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ʢ΄΅ʣϊʔίʔυͰ΋ #FESPDL͍ͨͬ͠ʂʂ 
 4JN4UB !TIJNBHBKJ 
 +"846(4BQQPSP KBXTVH@TBQQPSP 
 ˡϗϫΠτγϚϦεͷΞϧλ

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ࣗݾ঺հ ɹ࡛ۄɹʢʙେֶͷ్த·Ͱʣ ˠࡳຈɹʢʙେֶɾ೥ʣ ˠਆಸ઒ʢʙେֶӃʙब৬ͯ͠೥൒͘Β͍ʣ ˠࡳຈɹʢʙ೥൒͘Β͍ɺݱࡏʣ ޷͖ͳ"84αʔϏεɿ4UFQ'VODUJPOT 4JN4UBʢΦϯϥΠϯͷ͕ͨ͢ʣ ,%%*ΞδϟΠϧ։ൃηϯλʔגࣜձࣾ ϓϥοτϑΥʔϜΤϯδχΞϦϯά෦ "84ೝఆ !TIJNBHBKJ 5XJUUFS 4FSWFSMFTT ΧάΧά

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

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աڈͷొஃࢿྉΞοϓͯ͠·͢ʢࠓ೔ͷࢿྉ΋ʂʣ IUUQTTQFBLFSEFDLDPNTIJNBHBKJ

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ݸਓϒϩάΛӡ༻͍ͯ͠·͢͠·͕͡ ͠Ήͦ͘ "84ΞοϓσʔτΛ ຖिߋ৽ʂ 
 ͦͷଞ Ϋϥ΢υΨδΣοτ γϚϦεͷ࿩ͳͲ

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"HFOEB • ࠓɺ#FESPDL͕ΊͪΌͪ͘ΌΞπ͍ • #FESPDLΛϊʔίʔυͰ࢖͍͍ͨʂ • 4UFQ'VODUJPOT • (FOFSBUJWF"*6TF$BTFT+1 • #FESPDL$MBVEF$IBU • ͦͷଞ͍Ζ͍Ζ • ·ͱΊ

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͸͡Ίʹ

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ࠓɺ#FESPDL͕ΊͪΌͪ͘ΌΞπ͍

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#FESPDLͱ͸ʁ "NB[PO΍"*ελʔτΞοϓ͕։ൃͨ͠਺ଟ͘ͷج൫Ϟσϧʢ'.ʣΛ "1*ͰαʔόʔϨεʹར༻Ͱ͖ΔαʔϏε IUUQTTQFBLFSEFDLDPNPLBNPUPBXTTIFOHDIFOHBJZVTVLFTVXPLBPFEBPTVUBNFOPHFOFSBUJWFBJVTFDBTFTKQHFOVOPNFJMJUPTIJJGBOH˜"NB[PO8FC4FSWJDFT*OD

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#FESPDLͷػೳ Ϟσϧݺͼग़͠ Ҏ্ͷج൫Ϟσϧ͔Β ༻్ʹ߹ΘͤͯબΜͰݺͼग़ͤΔ ը૾ೝࣝ΍ը૾ੜ੒ɺຒΊࠐΈ΋0, ,OPXMFEHF#BTFT ؆୯ͳηοτΞοϓͰ 4ʹอଘͨ͠จॻΛ΋ͱʹ ຊ֨తͳ3"(Λ࣮૷Ͱ͖Δ "HFOUT Ϟσϧ͕ࢦࣔʹԠͯࣗ͡཯తʹ 3"(΍-BNCEBΛ࣮ߦͯ͠ λεΫΛ͜ͳͯ͘͠ΕΔ • ϓϩϏδϣϯυεϧʔϓοτ • ਪ࿦ύϥϝʔλͷௐ੔ • 1SJWBUF-JOL • $IBUXJUIZPVSEPDVNFOU • ϞσϧධՁ • ίϥϘϨʔγϣϯʢ4UVEJPʣ • ΨʔυϨʔϧ • ΢ΥʔλʔϚʔΫݕग़ • ΧελϜϞσϧΠϯϙʔτ FUD

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Ξοϓσʔτ͕ΊͪΌͪ͘Όଟ͍ʢʙͰ݅ʣ w .JTUSBM-BSHF͕#FESPDLͰར༻Մೳʹ w .JTUSBM4NBMM͕#FESPDLͰར༻Մೳʹ w .FUB-MBNB͕#FESPDLͰར༻Մೳʹ w "OUISPQJD$MBVEF0QVT͕#FESPDLͰར༻Մೳʹ w $PIFSF$PNNBOE3ͱ$PNNBOE3͕#FESPDLͰར༻Մೳʹ w 5JUBO*NBHF(FOFSBUPS͕#FESPDLͰҰൠఏڙ։࢝ w 5JUBO5FYU&NCFEEJOHT7͕#FESPDLͰར༻Մೳʹ w 5JUBO5FYU1SFNJFS͕#FESPDLͰར༻Մೳʹ w #FESPDL͕ύϦϦʔδϣϯͰར༻Մೳʹ w #FESPDL͕γυχʔϦʔδϣϯͰར༻Մೳʹ w #FESPDL͕ϜϯόΠϦʔδϣϯͰར༻Մೳʹ w $MBVEF4POOFUͱ)BJLV͕ϑϥϯΫϑϧτϦʔδϣϯͰར༻Մೳʹ w ,OPXMFEHF#BTFTGPS"NB[PO#FESPDL͕0QFO4FBSDI4FSWFSMFTTʹର͢ΔϓϥΠϕʔτωοτϫʔΫϙϦγʔΛαϙʔτ w ,OPXMFEHF#BTFTGPS"NB[PO#FESPDL͕$MPVE'PSNBUJPOͱ4FSWJDF2VPUBTΛαϙʔτ w ,OPXMFEHF#BTFTGPS"NB[PO#FESPDL͕$MBVEF)BJLVΛαϙʔτ w ,OPXMFEHF#BTFTGPS"NB[PO#FESPDL͕୯ҰυΩϡϝϯτΛ༻͍ͨ؆ૉԽ͞Εͨ2"ػೳΛ௥Ճ w ,OPXMFEHF#BTFTGPS"NB[PO#FESPDL͕ෳ਺ͷσʔλιʔεΛαϙʔτ w ,OPXMFEHF#BTFTGPS"NB[PO#FESPDL͕ϕΫλʔετΞͱͯ͠.POHP%#"UMBTΛαϙʔτ w ,OPXMFEHF#BTFTGPS"NB[PO#FESPDL͕(VBSESBJMTΛߏ੒Մೳʹ w ,OPXMFEHF#BTFTGPS"NB[PO#FESPDL͕ਪ࿦ύϥϝʔλΛαϙʔτ w "HFOUTGPS"NB[PO#FESPDLͰ$MBVEF)BJLV͓Αͼ4POOFU͕ར༻Մೳʹ w "HFOUTGPS"NB[PO#FESPDLͷΤʔδΣϯτ࡞੒͕؆ૉԽ͠ɺ3FUVSOPG$POUSPMػೳ͕௥Ճ w "HFOUTGPS"NB[PO#FESPDL͕ϓϩϏδϣϯυεϧʔϓοτΛαϙʔτ w #FESPDLʹ$POWFSTF"1*͕௥Ճ w 5JUBO*NBHF(FOFSBUPSͷ΢ΥʔλʔϚʔΫݕग़ػೳ͕ϦϦʔε w #FESPDLͰΧελϜϞσϧ͕ΠϯϙʔτՄೳʹ w #FESPDLͷϞσϧධՁ͕ϦϦʔε w (VBSESBJMTGPS#FESPDL͕ϦϦʔε͞Εɺ৽͍͠ίϯτϩʔϧ͕௥Ճ w #FESPDL4UVEJP͕ϦϦʔε w 1BSUZ3PDLʹ%PDVNFOU΢ΟδΣοτ͕௥Ճ ͜ͷଞʹαΠϨϯτΞϓσ΋͋ΔΒ͍͠ʜ

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ೖ໳هࣄ΋͋Γ·͢ IUUQTEFWDMBTTNFUIPEKQ

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ॻ੶΋ग़·͢#FESPDL։ൃೖ໳

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ॻ੶΋ग़·͢#FESPDL։ൃೖ໳

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ࢼ͠ಡΈ͕Ͱ͖·͢#FESPDL։ൃೖ໳

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#FESPDLΛ࢖ͬͨ ΞϓϦέʔγϣϯͷྫ

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Ϗδͭ͘ʂʢ%9ࣄۀاըମݧΞϓϦʣ Ӊ஦࠷଎ Λ໨ࢦͯ͠"NB[PO#FESPDLΛຊ֨׆༻ͨ͠ϓϩμΫτΛ։ൃ͠·ͨ͠ʂ IUUQTEFWFMPQFSTLEEJDPNCMPH5.%QDEJ5R3$.[SEQ;P #FESPDLͷ("͔Β ೔ޙͷʹ ϓϨεϦϦʔε͕ग़ͨ Ӊ஦࠷଎ͷ#FESPDLΞϓϦ

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͔͙ͨΜʢ4MBDL͔Β࢖͑ΔνϟοτϘοτʣ +"84%":4$ϑϧ"84ͷϚϧνςφϯτ4BB4ੜ੒"*ΞϓϦʮ͔͙ͨΜʯ։ൃൿ࿩ IUUQTXXXEPDTXFMMDPNTTL[L;+-.72KBXTEBZT@D@LBHVUBOQ

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Ͱ΋ΞϓϦέʔγϣϯͬͯ ࡞ΔͷେมͳΜͰ͠ΐʁ

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4JN4UBͷόοΫάϥ΢ϯυ • ։ൃʢαϒγεςϜʣܦݧˠ্ྲྀ޻ఔ͕΄ͱΜͲͰίʔυॻ͔ͳ͍ • ࢼݧͷγφϦΦϑΝΠϧΈ͍ͨͳಠࣗݴޠͳΒͨ͘͞Μॻ͍ͨ • Πϯϑϥʢ΄΅Ϋϥ΢υʣܦݧˠ*B$͸ZBNMͱͪΐͬͱUGͳΒॻ͍ͨ • -BNCEBʢ1ZUIPOʣ΍ϑϩϯτͷ+BWB4DSJQU͸ҰԠॻ͍ͨ 
 ͨͩ͠(15ͱ͔$MBVEFͱ͔͕ग़͔ͯΒ͸΄΅པͬͯΔ ίʔυ͋Μ·ॻ͍ͨ͜ͱͳ͍ʢશવॻ͚ͳ͍Θ͚Ͱ͸ͳ͍ʣ

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ίʔυ͕ॻ͚Ε͹ ͍ΖΜͳ͜ͱ͕Ͱ͖Δͷʹʜɻ

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ʢ΄΅ʣίʔυΛॻ͔ͣʹ #FESPDL͍ͨͬ͠ʂʂ

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ʢ΄΅ʣϊʔίʔυͰ#FESPDL͢Δํ๏ • 4UFQ'VODUJPOTΛ࢖͏ • (FOFSBUJWF"*6TF$BTFT+1ʢ(FO6ʣΛσϓϩΠ͢Δ • #FESPDL$MBVEF$IBUΛ$PEF$BUBMZTU͔ΒσϓϩΠ͢Δ • ͦͷଞʹ΋͍Ζ͍Ζ͋ΔΑ

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ʢ΄΅ʣϊʔίʔυͰ#FESPDL͢Δํ๏ • 4UFQ'VODUJPOTΛ࢖͏ • (FOFSBUJWF"*6TF$BTFT+1ʢ(FO6ʣΛσϓϩΠ͢Δ • #FESPDL$MBVEF$IBUΛ$PEF$BUBMZTU͔ΒσϓϩΠ͢Δ • ͦͷଞʹ΋͍Ζ͍Ζ͋ΔΑ

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4UFQ'VODUJPOTº#FESPDLͰ ΞϓϦέʔγϣϯΛͭ͘Ζ͏ʂ

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4UFQ'VODUJPOTͱ͸ʁ ϩʔίʔυͰ"84΍֎෦"1*ͱ࿈ܞͯ͠ΞϓϦέʔγϣϯͷ ϫʔΫϑϩʔΛߏஙͰ͖ΔΦʔέετϨʔγϣϯαʔϏε

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4UFQ'VODUJPOTͷັྗ͸ ͪ͜ΒͰࢥ͏ଘ෼ޠ͖ͬͯ·ͨ͠ IUUQTTQFBLFSEFDLDPNTIJNBHBKJ ຊฤ͸དྷि຤ʂ

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4UFQ'VODUJPOTº#FESPDLͰ ͭͬͨ͘ΞϓϦέʔγϣϯΛମݧ͠Α͏ʂ

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͓ͨΊ͠ʂ-*/&νϟοτϘοτ ձ৔ݶఆͰͨ͠🐿

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͓ͨΊ͠ʂ-*/&νϟοτϘοτ ࠓ·Ͱͷ͠Ήͦ͘Λϕʔεͱͯ͠ "84ͷΞοϓσʔτʹؔ͢Δ࣭໰ʹ౴͑·͢ ʢ೥݄ʙ೥݄ʣ ݅͘Β͍ϐοΫΞοϓͯ͘͠ΕΔ͸ͣ ඵ͘Β͍Ԡ౴͕ແ͍ͱ͖͸ Ϟσϧݺͼग़͠ʹΤϥʔ͕ى͖͍ͯΔͷͰ ΋͏ճૹ͍ͬͯͩ͘͞ ͵ΔΆ

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-*/&νϟοτϘοτͷߏ੒ ϑϩϯτΤϯυʹ-*/&Λ࢖͏͜ͱͰ ʢ΄΅ʣϊʔίʔυΛ࣮ݱ AWS Cloud API Gateway Step Functions Bedrock EventBridge API Destination LINE Webhook Invoke Execute Call HTTPS Endpoint Secrets Manager API Key User API Key S3 Pinecone Retrieve Embedding

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4UFQ'VODUJPOTͷϫʔΫϑϩʔ ࠷ॳͷॲཧͰݺͼग़͠ݩνΣοΫ ʢҰக͠ͳ͍ॲཧ͸εΩοϓʣ $MBVEF)BJLVͰݕࡧͯ͠ $MBVEF4POOFUͰճ౴Λ࡞੒ ʢվળͷ༨஍͋Γʣ $PIFSF$PNNBOE3΋༗ྗ &WFOU#SJEHF"1*%FTUJOBUJPOͰ -*/&ͷΤϯυϙΠϯτΛݺͼग़͠ ճ౴ΛϢʔβʔʹૹ৴ ձ࿩ཤྺΛ௥Ճ͢Δ৔߹͸ %ZOBNP%#΁ͷಡΈॻ͖Λ଍͢

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4UFQ'VODUJPOTº#FESPDLͳ௒༗༻هࣄ IUUQTRJJUBDPNDZCFS#04&JUFNTFCB IUUQTRJJUBDPNIPPQKQUJUFNTBCDBGC هࣄΑΓൈਮ #FESPDL։ൃೖ໳ʹ΋͋ΔΑ

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4UFQ'VODUJPOTº#FESPDLͷ·ͱΊ • ϑϩϯτʹ-*/&ͳͲΛ׆༻͢Δ͜ͱͰɺ4UFQ'VODJPOTͰ 
 ʢ΄΅ʣϊʔίʔυͳ#FESPDLΞϓϦέʔγϣϯ͕࡞ΕΔ • ͍Ζ͍ΖΧελϚΠζ͢Ε͹3"(ͳͲଟػೳʹͰ͖Δ 
 ʢ"HFOUT͸-BNCEBͰͷίʔσΟϯά͕ඞཁͦ͏ʣ • ηΩϡϦςΟ໘Ͱͷߟྀ͸ඞཁʢ"1*(BUFXBZʹ8"'ͱ͔ʣ • 4UFQ'VODUJPOTͱͯ΋ศརͳͷͰ࢖ͬͯΈ·͠ΐ͏

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ʢ΄΅ʣϊʔίʔυͰ#FESPDL͢Δํ๏ • 4UFQ'VODUJPOTΛ࢖͏ • (FOFSBUJWF"*6TF$BTFT+1ʢ(FO6ʣΛσϓϩΠ͢Δ • #FESPDL$MBVEF$IBUΛ$PEF$BUBMZTU͔ΒσϓϩΠ͢Δ • ͦͷଞʹ΋͍Ζ͍Ζ͋ΔΑ

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(FOFSBUJWF"*6TF$BTFT+1Ͱ #FESPDL͠Α͏ʂ

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(FOFSBUJWF"*6TF$BTFT+1ʢ(FO6ʣ ϏδωεϢʔεέʔεू͕๛෋ʹἧͬͨ 044ϕʔεͷੜ੒"*ΞϓϦ IUUQTHJUIVCDPNBXTTBNQMFTHFOFSBUJWFBJVTFDBTFTKQ

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(FO6ͷΞʔΩςΫνϟͱػೳ w νϟοτ w 3"(νϟοτ w "HFOUνϟοτ w จষੜ੒ w ཁ໿ w ߍਖ਼ w ຋༁ w 8FCίϯςϯπநग़ w ը૾ੜ੒ w ө૾෼ੳ w ϒϥ΢β֦ு w ϞχλϦϯά w ೝূʢ4".-࿈ܞʣ w *1੍ݶʢ8"'ʣ ˞Ұ෦͸ΦϓγϣϯͰ௥Ճ

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σϓϩΠํ๏ ϩʔΧϧ·ͨ͸$MPVEͰϦϙδτϦΛΫϩʔϯͯ͠σϓϩΠ $MPVEͩͱίϚϯυݸɺ໿෼ͰσϓϩΠ׬ྃ

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ৄࡉ͸ͪ͜ΒͷࢿྉͰʂ IUUQTTQFBLFSEFDLDPNPLBNPUPBXTTIFOHDIFOHBJZVTVLFTVXPLBPFEBPTVUBNFOPHFOFSBUJWFBJVTFDBTFTKQHFOVOPNFJMJUPTIJJGBOH

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(FO6Λମݧ͠Α͏ʂ ձ৔ݶఆͰͨ͠🐿

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(FOFSBUJWF"*6TF$BTFT+1ͷ·ͱΊ • ϩʔΧϧ·ͨ͸$MPVE͔Β$%,ͰσϓϩΠ͢Δ͜ͱͰ 
 ʢ΄΅ʣϊʔίʔυͰ#FESPDLΞϓϦέʔγϣϯ͕࢖͑Δ • ଟػೳ͕ͩɺDELKTPOͰࡉ͔͘ઃఆ͕ඞཁ • ϑΝΠϧΞοϓϩʔυ΍3"(ػೳ͸ͪΐͬͱ͓ߴΊ 
 ʢ3"(νϟοτ͸,FOESB͕σϓϩΠ͞ΕΔʣ • #FESPDLͳͲੜ੒"*ͷ࢖͍ํ΍։ൃͷୈҰาʹΦεεϝ

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ʢ΄΅ʣϊʔίʔυͰ#FESPDL͢Δํ๏ • 4UFQ'VODUJPOTΛ࢖͏ • (FOFSBUJWF"*6TF$BTFT+1ʢ(FO6ʣΛσϓϩΠ͢Δ • #FESPDL$MBVEF$IBUΛ$PEF$BUBMZTU͔ΒσϓϩΠ͢Δ • ͦͷଞʹ΋͍Ζ͍Ζ͋ΔΑ

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#FESPDL$MBVEF$IBUΛ $PEF$BUBMZTUͰσϓϩΠ͠Α͏ʂ

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#FESPDL$MBVEF$IBU ଟػೳνϟοτͱ3"(෇͖ΧελϜϘοτ͕࢖͑Δ 044ϕʔεͷγϯϓϧͰຊ֨తͳੜ੒"*νϟοτϘοτΞϓϦ IUUQTHJUIVCDPNBXTTBNQMFTCFESPDLDMBVEFDIBU

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#FESPDL$MBVEF$IBUͷΞʔΩςΫνϟͱػೳ νϟοτ༻--.͸ݱࡏ$MBVEF0QVT4POOFU)BJLV͕ར༻Մೳ .JTUSBMγϦʔζʹஔ͖׵͑Δ͜ͱ΋Ͱ͖Δ w νϟοτ w ϚϧνϞʔμϧରԠ w ΧελϜϘοτ w 3"(ػೳ w :PV5VCFจࣈى͜͠ w ࠃࡍԽ w ೔ӳؖத w ೝূ w *1੍ݶʢ8"'ʣ w ࢖༻ྔ෼ੳ

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σϓϩΠํ๏ $PEF$BUBMZTUͷ#MVFQSJOU͔ΒσϓϩΠͰ͖Δʂ ී௨ʹ։ൃ؀ڥ͔Β$%,ͰσϓϩΠ͢Δ͜ͱ΋Ͱ͖·͢

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͍͍ͩͨ෼൒ͰσϓϩΠ׬ྃ͠·ͨ͠

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ৄࡉ͸ͪ͜ΒͷࢿྉͰʂ IUUQTTQFBLFSEFDLDPNTIJNBHBKJ

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#FESPDL$MBVEF$IBUΛ 
 ମݧ͠Α͏ʂ ձ৔ݶఆͰͨ͠🐿

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#FESPDL$MBVEF$IBUͷ·ͱΊ • $PEF$BUBMZTUͷ#MVFQSJOUΛ࢖͏͜ͱͰ 
 ʢ΄΅ʣϊʔίʔυͰຊ֨తͳνϟοτΞϓϦ͕࡞ΕΔ • 3"(Λ౥ࡌͨ͠ΧελϜϘοτͷ࡞੒ͱڞ༗͕Ͱ͖Δ 
 ϕΫλʔετΞͷ"VSPSB4FSWFSMFTT͸ىಈ࣌ࠁ੍͕ޚͰ͖Δ • σϓϩΠʹ$PEF$BUBMZTU΁ͷ՝ۚʢυϧʣ͕ඞཁɺ 
 ·ͨ/"5(BUFXBZ͕৑௕ʹݸσϓϩΠ͞Εͯͪΐͬͱߴ͍ • اۀ޲͚νϟοτϘοτͱͯ͠Φεεϝ

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༨ஊɿ/"5(BUFXBZ͸ݮΒͤΔ 71$ͷ-$POTUSVDUͰ/"5(BUFXBZͷ਺Λ௥هͯ͋͛͠Ε͹0,

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ͦͷଞͷʢ΄΅ʣϊʔίʔυͰ #FESPDLͰ͖Δπʔϧ

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