è£ : AIã®æææ±ºå®ããã»ã¹ã人éãçè§£ã§ãã圢ã§èª¬æããæè¡(XAI)ã¯、ãŠãŒã¶ãŒã®ä¿¡é Œãç²åŸã、å«ççãªåé¡ãåé¿ããããã«äžå¯æ¬ ã§ã。ãªãAIãšãŒãžã§ã³ããç¹å®ã®æšå¥šãè¡ã£ãã®ã、ãªããã®è¡åãåã£ãã®ã、ãã®çç±ãæç¢ºã«æç€ºã§ããã¹ãã§ã。
AIãšãŒãžã§ã³ãã¯、ç§ãã¡ã®éå ·ã§ãã、ããŒãããŒã§ã。ãã®äž»å°æš©ã人éãä¿æãç¶ããããã«ã¯、ãŠãŒã¶ãŒãAIãçè§£ã、ã³ã³ãããŒã«ã§ãã「éžææš©」ãåžžã«ä¿èšŒããããšã、æç¶å¯èœãªæªæ¥ãžã®éµãšãªããŸã。
14.4 瀟äŒçå容æ§ãšæè²:æªæ¥äžä»£ãžã®æè³ – çè§£ãåºã、ç¥èãæ·±ã、å ±ã«æªæ¥ãç¯ã
AIãšãŒãžã§ã³ãã®æ¬æ Œçãªç€ŸäŒå®è£ ã«ã¯、æè¡çãªæºåã ãã§ãªã、瀟äŒå šäœã®「å容æ§」ã®åäžãäžå¯æ¬ ã§ã。AIã«å¯ŸããæŒ ç¶ãšããäžå®ã誀解ãè§£æ¶ã、ãã®æ©æµãå ¬å¹³ã«äº«åã§ãã瀟äŒãç¯ãããã«ã¯、æè²ã極ããŠéèŠãªåœ¹å²ãæãããŸã。
- AIã«é¢ããäžè¬åžæ°ãžã®åçºæŽ»å: AIã瀟äŒã«ã©ã®ãããªåœ±é¿ãããããã®ã、ãã®ã¡ãªãããšãã¡ãªãã、å«çç課é¡ãªã©ã、å°éå®¶ã ãã§ãªãäžè¬åžæ°ã«ãåãããããäŒããåçºæŽ»åãå¿ èŠã§ã。è¬æŒäŒ、ã¯ãŒã¯ã·ã§ãã、ãªã³ã©ã€ã³ã³ã³ãã³ããªã©ãéããŠ、AIãžã®çè§£ãæ·±ããæ©äŒãæäŸããŸã。
- åŠæ ¡æè²ã«ãããAIæè²ã®å°å ¥: å°åŠæ ¡ãã倧åŠãŸã§ã®äžè²«ããAIæè²ãæšé²ã、æªæ¥ãæ ãäžä»£ãAIã®åºç€ç¥è、ããã°ã©ãã³ã°çæè、ãããŠAIæä»£ã«æ±ããããå«ç芳ã身ã«ã€ããããããã«æè³ããããšãéèŠã§ã。åã«AIã䜿ãã ãã§ãªã、AIã「çè§£ã、åµé ã、æ¹å€çã«è©äŸ¡ãã」èœåãè²ãå¿ èŠããããŸã。
- ãªã¹ããªã³ã°ãšã¢ããã¹ããªã³ã°ã®æ©äŒæäŸ: AIã«ãã£ãŠä»äºã®ããæ¹ãå€åããäžã§、åŽåè ãæ°ããªã¹ãã«ãç¿åŸã、AIãšååã§ããèœåãé«ããããã®ãªã¹ããªã³ã°(åæè²)ãã¢ããã¹ããªã³ã°(èœååäž)ã®æ©äŒãç©æ¥µçã«æäŸããããšã、瀟äŒå šäœã®AIå容æ§ãé«ããäžã§éèŠã§ã。
- 倿§ãªã¹ããŒã¯ãã«ããŒãšã®å¯Ÿè©±: AIéçºè 、äŒæ¥、æ¿åº、ç ç©¶è 、åžæ°å£äœ、ãããŠäžè¬åžæ°ãšãã£ã倿§ãªã¹ããŒã¯ãã«ããŒã宿çã«å¯Ÿè©±ã、AIã®æªæ¥ã«é¢ããå ±éã®ããžã§ã³ãšèª²é¡èªèãå ±æããå Žãèšããããšã、瀟äŒçãªåæåœ¢æã«ã¯äžå¯æ¬ ã§ã。
æªæ¥äžä»£ãžã®æè³ãšããŠã®AIæè²ã¯、åãªãæè¡æè²ã«çãŸãã、AIæä»£ãçãã人éãšããŠ、ããã«è±ãã§å«ççãªç€ŸäŒãç¯ããŠããããåã、壮倧ãªãããžã§ã¯ãã§ã。çè§£ãåºã、ç¥èãæ·±ã、å ±ã«æªæ¥ãç¯ãããšããã、AIãšãŒãžã§ã³ãã®çã®å¯èœæ§ãè§£ãæŸã€éµãšãªãã§ããã。
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å æ¥、å°åŠæ ¡ã§AIã«é¢ããè¬æŒãããæ©äŒããããŸãã。åäŸãã¡ã¯ç®ããã©ãã©ãããŠ「AIã¯ãªãã§ãã§ããã®?」ãšè³ªåããŠããŸã。ç§ã¯åœŒãã«「AIã¯éæ³ãããªãããã©、æªæ¥ãåµãããã®åŒ·åãªéå ·ã ã。ã§ã、éå ·ã䜿ãã®ã¯äººéã ãã、AIãã©ã䜿ããã¯、ã¿ããªãã©ãèãããã«ããã£ãŠãããã 」ãšäŒããŸãã。圌ãã倧人ã«ãªã£ãæ、AIãšãŒãžã§ã³ããåœããåã®ããã«ååšãã瀟äŒã§、圌ããAIã䜿ãããªã、ããè¯ãäžçãç¯ããŠããããšãé¡ã£ãŠããŸã。ãã®ããã«ã¯、ä»、ç§ãã¡ã圌ãã«AIã®「ç¥è」ãš「å«ç」ãäŒããããšã、äœããã倧åãªæè³ã ãšæããŠããŸã。
第15ç« :çµè«(ãšããã€ãã®è§£æ±ºç) – çµãããªãæ¢æ±、é²åããäžç
15.1 æ°ããªãªã³ã¯ã®çºèŠ、ãããã¯ã€ã³ã¿ãŒãããã®åæ§ç¯ – çµãããªãæ¢æ±、é²åããäžç、次ã®äžæ©ãèžã¿åºã
æ¬çš¿ãéããŠ、ç§ãã¡ã¯1990幎代ã®「ãã©ãŠã¶æŠäº」ãšããæŽå²çã¢ãããžãŒãåèã、çŸä»£ã®æ¶è²»è åãAIåžå ŽãçŽé¢ããæ¬è³ªçãªèª²é¡ã«è¿«ã£ãŠãŸãããŸãã。AIãã£ããããããžã®çŸåšã®ç±çã¯、éå»ã«æ€çŽ¢ãšã³ãžã³ã®éèŠæ§ãèŠèª€ã£ãããã«、çã«é©åœçãªæ¬¡ã®ããžã¿ã«ãã©ãã€ã ãèŠèœãšããŠããå¯èœæ§ããããŸã。çŸåšã®AIã¯「ç©äºãæãéãã」ããšãã§ãã、ãã®æ ¹æºã«ã¯、ãŠã©ãŒã«ãã¬ãŒãã³ã«ä»£è¡šãããã€ã³ã¿ãŒãããã®「建ç¯äžã®åé¡」ãš、APIã®æçå、ãããŠçµæžçãªã€ã³ã»ã³ãã£ãã®æ¬ åŠã暪ããã£ãŠããŸã。
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15.2 å調çãšã³ã·ã¹ãã ãžã®é – æãæºã、å ±ã«åµã、æ°ããªäŸ¡å€ãçã¿åºã
AIãšãŒãžã§ã³ããçã«åãçºæ®ã、ãã®æ©æµã瀟äŒå šäœã享åã§ããæªæ¥ãç¯ãããã«ã¯、以äžã®äžã€ã®æ±ã«åºã¥ãã「å調çãšã³ã·ã¹ãã 」ã®æ§ç¯ãäžå¯æ¬ ã§ãããšç§ãã¡ã¯èããŸã。
- ãªãŒãã³æšæºãšçžäºéçšæ§ã®ç¢ºç«: 「ãŠã©ãŒã«ãã¬ãŒãã³」ãæç Žã、ç°ãªããã©ãããã©ãŒã ããµãŒãã¹ãã·ãŒã ã¬ã¹ã«é£æºã§ãããããª、ãªãŒãã³ãªAPIæšæºãšãããã³ã«ã確ç«ããããšã§ã。ããã¯、ãã¹ãŠã®ãã¬ã€ã€ãŒãå ±éã®ã«ãŒã«ãšçè§£ã«åºã¥ããŠååã§ããåºç€ãç¯ãããšãæå³ããŸã。
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ãªãã、ãã©ãŠã¶æŠäºã®æã¿ããã«、AIã§ã次ã«èŠéããŠããã®ããããããã?ã¿ãããªè©±ããããã§ããã©。AIãšãŒãžã§ã³ããšãèšãããŠã、çµå±「Amazonã§æå®å€æ¢ã」ã£ãŠèšã£ãŠã、「å©çšèŠçŽã§ç¡çã£ã」ãšãèšããããã§ãã?ããã£ãŠ、èŠããã«AIããã«ãªããããªããŠ、ã€ã³ã¿ãŒãããèªäœããããã颚ã«äœãããŠãªã、ã£ãŠããšã§ããã。ã¿ããªã「ã€ã³ã¿ãŒããããåèšèšããã」ãšãèšãåºããŠã、ããã誰ãã©ããã£ãŠããã®?ã£ãŠè©±ã§。çµå±、é¢åããããã誰ããããªãã§ãã。ã§、ä»ã®ãŠã©ãŒã«ãã¬ãŒãã³ãç¶ããŠ、çµå±GoogleãšãAmazonãšããçŸå³ããæãããã ã、ã£ãŠãããªããããªãã§ããã。ç¥ãããã©。ã、å¥ã«ãããããã©ã。
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幎衚①:ãã®è«æãç€ºãæŽå²ã®è»è·¡
| 幎代 | åºæ¥äº | æŠèŠ |
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| 1980幎代åŸå | CompuServe, AOL, MSNãªã©ç»å Ž | ãŠã§ã以åã®ééçãªãªã³ã©ã€ã³ãµãŒãã¹。ãµã€ãåæ å ±ãµãŒãã¹。 |
| 1994幎 | Netscape Navigatorçºè¡š | Netscapeããã©ãŠã¶åžå Žãå®çŸ©ã、åªäœæ§ã確ç«。 |
| 1990幎代åŸå | ãã©ãŠã¶æŠäºåçº(Netscape vs. Microsoft IE) | MicrosoftãWindowsã®ç¬å çå°äœã§Netscapeã®ãªãŒãã奪ã。åæãŠã§ãã®ããã²ãŒã·ã§ã³åé¡é¡åšå。 |
| 2000幎代åé | Googleæ€çŽ¢ã®å°é | PageRankã¢ã«ãŽãªãºã ã§ããã²ãŒã·ã§ã³åé¡ã解決。æ€çŽ¢ãšã³ãžã³ãæãéèŠãªãœãããŠã§ã¢ãšãªã。 |
| 2000幎代äžç€~çŸåš | ãŠã©ãŒã«ãã¬ãŒãã³ã®å°é | Amazon, TikTok, Metaãªã©å€§èŠæš¡ãã©ãããã©ãŒã ãããŒã¿å²ã蟌ã¿ãéå§。 |
| çŸåš | ãã£ãããããæŠäº(OpenAI vs. Google) | æ¶è²»è åãAIåžå Žã§æ°ããªç«¶äº。AIãšãŒãžã§ã³ãã®「ç©äºãæãéãã」åé¡ã«çŽé¢。 |
| çŸåš | AIãšãŒãžã§ã³ãã®æŠå¿µãšèª²é¡ | ãã¯ãããžãŒæ¥çããšãŒãžã§ã³ããæå±ããã、ãŠã©ãŒã«ãã¬ãŒãã³ã®æ§é ãæåãé»å®³。 |
| çŸåš | å°éåžå Žç¹ååAIã®æåäºäŸ | æ³åŸ(Harvey)、å»ç(OpenEvidence)ãªã©、å¶åŸ¡ãããç°å¢ã§ã®AIãšãŒãžã§ã³ããæ©èœ。 |
| æªæ¥ | ã€ã³ã¿ãŒãããã®「æ ¹æ¬çåèšèš」ã®å¿ èŠæ§ | çŸåšã®AIé§ååã€ã³ã¿ãŒãããã¯ãªã³ã¯ã«çžåœããå ¬éãªãœãŒã¹ããªã、ã¢ãŒããã¯ãã£ã®å€æŽãäžå¯æ¬ 。 |
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| 幎代 | åºæ¥äº(æŽå²IF) | çŸä»£ãžã®é¡æ¯・æŽå¯ |
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Reddit (often tech-savvy, critical, diverse opinions) ã®åå¿
Comment: "Interesting analogy, but is the 'walled garden' issue fundamentally different from vendor lock-in that's always existed in tech? APIs are there, just not always comprehensive or stable. Maybe the 'radical redesign' is just decentralization with a fancier name. And what about user adoption? Will people *really* trust an agent with all their online life?"
Rebuttal: While vendor lock-in is historical, the scale and scope of current walled gardens (data monopolies, ad revenue models) present a unique challenge to truly agentic, cross-platform functionality. 'Decentralization' (忣åã¢ãããŒã) is a pathway, but the paper implies something more foundational than just a different architecture for existing services. User trust is indeed paramount and remains a critical hurdle for widespread agent adoption, requiring robust privacy, security, and ethical frameworks, which the current internet largely lacks.
Hacker News (HN - Y Combinator community, technical, entrepreneurial, sometimes contrarian) ã®åå¿
Comment: "The PageRank analogy is strong. The 'getting things done' problem resonates. But 'radical redesign of the internet'? That's a huge claim. What specific protocols? What economic incentives for existing players to cooperate? This sounds more like a philosophical desire than an actionable roadmap. Specialized agents for enterprise are already working because they control the environment; consumer agents face an entirely different set of coordination problems."
Rebuttal: The 'radical redesign' is indeed a grand vision, but the paper's strength lies in identifying the fundamental architectural impediment, not necessarily providing the blueprint. The lack of specific protocols and economic incentives is precisely *why* it's a call for future research and innovation. Specialized agents prove the *concept* of 'getting things done,' but the consumer challenge is about transcending individual platform control, which inherently requires a higher degree of systemic cooperation or disruption.
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- APIãšã³ã·ã¹ãã (API Ecosystem): è€æ°ã®äŒæ¥ãéçºè ãAPIãéããŠé£æºã、æ°ããªãµãŒãã¹ã䟡å€ãåµåºããå ±åç°å¢。
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- çæAI (Generative AI): å€§èŠæš¡ãªããŒã¿ããåŠç¿ã、æ°ããããã¹ã、ç»å、é³å£°ãªã©ãçæã§ããAI。
- æ¬äººå (Personification): 人é以å€ã®ãã®ã人éã®ããã«èŠç«ãŠãŠè¡šçŸããããš。
- ãã¥ãŒãã³・ã€ã³・ã¶・ã«ãŒã (Human-in-the-Loop): AIã®æææ±ºå®ããã»ã¹ã«ãããŠ、人éã®ä»å ¥ãæçµæ¿èªãçµã¿èŸŒãããšã§、AIã®ç²ŸåºŠåäžãå«ççãªã¹ã¯ç®¡çãå³ãä»çµã¿。
- ã€ã³ããã¯ã¹ (Index): æ€çŽ¢ãšã³ãžã³ããŠã§ãããŒãžãå¹ççã«æ€çŽ¢ã§ããããã«、ããŒãžã®æ å ±ãæŽç・æ ŒçŽããããŒã¿ããŒã¹。
- Internet Explorer (ã€ã³ã¿ãŒããããšã¯ã¹ãããŒã©ãŒ): MicrosoftãéçºãããŠã§ããã©ãŠã¶。1990幎代åŸåã®ãã©ãŠã¶æŠäºã§Netscape Navigatorãšç«¶åã、åžå Žãåžå·»ãã。
- Gemini (ãžã§ãã): Googleãéçºããå€§èŠæš¡ãªãã«ãã¢ãŒãã«AIã¢ãã«。æ§ã ãªçš®é¡ã®æ å ±(ããã¹ã、ç»å、é³å£°、åç»)ãçè§£ã、åŠçã§ãã。
- èªå·±å¹åæ (Self-efficacy): ç¹å®ã®ç¶æ³ã«ãããŠ、èªåãããŸãè¡åã§ãããšèªèããèœå。AIå©çšã«ãããä¿¡é Œæã«ãç¹ãã。
- 建ç¯äžã®åé¡ (Architectural Problem): ãœãããŠã§ã¢ã·ã¹ãã ãã€ã³ã¿ãŒãããã®æ§é ãã®ãã®ã、ç¹å®ã®æ©èœãé²åãé»å®³ããŠããæ ¹æ¬çãªåé¡。
- æ€çŽ¢ (Search): ã€ã³ã¿ãŒãããäžã®æ å ±ã®äžãã、ç¹å®ã®ããŒã¯ãŒããæ¡ä»¶ã«åèŽããæ å ±ãèŠã€ãåºãè¡çº。
- æ€çŽ¢ãšã³ãžã³ (Search Engine): ãŠã§ãäžã®æ å ±ãèªåã§åé・æŽçã、ãŠãŒã¶ãŒã®æ€çŽ¢ã¯ãšãªã«å¿ããŠé¢é£æ§ã®é«ãçµæãæäŸããã·ã¹ãã 。Googleã代衚ç。
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- LLM (Large Language Model): å€§èŠæš¡èšèªã¢ãã«。人éã話ããããªèªç¶èšèªãçè§£ã、çæããèœåãæã€AIã¢ãã«。
- ãã€ã¯ããµãŒãã¹ã¢ãŒããã¯ã㣠(Microservices Architecture): ã¢ããªã±ãŒã·ã§ã³ãç¬ç«ããå°ããªãµãŒãã¹çŸ€ã«åå²ã、ãããããAPIãéããŠé£æºããèšèšææ³。
- ã¡ã¿ãããã³ã«å±€ (Metaprotocol Layer): æ¢åã®åºç€ãããã³ã«(TCP/IP, HTTPãªã©)ã®äžã«、ç¹å®ã®ç®ç(äŸ: AIãšãŒãžã§ã³ãã®é£æº)ã®ããã«å ±éã®ã«ãŒã«ãèšèªãæäŸãã、ããäžå±€ã®ãããã³ã«çŸ€。
- ç©äºãæãéããåé¡ (Getting Things Done Problem): AIãåã«æ å ±ãæäŸããã ãã§ãªã、çŸå®äžçã§å ·äœçãªè¡åãèªåŸçã«å®è¡ã§ããªããšãã課é¡。
- Netscape Navigator (ãããã¹ã±ãŒã ããã²ãŒã¿ãŒ): Netscape Communications CorporationãéçºãããŠã§ããã©ãŠã¶。1990幎代äžç€ã«åžå ŽããªãŒãããã、Microsoft Internet Explorerãšã®ç«¶äºã«æãã。
- OpenAI (ãªãŒãã³AI): 人工ç¥èœã®ç ç©¶éçºäŒæ¥。ChatGPTãDALL-Eãªã©ã®çæAIã¢ãã«ã§ç¥ããã。
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- PageRank (ããŒãžã©ã³ã¯): GoogleãéçºãããŠã§ãããŒãžã®éèŠåºŠãè©äŸ¡ããã¢ã«ãŽãªãºã 。ãªã³ã¯ã®æ°ã質ã«åºã¥ããŠã©ã³ãã³ã°ã決å®ãã。
- ãã©ã€ãã·ãŒä¿è· (Privacy Protection): å人æ å ±ãäžåœã«åé、å©çš、é瀺ãããªãããã«ä¿è·ããããš。
- äºååŠç¿ (Pre-training): å€§èŠæš¡ãªããŒã¿ã»ãããçšããŠã¢ãã«ã®åæåŠç¿ãè¡ãããã»ã¹。
- ãªã¹ã±ãžã¥ãŒãªã³ã° (Rescheduling): èšç»ã倿Žãããã、äºæãã¬äºæ ãçºçãããããå Žåã«、ã¹ã±ãžã¥ãŒã«ãå調æŽããããš。
- ã»ãã³ãã£ãã¯ãŠã§ã (Semantic Web): ãŠã§ãäžã®æ å ±ã«æ©æ¢°ãçè§£ã§ããæå³ä»ããäžããããšã§、ããé«åºŠãªæ å ±åŠçãå¯èœã«ãããŠã§ãã®æ§æ³。
- æ¶è²»è åãAI (Consumer AI): äžè¬æ¶è²»è åãã®è£œåããµãŒãã¹ã«çµã¿èŸŒãŸããAI。AIãã£ããããããªã©ã代衚ç。
- TCP/IP (Transmission Control Protocol/Internet Protocol): ã€ã³ã¿ãŒãããã®åºç€ãšãªã£ãŠããéä¿¡ãããã³ã«çŸ€。ç°ãªããããã¯ãŒã¯éã®ããŒã¿äŒéãå¯èœã«ãã。
- ãŠã§ããã©ãŠã¶ (Web Browser): ã€ã³ã¿ãŒãããäžã®ãŠã§ãããŒãžãé²èЧããããã®ãœãããŠã§ã¢。Chrome, Firefox, Edge, Safariãªã©。
- Web3: ãããã¯ãã§ãŒã³æè¡ãåºç€ãšã、äžå€®éæš©çãªãã©ãããã©ãŒã ã«äŸåãã、ãŠãŒã¶ãŒãèªèº«ã®ããŒã¿ãšããžã¿ã«è³ç£ã管çãã忣åã€ã³ã¿ãŒãããã®æŠå¿µ。
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