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#FESPDL"HFOUTΛ౥ࡌͨ͠ ਤॻ؅ཧ-*/&$IBUCPUΛ࡞Ζ͏ͱͯ͠Έͨ 
 4JN4UB !TIJNBHBKJ 
 +"846(:PLPIBNB ˡϗϫΠτγϚϦεͷΞϧλ

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ࣗݾ঺հ ૊ΈࠐΈ։ൃӉ஦ػ੍ޚܥઃܭௐୡʢ೥൒ʣ ʙࡳຈʹҠॅʙ ੑೳࢼݧ($ΦϯϓϨ"84ʢ൒೥ʣ Ϋϥ΢υߏஙӡ༻"84(PPHMF"1/.41ʢ೥ͱ਺ϲ݄ʣ Ϋϥ΢υߏஙӡ༻Ҡߦ"84٬ઌৗறʢΠϚίίɺ೥ͱ਺ϲ݄ʣ BOENPSF 4JN4UBʢΦϯϥΠϯͷ͕ͨ͢ʣ !TIJNBHBKJ 5XJUUFS "84ೝఆˠ ޷͖ͳ"84αʔϏεɿ4UFQ'VODUJPOT ಘҙʹͳΓ͍ͨ"84αʔϏεɿ4BHF.BLFS #FESPDL "QQ3VOOFS $%, "NQMJGZ

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ϗϫΠτγϚϦεͱ ฻Β͍ͯ͠·͢🐿 ˢ౳਎େνϧλϦε 5XJUUFSΞΧ΢ϯτ΋͋ΔΑ !BMUB@XIJUFDIJQ

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աڈͷొஃࢿྉΞοϓͯ͠·͢ʢࠓ೔ͷࢿྉ΋ʂʣ IUUQTTQFBLFSEFDLDPNTIJNBHBKJ

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ݸਓϒϩάΛӡ༻͍ͯ͠·͢ SF*OWFOUظؒΛؚΉ "84ΞοϓσʔτΛ ຖिߋ৽ʂ ʙ 
 ͦͷଞ ΨδΣοτ γϚϦεͷ࿩ͳͲ

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"HFOEB • ଓɿ-*/&$IBUCPUΛ࡞੒ͯ͠Έͨ • લճͱࠓճͷߏ੒ • ߏ੒ͷ֓ཁ • ,OPXMFEHF#BTFͷ༻ҙ • "HFOUͷߏ੒ • ݁Ռ • ·ͱΊ

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ଓɿ-*/&$IBUCPUΛ࡞੒ͯ͠Έͨ

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લճͷ͋Β͢͡ʢ4FSWFSMFTTճΛࢀরʣ IUUQTTQFBLFSEFDLDPNTIJNBHBKJ

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ਤॻ؅ཧ-*/&$IBUCPUͷ֓ཁ LINE User ͓͢͢ΊͷϑΝϯλδʔΛڭ͑ͯ Bedrock ͜ͷຊ͸Ͳ͏Ͱ͔͢ʁਤॻ*%͸9999Ͱ͢ɻ 9999ΛआΓ͍ͨͰ͢ɻ໊લ͸ΞϧλͰ͢ ି͠ग़͠ॲཧ͕׬ྃ͠·ͨ͠ɻฦ٫ظݶ͸݄೔Ͱ͢ɻ 9999Λฦ͠·͢ ฦ٫ॲཧ͕׬ྃ͠·ͨ͠ɻ طʹआΓΒΕ͍ͯ·͢ɻ݄೔ʹฦ٫༧ఆͰ͢ɻ ᶃ,OPXMFEHF#BTF͔Β͓͢͢ΊͷਤॻΛఏҊ ᶄਤॻͷି͠ग़͠ॲཧɺି͠ग़͠ঢ়گͷ֬ೝ ᶅਤॻͷฦ٫ॲཧ

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-*/&$IBUCPUͷߏ੒XSF$BQʢલճࢀরʣ Push AWS Cloud Developer Pull API Gateway Step Functions Bedrock EventBridge API Destination LINE GitHub Webhook CloudFormation Invoke Execute Call HTTPS Endpoint Secrets Manager API Key Application Composer User

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-*/&$IBUCPUͷߏ੒XSF$BQʢલճࢀরʣ Push AWS Cloud Developer Pull API Gateway Step Functions Bedrock EventBridge API Destination LINE GitHub Webhook CloudFormation Invoke Execute Secrets Manager API Key Application Composer User ᶄ4'OͰ#FESPDLΛݺͿ ᶃ4'OͰ)5514ΤϯυϙΠϯτΛݺͿ ᶇ$'Oͱ(JUΛಉظ ᶅ"QQMJDBUJPO$PNQPTFSͰ4'Oߏங ᶆ74$PEFͰ"QQMJDBUJPO$PNQPTFS Call HTTPS Endpoint

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ଓɿ-*/&$IBUCPUͷߏ੒ Push AWS Cloud Developer Pull API Gateway Step Functions Bedrock EventBridge API Destination LINE GitHub Webhook CloudFormation Invoke Execute Call HTTPS Endpoint Secrets Manager API Key Application Composer User Lambda DynamoDB S3 Lambda DynamoDB Aurora PostgreSQL Invoke Get/Update Sync Get/Put Put Get Identity Put Identity Vector Search Invoke

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ଓɿ-*/&$IBUCPUͷߏ੒ Push AWS Cloud Developer Pull API Gateway Step Functions Bedrock EventBridge API Destination LINE GitHub Webhook CloudFormation Invoke Execute Call HTTPS Endpoint Secrets Manager API Key Application Composer User Lambda DynamoDB S3 Lambda DynamoDB Aurora PostgreSQL Invoke Get/Update Sync Get/Put Put Get Identity Put Identity Vector Search Invoke -*/&$IBUCPU ʢલճࢀরʣ ձ࿩ཤྺ "HFOU ,OPXMFEHF#BTF

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ࠓճ΋"QQMJDBUJPO$PNQPTFSΛ׆༻ʢҰ෦আ͘ʣ ্ͷάϧʔϓɿ"HFOU͕ݺͼग़͢-BNCEBͱɺਤॻͷି͠ग़͠ঢ়گ༻ςʔϒϧ Լͷάϧʔϓɿ"1*(BUFXBZ4UFQ'VODUJPOTͱɺձ࿩ཤྺؔ࿈ɺ"HFOUݺͼग़͠

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4UFQ'VODUJPOTͷϫʔΫϑϩʔʢਤ͸Ұ෦ൈਮʣ %ZOBNP%#ʹϢʔβʔͷೖྗΛॻ͖ࠐΉ 
 ݱࡏ࣌ࠁ͔Βͷҡ࣋࣌ؒʢ55-ʣΛઃఆ͢ΔͨΊ-BNCEBΛ࢖༻ %ZOBNP%#͔Βձ࿩ཤྺΛ࠷େ݅औಘ 
 ݹ͍ॱʹιʔτͯ݁͠߹ͨ͠΋ͷΛม਺ͱ͢ΔͨΊ-BNCEBΛ࢖༻ ύϥϝʔλͷ੔ܗɺෆཁͳ߲໨Λ࡟আ "HFOUΛݺͼग़͢ ࠷ۙ#FESPDL޲͚ͷ"1*͕ର৅ʹ௥Ճ͞Ε͕ͨɺ*OWPLF"HFOU͸ෆՄ -*/&ͷΤϯυϙΠϯτ΁ೖྗ %ZOBNP%#ʹ"*͔Βͷग़ྗΛॻ͖ࠐΉ લճ͸-BNCEBθϩͩͬͨͷʹʜ

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"QQMJDBUJPO$PNQPTFSʢ4".ʣͱ-BNCEB • -BNCEBͳ͠ͷςϯϓϨʔτ͸ͦͷ··$'OͰ࢖͑Δ͕ɺ 
 -BNCEBΛೖΕΔ৔߹͸4".$-*Λ࢖ͬͯҰखؒඞཁ • 4όέοτΛ࡞੒͓͖ͯ͠ɺTBNQBDLBHFΛ࣮ߦ͢Δͱ 
 ؔ਺΍ϨΠϠʔͳͲΞʔςΟϑΝΫτ͕4ʹΞοϓ͞Εɺ 
 ςϯϓϨʔτͷࢀরઌ͕463*ʹม׵͞ΕΔ • ม׵͞ΕͨςϯϓϨʔτΛ$'OͰσϓϩΠʹར༻Ͱ͖Δ 
 ʢTBNEFQMPZͰ΋Մ͕ͩɺલճಉ༷(JUͱಉظ͍ͯ͠ΔͨΊ 
 ɹόʔδϣϯ؅ཧͱࣗಈσϓϩΠ͕྆ํ࢖͑Δʣ

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,OPXMFEHF#BTFͱ"HFOUT

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ࢀߟʹͤͯ͞௖͍ͨهࣄ ͋Γ͕ͱ͏͍͟͝·͢ ͋Γ͕ͱ͏͍͟͝·͢ IUUQTRJJUBDPNIBZBP@LJUFNTFDDBDCE IUUQTRJJUBDPNNJOPSVOJUFNTBBFG IUUQTRJJUBDPNDZCFS#04&JUFNTFDEECBD

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,OPXMFEHF#BTFͷ༻ҙ ˢͷΑ͏ͳਤॻͷ৘ใΛೖΕͨ+40/Λ4ʹอ؅ ʢ݁Ռతʹʮਤॻ*%ʯ͸໊લΛม͑ͨ΄͏͕ྑ͔͔ͬͨ΋ʣ S3

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ϕΫλʔσʔλϕʔεͷબ୒ࢶ "VSPSB1PTUHSF42-͕બ΂ΔΑ͏ʹʂ Aurora PostgreSQL ݸਓར༻ͩͱ0QFO4FBSDI4FSWFSMFTTΊͪΌͪ͘Όߴ͍Ͱ͔͢ΒͶ

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"VSPSB1PTUHSF42-ར༻࣌ͷཹҙ఺ Aurora PostgreSQL w %BUB"1*Λ༗ޮԽ͢Δ 
 ˠUܥ͸ඇରԠͷͨΊɺSH͔4FSWFSMFTTWΛ࢖͏ 
 ˠͣͬͱಈ͔͢ͳΒ4FSWFSMFTT͕͍͕҆ɺSH͸Ұ࣌ఀࢭ͕Ͱ͖Δ w QHWFDUPSҎ্ʹରԠͨ͠όʔδϣϯ͕ඞཁ 
 ˠࠓճ͸1PTUHSF42-Ͱ࡞੒ w ύϒϦοΫΞΫηεΛ༗ޮԽ͠ɺ)5514ΛڐՄ͢Δ w #FESPDL͕࢖༻͢ΔͨΊͷεΩʔϚɺϩʔϧɺςʔϒϧΛ࡞੒͢Δ 
 ˠϩʔϧͷೝূ৘ใ͸4FDSFUT.BOBHFSʹอ؅ 
 ˠςʔϒϧ͸&NCFEEJOHTϞσϧͱ࣍ݩΛ߹ΘͤΔ 
 ɹʢ5JUBO&NCFEEJOHͷ৔߹͸ʣ

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"HFOUͷߏ੒ ᶃΩʔϫʔυ΍δϟϯϧ͔Β͓͢͢ΊਤॻΛ ɹ֨ೲͨ͠σʔλ͔Βݕࡧ͠ɺఏҊ͢Δ ᶄਤॻ*%Λೖྗ͠ɺି͠ग़͠ঢ়گΛ֬ೝ͢Δ ᶅਤॻ*%ͱ໊લΛೖྗ͠ɺି͠ग़͠Λߦ͏ ɹฦ٫ظݶΛिؒޙʹઃఆ͢Δ ᶆਤॻ*%Λೖྗ͠ɺฦ٫Λߦ͏ ɹ໊લɺି͠ग़͠ϑϥάɺฦ٫ظݶΛϦηοτ ͜ΕΒͷΞΫγϣϯΛɺϓϩϯϓτͱ "1*εΩʔϚΛࢀরͭͭ͠ɺࣗ཯తʹ࣮ߦɹ Lambda DynamoDB Bedrock Aurora PostgreSQL Lambda Lambda S3 ᶃ ᶄ ᶅ ᶆ

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"HFOU͕ݺͿ-BNCEBͷϧʔϧ "HFOUʹฦ٫͢Δܗࣜʹ࡞๏͋Γ ֤-BNCEBؔ਺Λ0QFO"1*εΩʔϚͰఆٛ͠ɺ ZBNMΛ4ʹΞοϓͯ͠ࢦఆ͢Δඞཁ͋Γ ϓϩϯϓτͱҾ਺΋͜͜Ͱએݴͯ͠౉͢͜ͱͰ ࣮֬ʹ-BNCEB͕࣮ߦ͞ΕΔΑ͏ʹ͍ͯ͠Δ

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݁Ռ

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͏·͍͔͘ͳ͔ͬͨʜ

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"HFOUࣗମ͸ʢ1MBZHSPVOEͰʣҰԠಈ͘ ି͠ग़͠ฦ٫͸Ͱ͖Δ ฦ٫ظݶ͸ڭ͑ͯ͘Εͳ͔ͬͨΓ ద౰ͳ೔෇Λ౴͑ͨΓ͢Δ ʢ%ZOBNP%#ʹ͸ਖ਼͘͠ه࿥͞ΕΔʣ ຊΛ঺հͯ͘͠ΕΔɺͨͩਤॻ*%͕͓͔͍͠ ϕΫλʔσʔλϕʔεͷVVJEΛरͬͯΔͬΆ͍ʁ ϓϩϯϓτ΍߲໨ͷௐ੔͸ผ్ඞཁ

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-BNCEB͔Β"HFOUΛݺͼग़͢ͱμϝͬΆ͍ ࠨɿ4UFQ'VODUJPOTͷ5FTU4UBUFɺӈɿ-BNCEB͔Βςετ "HFOU͸ಈ͕͘ɺ-BNCEBΛݺͼग़ͤͣΤϥʔΛग़ͯ͠͠·͏໛༷ "HFOU͔ΒͷϨεϙϯε͕&WFOU4USFBNͷͨΊɺσόοά͕ḿΒͣݪҼ͕·ͩṖ

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Ҿ͖ଓ͖୳ͬͯΈ·͢ʜ

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·ͱΊ • 4FSWFSMFTTSF$BQͰ࡞੒ͨ͠-*/&$IBUCPUΛ࢖ͬͯ 
 ਤॻ؅ཧ"HFOUΛ࣮૷͔ͨͬͨ͠ • ,OPXMFEHF#BTFʹ"VSPSB1PTUHSF42-Λར༻Ͱ͖Δ • "HFOUTͰ,OPXMFEHF#BTF΍-BNCEBΛݺͼग़ͤΔ͕ 
 -BNCEBͷॲཧ΍"1*εΩʔϚʹ͓࡞๏͋Γ • ಈ࡞͢Δ"HFOUͷ࡞੒ʹ͸੒ޭʢϓϩϯϓτཁௐ੔ʣ͕ͨ͠ 
 -BNCEB͔Β*OWPLF"HFOUΛ࣮ߦ͢ΔͱΤϥʔɺݪҼௐࠪத

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5IBOLZPVʂ