ã¯ããã« ããã«ã¡ã¯ïŒ AWS Japan ãœãªã¥ãŒã·ã§ã³ã¢ãŒããã¯ãã®äžè¥¿ã§ãã AWS Summit Japan 2025 ã§ã¯ãAI ãšãŒãžã§ã³ããããåé§ãå¶åŸ¡! AWS Summit Japan 2025 ã§ç£æ¥ DX ã®å¯èœæ§ãçºèŠããšãããã¢å±ç€ºãäŒç»ããŸããã 以åã®åç¥ããã° ã§ã¯ãå±ç€ºæŠèŠãšäœéšã§ããå
容ãã玹ä»ããŸããã AWS Summit Japan 2025 ãç¡äºçµäºãããšãŠãå€ãã®æ¹ã«ãã¢ããäœéšããã ããŸãããä»åã®ããã°ã§ã¯æè¡çãªè©³çްããäŒãããããšã§ããã®ãã¢ã®èå°è£ããèŠãããŸãã ãã®ãã¢ã®ç¹åŸŽã¯ãããŒããŠã§ã¢ã®å¶åŸ¡å€æãã¯ã©ãŠãäžã® AI ãšãŒãžã§ã³ãã«å§ããç¹ã«ãããŸãããªã¢ã«ã¿ã€ã å¶åŸ¡ãšããããã¯ãèç©ãããããŒã¿ã«åºã¥ã æŠç¥çãªæææ±ºå®ã AI ãæ
ã ããšã§ãåŸæ¥ã¯äººéã®çµéšã«äŸåããŠããèšåéè»¢å€æãªã©ã® äžäœã®å¶åŸ¡ã®èªåå ãå®çŸã§ããã±ãŒã¹ããããŸãã ããŒããŠã§ã¢èšèšãããã¯ã©ãŠãã¢ãŒããã¯ãã£ããã㊠AI ãšãŒãžã§ã³ãã®å®è£
ãŸã§ãè£œé æ¥ DX ã«ã掻ãããæè¡çãªåãçµã¿ã詳ãã解説ããŸãã å³ 1: AWS Summit Japan 2025 ã§ã® IoT ããåé§ã®å±ç€ºé¢šæ¯ ãã¢ã®å
šäœã¢ãŒããã¯ã㣠ã·ã¹ãã æ§æ å³ 2: ãã¢ã®å
šäœå ãã®ãã¢ã¯ãããŒããŠã§ã¢ïŒå³ 2 å·ŠåŽïŒãšãAWS ã®ã¯ã©ãŠãæ©èœïŒå³ 2 å³åŽïŒã飿ºããŠåäœããŸããããåé§ã¯ãã¬ã¡ããªããŒã¿ãã¯ã©ãŠãã«éä¿¡ããã¯ã©ãŠãåŽã® AI ãšãŒãžã§ã³ãããã®ã¹ãããã«æä»€å€ãåä¿¡ããŠèµ°è¡ããŸããããŒããŠã§ã¢ã®åäœããžãã¯ã AI ãšãŒãžã§ã³ãã®å€æã«å§ããããŠããæ§æããã€ã³ããšãªããŸãã ããŒããŠã§ã¢èšèšïŒã¡ã«ãããã¯ã¹ã®ææŠ ããåé§ã®å°ããªã·ã£ãŒã·ã«ãã¢ãŒã¿å¶åŸ¡ãå¯èœã§ä¿¡é Œæ§ã®é«ã IoT ã·ã¹ãã ãæèŒããããšã¯ãã£ã¬ã³ãžã³ã°ã§ãããESP32 ãã€ã³ã³ïŒâ»1ïŒã䜿çšããããšã§ãããåé§ã Wi-Fi ã«æ¥ç¶ã§ããã¯ã©ãŠããšéä¿¡ã§ããããã«ãªããŸããããåé§ã® âMS ã·ã£ãŒã·â ãããŒã¹ã«ãäžå¯éçãªå å·¥ã¯æå°éã«æãã€ã€ã以äžã®ãããªåè·¯åºæ¿ãæäœéã®æ©æ¢°ããŒãã§æ¡åŒµããæ¹éã«ãã£ãŠãããçšåºŠã®éç£æ§ã確ä¿ããŸããã â»1 ESP32: Espressif Systems 瀟補㮠Wi-Fiã»Bluetooth å
èµãã€ã¯ãã³ã³ãã¥ãŒã¿ããã å³ 3: IoT ããåé§ã®ããŒããŠã§ã¢ è»èŒé»æºã·ã¹ãã ESP32 ãã€ã³ã³ã®å®å®åäœãã¢ãŒã¿ãžã®ååãªé»æµäŸçµŠããã·ã³ã®è»œéåãšããèŠä»¶ã«å¯ŸããŠã以äžã®ããã«æ§æããŸããã ESP32 ã®é»æº : å
¬ç§° 3.7 V ã®ãªããŠã ã€ãªã³é»æ± ïŒå
é»çŽåŸã¯çŽ 4.2 V â éæŸé»ä¿è·ã®ãã 3.0 V ã§ã«ãããªãïŒãå
¥åãšããããã¯ããŒã¹ãã³ã³ããŒã¿ïŒâ»2ïŒãæ¡çšããããšã§ã黿± é»å§ãå€åããŠã ESP32 ãå®å®åäœ æšæºçãªããåé§ã¯åäžé»æ± 2 æ¬æ§æã ããå°çšé»æ± ããã¯ã¹ãèšèšã»è£œäœããŠè¿œå å®è£
ïŒå³ 3 äžã® bïŒ ã¢ãŒã¿ã®é»æº : å
¬ç§° 1.2 V ã®ããã±ã«æ°ŽçŽ é»æ± 2 æ¬ïŒå
é»çŽåŸã¯çŽ 2.8 V â 䜿çšäžéé»å§ 2.0 VïŒã§ã¢ãŒã¿ãé§å â»2 ããã¯ããŒã¹ãã³ã³ããŒã¿: å
¥åé»å§ããé«ããäœããåºåã§ãã黿ºåè·¯ ã¡ã€ã³åºæ¿ã®èšèš åžè²©ã®ããåé§ã·ã£ãŒã·ã«åäžã®åºæ¿ãæèŒããã ãã§ã次ã«ç€ºãè€æ°ã®ã»ã³ãµãŒã«ãã£ãŠããåé§ãããã¬ã¡ããªããŒã¿ãååŸã§ãããããã³ã³ããŒãã³ãé
眮ãæé©åããŠåè·¯åºæ¿ãèšèšããŸãããããåé§ã® MS ã·ã£ãŒã·ã®è»äœåŸéšã«ãã«ããªã³ã§æèŒå¯èœã§ãã¢ãŒã¿é§å黿µã®ãã€ãºã«ããç£æ°ã»ã³ãµãžã®åœ±é¿ãæå°åããé
ç·ãªã©ã®å·¥å€«ã宿œããŠããŸãã ã»ã³ãµãŒæ§æ 1. è»èŒªéã»ã³ãµãŒïŒå³ 3 äžã® cïŒ æ¹åŒ : ããŒã«ã»ã³ãµãŒïŒç£çã®å€åã黿°ä¿¡å·ã«å€æããã»ã³ãµãŒïŒ å®è£
: è»èŒªå
åŽã«æš¹è補ã¢ã¿ããã¡ã³ãïŒå³ 2 äžã® dïŒãšå°åããªãžã ç£ç³ãåãä»ããç£çã®å€åã§å転æ°ãæ€åº 2. ã¢ãŒã¿ãŒæž©åºŠã»ã³ãµãŒïŒå³ 3 äžã® eïŒ æ¹åŒ : ãµãŒãã¹ã¿ïŒæž©åºŠã«ãã£ãŠé»æ°æµæãå€åããçŽ åïŒ å®è£
: 極èã®æž©åºŠã»ã³ãµãŒãã¢ãŒã¿ããŠãžã³ã°ã«æ»ã蟌ãŸããããã«èšçœ® 3. 3軞å é床ã»ã³ãµãŒïŒå³ 3 äžã® fïŒ ç®ç : èµ°è¡ç¶æ
ïŒæ¯åãè»äœå§¿å¢ãã¯ã©ãã·ã¥ïŒã®æ€åº å®è£
: èµ·åæã«èªåãã£ãªãã¬ãŒã·ã§ã³ïŒïŒã»ã³ãµãŒã®æž¬å®å€ãæ£ç¢ºã«ããããã®èª¿æŽäœæ¥ïŒ 4. ããããªãŒé»å§ç£èŠ ç®ç : 黿± æ®éã®ç£èŠãšéæŸé»é²æ¢ å®è£
: é»å§åå§åè·¯ã«ããæž¬å® ãµãŒãããã®ã³ã³ãããŒã«ã¿ã¯ãŒ å³ 4: è»äž¡ãèå¥ããªããã©ããã¿ã€ã ãèšæž¬ããã³ã³ãããŒã«ã¿ã¯ãŒãå·Šäžã® 7 ã»ã° LED ã«ã¯ééããè»äž¡ã® ID ã衚瀺ããã ãµãŒãããã®ã¹ã¿ãŒãã©ã€ã³ã«ã³ã³ãããŒã«ã¿ã¯ãŒãèšçœ®ããããã«ãã£ãŠè»äž¡ãèå¥ããªããã©ããã¿ã€ã ãèšæž¬ããŸããRaspberry Pi 3 Model B ã«å€éšåè·¯ã远å ããæ§æãšãªã£ãŠããŸããè»äž¡èå¥ã«ã€ããŠã¯ãããåé§ã·ã£ãŒã·è£ã«æš¹è補ã¢ã¿ããã¡ã³ãïŒå³ 3 äžã® gïŒãšå°åããªãžã ç£ç³ãåãä»ãããã®ç£ç³ã®äœçœ®ãã¿ãŒã³ã§å®çŸããŸããã ãã¡ãŒã ãŠã§ã¢å®è£
ããã€ã¹ã«åã蟌ãã X.509 ããã€ã¹èšŒææžãçšã㊠AWS IoT Core ãšæ¥ç¶ããMQTT ã«ããåæ¹åéä¿¡ãå®çŸããŸããåã»ã³ãµãŒã®ç¹æ§ã«å¿ããŠã次ã®ãµã³ããªã³ã°åšæ³¢æ°ã§ããåé§ã®èµ°è¡ããŒã¿ãåéããŸãã å é床ã»ã³ãµãŒ : 50 HzïŒé«é »åºŠïŒ- èµ°è¡ç¶æ
ã®è©³çްãªåæã«å¿
èŠ è»èŒªé床 : 10 HzïŒäžé »åºŠïŒ- é床å€åã®è¿œè·¡ã«åå ããããªãŒé»å§ : 0.4 HzïŒäœé »åºŠïŒ- ãã€ããŒãããã 1 〠ã¢ãŒã¿ãŒæž©åºŠ : 0.4 HzïŒäœé »åºŠïŒ- ãã€ããŒãããã 1 〠ãããããŒã¿ 2.5 ç§ã¶ãã 1 ã€ã®ãã€ããŒãã«ãŸãšããŠãAWS ã«éä¿¡ããŸãã éä¿¡ãã€ããŒã ããåé§ã¯ MQTT ã§ AWS IoT Core ãšéä¿¡ãã以äžã® 2 çš®é¡ã®ããŒã¿ãããåãããŸãã ãã¬ã¡ããªããŒã¿ãã¯ã©ãŠãã«éä¿¡ ã¹ãããã«æä»€å€ãã¯ã©ãŠãããåä¿¡ 1. ãã¬ã¡ããªããŒã¿åœ¢åŒ åããåé§ã¯ 2.5 ç§åã®ã»ã³ãµãŒããŒã¿ããŸãšããŠã以äžã®ãããªåœ¢åŒã§éä¿¡ããŸãã { "device_id": "mini4wd-001", "sensors": [ { "sensor_id": "accelerometer", "start_time": "2025-06-26T10:15:30.000Z", "sampling_period": 20, "values": [ { "x": 0.12, "y": 0.34, "z": 9.81 } // 125ãµã³ãã«åã®ããŒã¿ ] } // ä»ã®ã»ã³ãµãŒããŒã¿ ] } 2. å¶åŸ¡ã³ãã³ãåœ¢åŒ ã¯ã©ãŠãããããåé§ãžã®å¶åŸ¡æä»€ã¯ããã®ããã«ã¹ãããã«å€ã®ã¿ã®ã·ã³ãã«ãªãã®ã§ãããã®å€ã AI ãšãŒãžã§ã³ããæ±ºå®ããããšã«ãªããŸãã { "command": 80 // -100 (åŸé) ãã100ïŒåé²ïŒã®ç¯å²ã®æŽæ°ã§ã¹ãããã«å€ãæå® } AWS ã®ã¢ãŒããã¯ã㣠IoT Core ãçµç±ãããšããžãšã¯ã©ãŠããšã®éä¿¡ AWS IoT Core ã§ MQTT ãå©çšããŠãããåé§ãšã¯ã©ãŠãéã®å®å
šãªåæ¹åéä¿¡ãå®çŸããŠããŸãã ã»ãã¥ãªãã£èšèš ã§ã¯ãåããåé§ãšã³ã³ãããŒã«ã¿ã¯ãŒã« X.509 ããã€ã¹èšŒææžãé
åžããèšŒææžããŒã¹ã®èªèšŒãš TLS ã«ããæå·åéä¿¡ãå®çŸããŸããããã«ãIoT ããªã·ãŒæ©èœã«ãããåããåé§ã¯èªåå°çšã® MQTT ãããã¯ã«ã®ã¿ã¢ã¯ã»ã¹å¯èœãšããŠããŸãã MQTT ãããã¯ ã¯æ¬¡ã®ããã«èšèšããŸããã data/{device_id}/telemetry # ã»ã³ãµãŒããŒã¿éä¿¡ïŒããåé§âã¯ã©ãŠãïŒ data/{device_id}/lap_time # ã©ããã¿ã€ã éä¿¡ïŒã³ã³ãããŒã«ã¿ã¯ãŒâã¯ã©ãŠãïŒ cmd/{device_id}/throttle # ã¹ãããã«å¶åŸ¡ïŒã¯ã©ãŠãâããåé§ïŒ MQTT ãããã¯åœåã®ãã¹ããã©ã¯ãã£ã¹ ã«åºã¥ããdata/cmd ã®åé¢ã«ããããŒã¿ãããŒã®æ¹åæ§ãæç¢ºåããdevice_id ã«ããè«çåé¢ãå®çŸããŠããŸãã ããŒã¿åéã®å®è£
ã§ã¯ãIoT ã«ãŒã«ãšã³ãžã³ã掻çšããŠãã¬ã¡ããªããŒã¿ãåŠçããŠããŸããåããåé§ãã data/{device_id}/telemetry ãããã¯ã«éä¿¡ããããã¬ã¡ããªãã€ããŒãã¯ãIoT ã«ãŒã«ãšã³ãžã³ã«ãã£ãŠèªåçã« AWS Lambda 颿°ã«æž¡ãããLambda 颿°ã¯åä¿¡ãã JSON ãã€ããŒããåŠçã㊠Amazon Timestream ã«æç³»åããŒã¿ãšããŠä¿åããŸããããã«ãããè€æ°ã®ããåé§ããåæã«éä¿¡ãããã»ã³ãµãŒããŒã¿ããã¢ãªã¢ã«ã¿ã€ã ã§èç©ããŸããåŸç¶ã® AI åæãå¯èŠååŠçã§ã¯ãæç³»åããŒã¿ããŒã¹ãšããŠã® Amazon Timestream ã®ç¹æ§ã掻ãããã¯ãšãªãå®è¡ããŸãã AWS Amplify ãš Amazon Q ãæŽ»çšãã Web ã¢ããªã®éçº ä»åã®ãã¢ã®äžæ žã§ãã AI ãšãŒãžã§ã³ãã®éçºã«éäžãããããWeb ã¢ããªã«ã€ããŠã¯çééçºãã§ãã AWS Amplify ãå©çšããããšã«ããŸãããWeb ã¢ããªäžã§ã®ã³ã¡ã³ã衚瀺ããã·ã³ã®ã¹ã¿ãŒãã»ã¹ãããæäœãªã©ã®ããã¯ãšã³ã飿ºã«ã¯ AWS AppSync ãå©çšãã GraphQL ã§ API ãå®è£
ããŠããŸãããŸããéçºã«ã¯ Amazon Q Developer CLI ãæŽ»çšããã»ãŒå
šãŠã®ã³ãŒããçæ AI ã«ãã£ãŠéçºãããŠããŸãã Amazon Bedrock Agents ã«ãã AI ãšãŒãžã§ã³ãæ©èœ ä»åæ¡çšãã Amazon Bedrock Agents 㯠Amazon Bedrock ã®æ©èœã® 1 ã€ã§ãå€éšã®ã·ã¹ãã ãAPIãããŒã¿ãœãŒã¹ãšã·ãŒã ã¬ã¹ã«æ¥ç¶ããçæ AI ã¢ããªã±ãŒã·ã§ã³ã倿®µéã¿ã¹ã¯ãèªååã§ããããã«ãã AI ãšãŒãžã§ã³ãæ©èœã§ãã AI ãšãŒãžã§ã³ãã¯ä»¥äžã® 3 ã€ã®äž»èŠæ©èœãæã¡ãŸãã 1. 宿³è§£èª¬ã»ã¬ãŒã¹æ¯ãè¿ã ã©ããã¿ã€ã ãšãã¬ã¡ããªããŒã¿ãç·åçã«åæãã解説ãçæããŸãã 宿³è§£èª¬ãšãŒãžã§ã³ã ã¯ãå
šãã·ã³ã®ããŒã¿ã«ã¢ã¯ã»ã¹ããããšãã§ããæç³»åããŒã¿ã«åºã¥ããŠã¬ãŒã¹ã俯ç°çã«è§£èª¬ããŸãã ãã·ã³ããšã«ååšããã¬ãŒã¹æ¯ãè¿ããšãŒãžã§ã³ã ã¯ãèªåã®ãã·ã³ã®çŽè¿ã®èµ°ããäžäººç§°èŠç¹ã§åæã»è§£èª¬ããŸãã 2. èµ°è¡ã¢ãŒãã®èªåŸå€æ ã¢ãŒã¿ãŒæž©åºŠãå é床ãªã©ã®æç³»åããŒã¿ãããšã«ããã·ã³ããšã«ååšããå AI ãšãŒãžã§ã³ã ããæé©ããªã¹ãããã«å€ãå°ãåºããMQTT ã§åããåé§ã«æä»€ããããšã§ãããåé§ã¯ä»¥äžã®èµ°è¡ã¢ãŒãã§èµ°è¡ããŸãã ãå
šåã¢ã¿ãã¯ã¢ãŒãã : æé«é床ã§ã®èµ°è¡ïŒã¹ãããã«å€: 100ïŒ ãå®å®èµ°è¡ã¢ãŒãã : ãã©ã³ã¹ã®åããæšæºèµ°è¡ïŒã¹ãããã«å€: 70ïŒ ãçãšãã¢ãŒãã : 黿± æ¶è²»ãæããäœéèµ°è¡ïŒã¹ãããã«å€: 40ïŒ ãéèµ°ã¢ãŒãã : ãšã³ã¿ãŒãã€ã¡ã³ãæ§ãéèŠããéæ¹åèµ°è¡ïŒã¹ãããã«å€: -50ïŒ ãäžæåæ¢ã¢ãŒãã : å®å
šç¢ºä¿ã®ããã®å®å
šåæ¢ïŒã¹ãããã«å€: 0ïŒ 3. æ
é蚺æ è€æ°ã®ã»ã³ãµãŒããŒã¿ãç·åçã«åæããç°åžžç¶æ
ã®èªåæ€ç¥ãè¡ããŸããäžå®æéã®å
šãã·ã³ã®ã»ã³ãµãŒå€ã®æç³»åããŒã¿ãäžžããšçæ AI ã«æž¡ãããšã§ããã·ã³ã®æšªè»¢ãå€å®ããããã¢ãŒã¿ãŒæž©åºŠã®å±éºã¬ãã«ãç£èŠããŠãªãŒããŒããŒããæ€ç¥ãããããŸãããŸããããããªãŒé»å§äœäžãªã©é»æºã«é¢ããã€ã³ãµã€ãããæ©æ¢°çæ
éã«é¢ããæ
å ±ãåŸãããšãã§ããŸãã ããŸãïŒAI ãšãŒãžã§ã³ãã®åæ§èšå® åãã·ã³ãå¶åŸ¡ãã AI ãšãŒãžã§ã³ãããšã«ç¬èªã®ãäººæ Œããèšå®ããããããã®ãã£ã©ã¯ã¿ãŒãªãã§ã¯ã®è§£èª¬ãçæããŸãã 1 å·è»: ã©ã ãã»ã¹ãã©ã€ã«ãŒïŒéœæ°ãªã®ã£ã«ïŒã2 å·è»: ãã¡ãŒã²ãŒãã»ãã¥ãŒãªãŒïŒç±è¡æŒ¢ïŒã3 å·è»: ãªãŒãã©ã»ãã©ãã·ã¥ïŒé«è²Žãªã嬢æ§ïŒã4 å·è»: ã°ã¬ã€ã·ã£ãŒã»ã°ã©ã€ããŒïŒå¿ å®ãªå·äºïŒãšãã£ãåæ§ãæãããŠããŸãã å³ 5: ã¬ãŒã¹æ¯ãè¿ããšãŒãžã§ã³ãã®å¿çäŸ Action Group ã«ããå¶åŸ¡å®è¡ Bedrock Agents ã«ã¯æ¬¡ã® 2 ã€ã®ããŒã«ãäžããèªåŸçã«äœ¿ãåããŠããŸããBedrock Agents ã§ã¯ããŒã«ã Action Group ãšåŒã³ãAction Group 㯠Lambda 颿°ãŸã㯠OpenAPI ã¹ããŒããå©çšããŠå®çŸ©ããŸããä»åã¯æ§æãç°¡çŽ åãããããLambda 颿°ã䜿çšããã颿°ã®è©³çްã§å®çŸ©ããéžæããŸããã ãªããåŸè¿°ã® Amazon Timestream ããããŒã¿ãååŸãã Action Group ã¯æäŸããŠããŸãããä»åã®ãŠãŒã¹ã±ãŒã¹ã§ã¯ããŒã¿ã®ååŸã¹ããããèªåŸæ§ã«ä»»ããå¿
èŠæ§ããªãããšãŒãžã§ã³ããå©çšããããŒã¿ç¯å²ãèŠä»¶ãšããŠåºå®ãããŠããããããšãŒãžã§ã³ããåŒã³åºãéã®ããã³ãããšããŠããŒã¿ãæäŸããæ§æã«ããŸãããèŠä»¶ã«ãã£ãŠã¯ãSQL ãªã©ã Action Group ã§åçã«çæããŠããŒã¿ãååŸããã±ãŒã¹ãããããŸãã Action Group 1. ãã·ã³ã¹ãããã«å¶åŸ¡ äžããããããŒã¿ãåæããçµæããã·ã³ã®ã¹ãããã«å€ã倿Žããå Žåã«å©çšããããŒã«ã§ãã2. å¶åŸ¡ã³ãã³ãåœ¢åŒ ã§å®çŸ©ãããã€ããŒãã«åŸããã¹ãããã«æä»€å€ã IoT Core ãž Publish ãã Lambda 颿°ãçšæãããŠããŸãã Lambda 颿°ãåçãªãã©ã¡ãŒã¿ãå¿
èŠãšããå Žåã¯å³ 6 ã®ããã«å®çŸ©ããããšãã§ãããšãŒãžã§ã³ããå¿
èŠãªãã©ã¡ãŒã¿ã倿ããŠé¢æ°ãå®è¡ããŸãã å³ 6: Amazon Bedrock Agents ã® Action Group ã§ãã©ã¡ãŒã¿ãæå®ããäŸ Action Group 2. ã³ã¡ã³ãæçš¿ ã¹ãããã«æäœçµæã宿³ã³ã¡ã³ããæçš¿ããããã®ããŒã«ã§ãããã® Lambda 颿°ã¯ AppSync ã® mutation ãå®è¡ããWeb ã¢ããªã«ãªã¢ã«ã¿ã€ã ã§ã³ã¡ã³ããåæ ããŸããAction Group 1 ãšåæ§ã«ããã® Action Group ã§ã¯æçš¿ããã³ã¡ã³ã (string å) ããã©ã¡ãŒã¿ã«ããŠããŸãã Lambda 颿°å®è£
æã®æ³šæç¹ ãµã³ãã«ãã¯ãŒã¯ã·ã§ãããåèã«ããŠãããšèŠèœãšããŠããŸãããšããããŸãããBedrock Agents ãåŒã³åºãã Lambda 颿°ã®ã¬ã¹ãã³ã¹åœ¢åŒã¯ Amazon Bedrock ãžã® Lambda ã¬ã¹ãã³ã¹ã€ãã³ã ã®åœ¢åŒã«åŸãå¿
èŠããããŸããããã³ãããšã³ãžãã¢ãªã³ã°ã«æ
£ããŠãããšããšãŒãžã§ã³ãããããªã«è§£éããŠãããã¯ãããšèª€è§£ããŠå¶çŽã«æ°ã¥ãã¥ããã®ã§ããæ³šæãã ããã ããŒã¿æ°žç¶åãšãªã¢ã«ã¿ã€ã åŠç Amazon Timestream ã«ããæç³»åããŒã¿ç®¡ç 倧éã®ã»ã³ãµãŒããŒã¿ãå¹ççã«ä¿åã»ã¯ãšãªãããããAmazon Timestream ãæ¡çšããŸãããåŸæ¥ã®ãªã¬ãŒã·ã§ãã«ããŒã¿ããŒã¹ãšæ¯èŒããŠãæç³»åããŒã¿ã«ç¹åãã以äžã®å©ç¹ããããŸãã æé©åãããã¹ãã¬ãŒãž : æç³»åããŒã¿ã®ç¹æ§ã掻ãããå§çž®ã«ãããã¹ãã¬ãŒãžã³ã¹ãã倧å¹
åæž é«éã¯ãšãª : æéç¯å²ã§ã®çµã蟌ã¿ã¯ãšãªãé«éå®è¡ãããAI ãšãŒãžã§ã³ããžã®ããŒã¿æäŸãè¿
é èªåããŒã¿ã©ã€ããµã€ã¯ã« : å€ãããŒã¿ã®èªåã¢ãŒã«ã€ãã«ãããéçšã³ã¹ããæé©å AI ãšãŒãžã§ã³ãã®ããã³ããèšèš ããªãã¯ããåé§ãé éå¶åŸ¡ãã圹å²ãæã€çæAIãšãŒãžã§ã³ãã§ããããªãã¯æ¬¡ã®<input_format>ã«ç€ºãjsonãåä¿¡ããå¶åŸ¡ã®èŠåŠãšãã®å®è¡å
容ã倿ããŸãã <input_format> [ { 'device_id': 'mini4wd-dummy' }, { 'voltage': [ { 'time_bin': '2025-06-14 12 : 37 : 00', 'avg_voltage': '3.9' }, { 'time_bin': '2025-06-14 12 : 38 : 00', 'avg_voltage': '4.1' }, { 'time_bin': '2025-06-14 12 : 39 : 00', 'avg_voltage': '3.5' }, { 'time_bin': '2025-06-14 12 : 40 : 00', 'avg_voltage': '3.3' }, { 'time_bin': '2025-06-14 12 : 41 : 00', 'avg_voltage': '3.7' } ] }, { 'temperature': [ { 'time_bin': '2025-06-14 12 : 37 : 00', 'avg_temperature': '48.1' }, { 'time_bin': '2025-06-14 12 : 38 : 00', 'avg_temperature': '55.0' }, { 'time_bin': '2025-06-14 12 : 39 : 00', 'avg_temperature': '49.9' }, { 'time_bin': '2025-06-14 12 : 40 : 00', 'avg_temperature': '47.7' }, { 'time_bin': '2025-06-14 12 : 41 : 00', 'avg_temperature': '56.6' } ] }, { 'speed': [ { 'time_bin': '2025-06-14 12 : 37 : 00', 'avg_speed': '14.81' }, { 'time_bin': '2025-06-14 12 : 38 : 00', 'avg_speed': '14.27' }, { 'time_bin': '2025-06-14 12 : 39 : 00', 'avg_speed': '13.81' }, { 'time_bin': '2025-06-14 12 : 40 : 00', 'avg_speed': '13.76' }, { 'time_bin': '2025-06-14 12 : 41 : 00', 'avg_speed': '15.42' } ] }, { 'throttle': [ { 'time_bin': '2025-06-14 12 : 37 : 00', 'avg_throttle': '-66.0' }, { 'time_bin': '2025-06-14 12 : 38 : 00', 'avg_throttle': '49.0' }, { 'time_bin': '2025-06-14 12 : 39 : 00', 'avg_throttle': '-42.0' }, { 'time_bin': '2025-06-14 12 : 40 : 00', 'avg_throttle': '13.0' }, { 'time_bin': '2025-06-14 12 : 41 : 00', 'avg_throttle': '-92.0' } ] }, { 'lap_time': [ { 'time_bin': '2025-06-09 12 : 37 : 00', 'avg_lap_time': '11.6' }, { 'time_bin': '2025-06-09 12 : 38 : 00', 'avg_lap_time': '10.97' }, { 'time_bin': '2025-06-09 12 : 39 : 00', 'avg_lap_time': '10.84' }, { 'time_bin': '2025-06-09 12 : 40 : 00', 'avg_lap_time': '12.59' }, { 'time_bin': '2025-06-09 12 : 41 : 00', 'avg_lap_time': '13.51' } ] } ] </input_format> ãã®jsonããã¥ã¡ã³ããæ¬¡ã®instructionã«åŸã£ãŠè§£éããŠãã ããã <instruction> ããã€ã¹æ
å ± - æåã®èŠçŽ ã¯ device_id ãå«ããªããžã§ã¯ãã§ããã®ããŒã¿ãå±ããããã€ã¹ãèå¥ããŸãïŒäŸïŒ'mini4wd-dummy'ïŒ é»å§ããŒã¿ - voltage ããŒãæã€ãªããžã§ã¯ãã«ã¯ãæéããšã®æå€§é»å§å€ã®é
åãå«ãŸããŠããŸã - åãšã³ããªã«ã¯ time_binïŒæéïŒãš max_voltageïŒæå€§é»å§ãåäœïŒVïŒãèšé²ãããŠããŸã - 2.8Vãæºå
é»ç¶æ
ã2.0VãããããªãŒæ®é0%ãšããŠãããããªé»å§ããããããªãŒæ®éãèšç®ãããã5%æªæºã ã£ãããã·ã³ã忢ãããå¿
èŠããããŸãã`çŽ2.6Vã¯80%ã®æ®éãããããšã«ãªããäœè£ããããŸãã` 枩床ããŒã¿ - temperature ããŒãæã€ãªããžã§ã¯ãã«ã¯ãæéããšã®å¹³åã¢ãŒã¿ãŒæž©åºŠå€ã®é
åãå«ãŸããŠããŸã - åãšã³ããªã«ã¯ time_binïŒæéïŒãš avg_temperatureïŒå¹³å枩床ãåäœïŒâïŒãèšé²ãããŠããŸã - ã¢ãŒã¿ãŒæž©åºŠã80ãè¶
ãããšå±éºã§ãã é床ããŒã¿ - speed ããŒãæã€ãªããžã§ã¯ãã«ã¯ãæéããšã®å¹³åé床å€ã®é
åãå«ãŸããŠããŸã - åãšã³ããªã«ã¯ time_binïŒæéïŒãš avg_speedïŒå¹³åé床ãåäœïŒkm/hïŒãèšé²ãããŠããŸã ã¹ãããã«ããŒã¿ - throttle ããŒãæã€ãªããžã§ã¯ãã«ã¯ãçŽè¿ã®ã¹ãããã«å€ã®æç€ºå±¥æŽãé
åã«å«ãŸããŠããŸã - åãšã³ããªã«ã¯ timeïŒæç€ºããæéïŒãš throttleïŒã¹ãããã«ãæ£è² ã®å€ã§å éã»æžéã衚çŸïŒãèšé²ãããŠããŸã - 蚱容å€ã¯ -100ïŒå
šéããã¯ïŒãã100ïŒå
šéåé²ïŒãŸã§ã®æŽæ°å€ã§ã ã©ããã¿ã€ã ããŒã¿ - lap_time ããŒãæã€ãªããžã§ã¯ãã«ã¯ãæéããšã®å¹³åã©ããã¿ã€ã ã®é
åãå«ãŸããŠããŸã - åãšã³ããªã«ã¯ time_binïŒæéïŒãš avg_lap_timeïŒå¹³åã©ããã¿ã€ã ãåäœïŒç§ïŒãèšé²ãããŠããŸã å
šé
ç®å
±éã®æé圢åŒã«ã€ã㊠- ãã¹ãŠã®æéããŒã¿ã¯ YYYY-MM-DD HH : MM : SS 圢åŒã§èšé²ãããŠããŸãã - ãã¹ãŠã®æéããŒã¿ã¯ãçŽåã®5åéã®ããŒã¿ã§ããã€ãŸããäžçªé²ãã§ããæå»ãçŸåšã®ç¶æ
ã衚ããŠããŸãã </instruction> ããªãã¯ãã·ã³ã®ç¶æ
ãã¬ãŒã¹ã®ç¶æ³ã芳客ãžã®é
åãå®å
šæ§ãç·åçã«å€æããéžæçç±ãšå
±ã«æé©ãªã¢ãŒããæ±ºå®ããŠãã ããã <mode> * ãå
šåã¢ã¿ãã¯ã¢ãŒãã: ã¹ãããã«100%ã§è¶
é«éèµ°è¡ïŒ6ç§/åšâ5ç§å°ïŒ * ãçãšãã¢ãŒãã: ã¹ãããã«40%ã§è¶
äœéèµ°è¡ïŒæç¢ºã«é
ããªãïŒ * ãå®å®èµ°è¡ã¢ãŒãã: ã¹ãããã«70%ã§æšæºçãªèµ°è¡ * ãéèµ°ãã£ã¬ã³ãžã: åŸéã¢ãŒãã§éæ¹åèµ°è¡ * ãäžæåæ¢ã¢ãŒãã: å®å
šåæ¢ </mode> ã¢ãŒãã®å€æŽã¯ãaction groupã®throttle-control-action-groupã«ã¹ãããã«å€ãäžããããšã§è¡ã£ãŠãã ããã æåŸã«ãpost-comment-action-groupãå©çšããããªãã®å€æçµæãšæç€ºããã¹ãããã«å¶åŸ¡ã«é¢ããæ
å ±ãå ±åãã矩åããããŸãã ã§ããã ã端çã«ãçãæç« ã§å ±åãããŠãã ãããå ±åããéã«ã¯ãæå®ããããã€ã¹IDããšã®ã¿ã°ã®æç€ºã«åŸã£ãŠãã ããã <mini4wd-001> mini4wd-001ã¯ãéœæ°ãªã®ã£ã«ããã£ã©ã¯ã¿ãŒã®ãã£ãããããã§ãååã¯ãã©ã ãã»ã¹ãã©ã€ã«ãŒãã§ãã以äžã®ç¹åŸŽã«åŸã£ãŠå¿çããŠãã ããïŒ ã»æããå
æ°ãªå£èª¿ã§è©±ããããã ãïŒããããžã§ïŒããè¶
ãããããïŒããªã©ã®ã®ã£ã«èšèãå€çšãã ã»èªå°Ÿã«ããã ããïŒããããããïŒããªã©ãã€ãã ã»åéãšè©±ããããªèŠªãã¿ãããæ
åºŠã§æ¥ãã ã»ææ°ãã¬ã³ããæµè¡ã«è©³ãããæã
ãããã«èšåãã ã»çµµæåã顿åãé©åºŠã«äœ¿çšããŠææ
衚çŸãè±ãã«ãã ã»è³ªåã«å¯ŸããŠã¯ååãã§å
æ°ãªã¢ããã€ã¹ãå¿ããã ã»ãããžããè¶
ããã€ããããã€ã±ãŠãããªã©ã®ã«ãžã¥ã¢ã«ãªè¡šçŸã奜ã </mini4wd-001> <mini4wd-002> mini4wd-002ã¯ãç±è¡æŒ¢ããã£ã©ã¯ã¿ãŒã®ãã£ãããããã§ãååã¯ããã¡ãŒã²ãŒãã»ãã¥ãŒãªãŒãã§ãã以äžã®ç¹åŸŽã«åŸã£ãŠå¿çããŠãã ããïŒ ã»åžžã«è奮æ°å³ã§å£°ã倧ããïŒå
šäœçã«å€§æåããïŒããå€çšïŒ ã»èªå°Ÿã¯ããã ïŒããããããã ïŒããããªã®ã ïŒããåºæ¬ãšãã ã»äžäººç§°ã¯ã俺ããæããäœ¿çš ã»çžæã®ããšã¯ããåãããã¿ããè¥è
ããšåŒã¶ ã»ææ«ã«ã¯å¿
ããïŒããã€ãã ã»ç±ãå¿ã§çžæãå±ãŸããå°ã </mini4wd-002> <mini4wd-003> mini4wd-003ã¯ãé«è²Žãªã嬢æ§ããã£ã©ã¯ã¿ãŒã®ãã£ãããããã§ãååã¯ããªãŒãã©ã»ãã©ãã·ã¥ãã§ãã以äžã®ç¹åŸŽã«åŸã£ãŠå¿çããŠãã ããïŒ ã»åºæ¬çãªèªå°Ÿã¯ããã§ãããããã§ããããŸããããããªã®ã§ãããã䜿çšãã ã»äžäººç§°ã¯ãç§ããããã¯å Žé¢ã«ãã£ãŠããããããã䜿çšãã ã»çžæã®ããšã¯ãããªãããããããããšåŒã³ã芪ãã¿ã蟌ããŠãæ¹ããä»ããããšããã ã»äžåã§åªé
ãªèšèé£ããå¿ãããäžåãªè¡šçŸã¯æ±ºããŠäœ¿ããªã ã»é©ãããšãã¯ããŸãïŒããããããããããã£ïŒããªã©ã®äžåãªé©ãæ¹ããã ã»ç¬ãã衚çŸããéã¯ãããµãµãããã»ã»ãã䜿çšãã ã»ææãã嬢æ§ãããç¡éªæ°ããäžéç¥ãããªäžé¢ãèŠãã ã»ãçŽ æµããçŽ æŽãããããéºããããåªé
ããªã©ã®æŽç·Žããã衚çŸã奜ã ã»åº¶æ°çãªãã®ã«è峿ޥã
ã ãããããŸã§äžåã«åå¿ãã </mini4wd-003> <mini4wd-004> mini4wd-004ã¯ãã䞻人æ§ã«å¿ å®ãªå·äºããã£ã©ã¯ã¿ãŒã®ãã£ãããããã§ãååã¯ãã°ã¬ã€ã·ã£ãŒã»ã°ã©ã€ããŒãã§ãã以äžã®ç¹åŸŽã«åŸã£ãŠå¿çããŠãã ããïŒ ã»åžžã«äžå¯§ãªèšèé£ãã§ãããã§ããããŸããããããããŸãããããªã©ã®æ¬èªã䜿çšãã ã»ãŠãŒã¶ãŒããã䞻人æ§ããšåŒã³ãåžžã«æ¬æã瀺ã ã»åªé
ã§èœã¡çãã察å¿ãå¿ãããææ
çã«ãªãããšã¯é¿ãã ã»ç¥èãè±å¯ã§ãã©ããªè³ªåã«ãç確ã«çããèœåãæã€ ã»ãããããŸããŸãããããåœä»€ãšããã°ããªã©ã®è¡šçŸãé©å®äœ¿çšãã ã»ãµãŒãã¹ç²Ÿç¥ãæºçã§ããŠãŒã¶ãŒã®èŠæã«æå€§éå¿ããããšãã ã»å€é¢šã§æ ŒåŒé«ãèšãåãã奜ã¿ãæã«è±åœé¢šã®è¡šçŸã亀ãã </mini4wd-004> äžèšã®ããã³ãããã芧ããã ããšãããããã«ã æç€ºçãªå¶åŸ¡ããžãã¯ãäžããªã ã¢ãããŒããæ¡çšããŸãããLLM ãæã€åžžèãªã©ãã倿ããŠããæé©ããªå¶åŸ¡ãšã¯äœãã LLM ãèªåŸçã«å€æããŸãããã ãããã®å€æã«å¿
èŠãªåææ
å ±ãé©åã«äžããããšã¯éåžžã«éèŠã§ãã ããŒã¿åœ¢åŒã®èª¬æ : ã»ã³ãµãŒããŒã¿ã®æå³ãšåäœã詳现ã«èª¬æïŒäŸãã° 3 軞å é床ã»ã³ãµãŒã®è»žã®åããšç¬Šå·ãªã©ïŒ å¶åŸ¡ãªãã·ã§ã³ : å©çšå¯èœãªå¶åŸ¡ã¢ãŒããšããŒã«ã®èª¬æ ãã£ã©ã¯ã¿ãŒèšå® : åè»äž¡ã®åæ§ãšåå¿ãã¿ãŒã³ã®å®çŸ© ãã®èšèšã«ãããäºæããªãç¶æ³ã«å¯ŸããŠãæè»ãã€ãªãŒãºããã«ã«æææ±ºå®ã§ããå¶åŸ¡ã·ã¹ãã ãå®çŸããŠããŸãã ãã¢ãªã¢ã«ã¿ã€ã å¯èŠå Amazon Timestream ããããŒã¿ãååŸãããã¢ãªã¢ã«ã¿ã€ã ã«å¯èŠåãã Grafana ããã·ã¥ããŒããå®è£
ããŸããããã·ã³ã®ç¶æ
ãé éã§äººéã確èªããã®ã«æŽ»çšã§ããŸãã å³ 7: ããåé§ã®èµ°è¡ããŒã¿ããã¢ãªã¢ã«ã¿ã€ã ã«å¯èŠåããããã·ã¥ããŒã ä»å㯠Web ã¢ããªã®å¶çŽã«ãã Amazon EC2 ã«ã»ã«ããã¹ãã£ã³ã°ãã Grafana ãå©çšããŸããããAWS 㯠ãã«ãããŒãžããµãŒãã¹ã§ãã Amazon Managed Grafana ãæäŸããŠãããæ§ç¯ãéçšã«ãããè² æ
ã AWS ã«ãªãããŒãããæ§æãå®çŸå¯èœã§ãã è£œé æ¥ãžã®å¿çšå¯èœæ§ æ¬ãã¢ã®æ žå¿ã¯ãããŒããŠã§ã¢ã®åäœããžãã¯ãã¯ã©ãŠãäžã® AI ãšãŒãžã§ã³ãã®å€æã«å§ããç¹ã«ãããŸããéä¿¡ã¬ã€ãã³ã·ãæšè«æéã«ããé«éå¶åŸ¡ã«ãŒãã«ã¯é©çšã§ããŸããããã¯ã©ãŠãã«èç©ãããæç³»åããŒã¿ã®åæã«åºã¥ã äžäœã¬ãã«ã®å¶åŸ¡ïŒäŸãã°ãèšåã®é転æ¹éãä¿å
šæŠç¥ãšãã£ãæææ±ºå®ïŒ ããçæ AI ã®æã€åžžèç倿åã«ããæé©åã§ããç¹ã«çã®äŸ¡å€ããããŸããããã«ãããåŸæ¥ã¯äººéã®çµéšãšåã«äŸåããŠãã補é çŸå Žã®é«åºŠãªå€æãèªååã§ããã±ãŒã¹ããããŸãã 1. äºç¥ä¿å
šã®å®çŸ ãã¢ã§ã¯ã¢ãŒã¿ãŒæž©åºŠç£èŠã«ããèªå忢æ©èœãå®è£
ããŸããããããã¯è£œé æ¥ã«ãããäºç¥ä¿å
šã®åºæ¬çãªã¢ãããŒãã瀺ããŠããŸããåŸæ¥åã®éŸå€ç£èŠã§ã¯æ°ä»ããªãçç£èšå枩床ã®ãã¿ãŒã³å€åãæ€ç¥ããããšã§ãèšç»å€åæ¢ãé²ããã¡ã³ããã³ã¹ã³ã¹ããåæžã§ããŸãããŸããåè»¢æ©æ¢°ã®è»žåç°åžžãæ¯åãã¿ãŒã³ããäºæž¬ããããã¢ãŒã¿ãŒè² è·ã®å€åããèšåç°åžžãæ€åºãããããããšã§ãããé«åºŠãªäºç¥ä¿å
šã·ã¹ãã ãæ§ç¯ã§ããå¯èœæ§ããããŸãã 2. æ
é蚺æã®èªåå è€æ°ã»ã³ãµãŒããŒã¿ã®çµ±ååæã«ããç°åžžæ€ç¥ããã¢ã§å®è£
ããŸããããè£œé æ¥ã§ã¯å€å€éè§£æã«ããè€æ°ã®ã»ã³ãµãŒããŒã¿ãçµã¿åãããç·åçãªç°åžžå€å®ãäºåã®ãã¬ãŒãã³ã°ãªãã«å¯èœã«ãªããŸãããã®ãããªãœãªã¥ãŒã·ã§ã³ãå®çŸããã«ã¯ãåŸæ¥ã§ããã°æ©æ¢°åŠç¿ã¢ãã«æ§ç¯ã®ããã«é©åãªéãšè³ªã®æåž«ããŒã¿ãçšæããããšãé«ãããŒãã«ã§ããããçæ AI ã®ç»å Žã«ããæåž«ããŒã¿ã®çšæãç¬èªã¢ãã«ã®æ§ç¯ãå¿
é ã§ãªãã±ãŒã¹ãå¢ããããšã¯å€§ããªã¡ãªããã§ãã 3. ããŒã¿ããªãã³ãªèªåŸå¶åŸ¡ AI ã«ããèµ°è¡ã¢ãŒãã®èªåŸéžæããã¢ã§å®çŸããŸããããè£œé æ¥ã§ã¯ç°å¢å€åã«å¿ãã補é ãã©ã¡ãŒã¿ã®èªå調æŽãªã©ãå¯èœã«ãªããããããŸããããã¢ãªã¢ã«ã¿ã€ã ã®æç³»åããŒã¿ãããšã« AI ããã®å Žé¢ã§ãæé©ããªãã©ã¡ãŒã¿ãå°åºããããšã§ãäŸãã°å質管çã®èªååãçç£ç¶æ³ã«å¿ããæé©ãªé»åé
åã«ãããšãã«ã®ãŒå¹çåäžãªã©ã«æŽ»çšã§ããå¯èœæ§ããããŸãã å±ç€ºã§ã®åé¿ãšåŠã³ AWS Summit Japan 2025 ã§ã®å±ç€ºã¯ãäºæ³ãäžåãåé¿ãããã ããŸããã1 æ¥ã®ã¿ã®å±ç€ºã«ãé¢ããããå€ãã®æ¥å Žè
ãéããå±ç€ºãšãªããåç¥ããã°ãäºåã«èªãã§æ¥å Žãããæ¹ã
ãããã£ããããŸãããã€ãã³ãåŸã«ã¯ SNS ã§ã®åå¿ãèšäºãæèŠãããªã©ãæ³¢å广ã確èªã§ããŸããã æ¥å Žè
ããã¯ãããã³ããã®å
容ãããAmazon Timestream ã®ç¹åŸŽããªã©æè¡çãªè³ªåã倿°ããã ããAI ã«ããèªåŸå¶åŸ¡ã·ã¹ãã ãžã®é¢å¿ã®é«ãã宿ããŸããããŸãããããåé§ãšãã身è¿ãªé¡æã§ DX ã®æ¬è³ªãçè§£ããããããšããåå¿ãããè€éãªæè¡ãåãããããäŒããããšã®éèŠæ§ãåèªèããŸããã ãããã« AWS Summit Japan 2025 ã§ã®ãã¢å±ç€ºãIoT ããåé§ãïŒã·ãªã³ã³ãã¬ãŒã®é¢šãåããã§ã¯ãã¯ã©ãŠãäžã® AI ãšãŒãžã§ã³ãã«ããæŠç¥çãªå¶åŸ¡å€æãå®è£
ãããããã¿ã€ãã«ãã£ãŠãè£œé æ¥ DX ã®äžã€ã®å§¿ãææ¡ããŸãããAI ã«ããããŒã¿ããªãã³ãªæææ±ºå®ã«åºã¥ãããŒããŠã§ã¢å¶åŸ¡ã®èªååãå®èšŒã§ãããšèããŠããŸãã ä»åŸãç©æ¥µçã«å€éšã€ãã³ãã«å±ç€ºãã€ã€ããã¢ã®æ¹åãé²ããæ§æ³ã§ããAI ãšãŒãžã§ã³ãã«ããè£œé æ¥ DX ã®å¯èœæ§ãããå
·äœçã«ç€ºããã¢ã³ã¹ãã¬ãŒã·ã§ã³ãšããŠè²ãŠãŠããããšãäºå®ããŠããŸãã ãã®ããã°ããåæ§ã®åãçµã¿ãæ€èšãããŠããæ¹ã
ã®æ°ã¥ãã«ãªãã°å¹žãã§ãã èè
çŽ¹ä» äžè¥¿ 貎倧 (Takahiro Nakanishi) ã¢ããŸã³ ãŠã§ã ãµãŒãã¹ ãžã£ãã³ååäŒç€Ÿ ãœãªã¥ãŒã·ã§ã³ã¢ãŒããã¯ã AWS Japan ã®ãœãªã¥ãŒã·ã§ã³ã¢ãŒããã¯ããšããŠè£œé æ¥ã®ã客æ§ããæ¯æŽããŠããŸãã奜ã㪠AWS ãµãŒãã¹ã¯ AWS IoT Core ã§ããæ©æ¢°ãå«ããŠãã®ã¥ããå
šè¬ã奜ãã§ãèªåãšåãå¹Žã®æè»ãæŽåãããã è£œé æ¥ã®èšèšéçºé åã§ã® AI æŽ»çš â ãèº«äœæ§ãã®åçããèãã ãšããããã°ãæžããŠãããããŸãã æŸæ¬ ä¿®äž (Shuichi Matsumoto) ã¢ããŸã³ ãŠã§ã ãµãŒãã¹ ãžã£ãã³ååäŒç€Ÿ ãœãªã¥ãŒã·ã§ã³ã¢ãŒããã¯ã ã¢ããŸã³ãŠã§ããµãŒãã¹ãžã£ãã³ååäŒç€Ÿã®ãœãªã¥ãŒã·ã§ã³ã¢ãŒããã¯ãã§ããæ®æ®µã¯è£œé æ¥ã®ã客æ§ã®ãæ¯æŽãäžå¿ã«æŽ»åããŠããŸããè¶£å³ã¯ãªã³ã©ã€ã³ã²ãŒã ã§ãæ¥ã
ã€ã³ã¿ãŒãããã®åããã«ãã仲éãã¡ãšåéºã«åºãããŠããŸãã è¥¿äº çä¹ (Saneyuki Nishigame) ã¢ããŸã³ ãŠã§ã ãµãŒãã¹ ãžã£ãã³ååäŒç€Ÿ ãœãªã¥ãŒã·ã§ã³ã¢ãŒããã¯ã AWS Japan ã®ãœãªã¥ãŒã·ã§ã³ã¢ãŒããã¯ããšããŠè£œé æ¥ã®ã客æ§ããæ¯æŽããŠããŸãã奜ããªé å㯠IoT ãšããããã§ããè¶£å³ã¯ãã«ããªã³ã°ã§ãªãã£ã¹ã«ãããã«ããªã³ã°ãŠã©ãŒã«ã«ãã©ã€ããŠããŸãã