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今だからこそ学ぼう! 生成AIのセキュリティ入門②_公開資料
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Nobu Mochizuki
August 26, 2024
Technology
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今だからこそ学ぼう! 生成AIのセキュリティ入門②_公開資料
Nobu Mochizuki
August 26, 2024
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Transcript
ຊΞΠɾϏʔɾΤϜגࣜձࣾ ςΫϊϩδʔࣄۀຊ෦ ΧελϚʔɾαΫηεࣄۀ෦ ΧελϚʔɾαΫηεɾϚωʔδϟʔ ΞνϟϥΞϚϥγϯϋ ݄ੜ ࠓ͔ͩΒֶͦ͜΅͏ʂ ੜ"*ͷηΩϡϦςΟʔೖᶄ
ࣸਅࡱӨ ಈըࡱӨ ࢿྉެ։ 4/4֦ࢄ ̋ ̋ ̋ ̋ *#.%PKP ηογϣϯडߨʹ͓͚Δҙࣄ߲
ηογϣϯதʹ໎ߦҝ͕ൃ֮ͨ͠߹ɺڧ੍ୀग़ɺηογϣϯதࢭͳͲͷાஔΛߨ͡·͢
ࣗݾհ Ξνϟϥ ΞϚϥγϯϋ "DIBMB"NBSBTJOHIF ຊ*#.ΧελϚʔɾαΫηεɾϚωʔδϟʔ ݄ੜ /PCV.PDIJ[VLJ ຊ*#. ΧελϚʔɾαΫηεɾϚωʔδϟʔ
త "*ΞϓϦͷ։ൃͱηΩϡϦςΟʔͷؔ࿈ੑΛΔ ΰʔϧ "*ΞϓϦͷ։ൃͷجຊΛΔ "*ΞϓϦͷར༻ʹͨͬͯͷηΩϡϦςΟʔϦεΫΛΔ ͜ͷηογϣϯʹ͍ͭͯ
ηογϣϯᶃͷৼΓฦΓ "*։ൃʹ͓͚ΔηΩϡϦςΟʔ ιϑτΣΞ։ൃϥΠϑαΠΫϧͷϨϏϡʔ "*։ൃͷΞʔΩςΫνϟʔ θϩτϥετɾΞϓϩʔν ύʔτ̎"*ΞϓϦͷѱ༻ ѱҙͷ͋ΔϢʔβʔೖྗͷέʔεελσΟʔ ϓϩϯϓτɾΠϯδΣΫγϣϯʢ1SPNQU*OKFDUJPOʣʹ͍ͭͯ ΞδΣϯμ
ηογϣϯᶃͷৼΓฦΓ
ੜ"* (FOFSBUJWF"* ͱʁ ࣄલֶशࡁΈͷσʔλʹج͍ͮͯߴ࣭ͳςΩετը૾ɺจষͳͲͷ ίϯςϯπΛੜͰ͖Δ"*Ϟσϧ ࢀরɿIUUQTXXXJCNDPNCMPHTTPMVUJPOTKQKBXIBUJTHFOFSBUJWFBJ ੜ"*ʹؔ͢Δجຊతࣝᶃ (FOFSBUF ੜ "*
ηΩϡϦςΟʔͷجຊݪଇ ࢀরɿWhat is Cyber Security? https://cyberwaala.medium.com/what-is-cyber-security-ee9241017030 Availability 可用性 ڐՄ͞ΕͨϢʔβʔ͕ɺదͳσʔλʹ ΞΫηεͰ͖ΔΑ͏ʹͳ͍ͬͯΔ͜ͱ
Integrity 完全性 ڐՄ͞Ε͍ͯͳ͍Ϣʔβʔ͕ɺσʔλʹ ΞΫηε͠վ᜵Ͱ͖ͳ͍Α͏ʹͳ͍ͬͯΔ͜ͱ Confidentiality 機密性 ػີσʔλͷΞΫηεΛ੍ޚ͠ɺ ݖݶͷͳ͍ୈࡾऀ͕ػີσʔλʹΞΫηε Ͱ͖ͳ͍Α͏੍ݶɺϒϩοΫ͢Δ͜ͱɻ
ࣾ 1$ αʔόʔ Ϋϥυ "1* "1 ΞϓϦ *05 ϦϞʔτϫʔΫ ϞόΠϧ
"* ϋοΧʔ ϋοΧʔ ϋοΧʔ "*ʹ͓͚ΔσʔλͷྲྀΕ
"*ΛͬͨγεςϜ͕߈ܸ͞ΕΔ࣌ "*ͷηΩϡϦςΟʔͱ͍͏େ͖ͳ՝ʹɺࢲ͕͍͚͍ͨͪͭͯͳ͍ ࢀরɿIUUQTXXXOJTUHPWOFXTFWFOUTOFXTOJTUJEFOUJGJFTUZQFTDZCFSBUUBDLTNBOJQVMBUFCFIBWJPSBJTZTUFNT ࠶ܝɿαΠόʔηΩϡϦςΟͱੜ"*ͷؔੑ ৴པͰ͖ͳ͍σʔλΛ༩͑ͯޡ࡞ಈ ྫɿࣗಈӡసंʹޡͬͨඪࣝΛ ೝࣝͤ͞ࣄނΛҾ͖ى͜͢ةݥੑ
ύʔτ"*ΞϓϦ։ൃʹ͓͚ΔηΩϡϦςΟʔ
"*ΞϓϦͷશମ૾ʢ̍ʣɿֶशσʔλͷ४උ ݩσʔλ σʔλ ४උͷ ։ൃ σʔλ४උ༻ͷ ίʔυ ೖྗͱग़ྗ σʔλαϯϓϧ σʔλΤϯδχΞϦϯάɾσʔλαΠΤϯε
ࢀরɿAttacking and protecting Artificial Intelligence (Event) https://raw.githubusercontent.com/OWASP/www-project-ai-security-and-privacy-guide/main/assets/images/20230215-Rob-AIsecurity-Appsec-ForSharing.pdf ӡ༻σʔλ ӡ༻தίʔυ ։ൃதίʔυ ݕূͱੳ ӡ༻ɾΨόφϯε
"*ΞϓϦͷશମ૾ʢ̍ʣɿσʔλʹ͓͍ͯϞσϧ։ൃ ݩσʔλ σʔλ ४උͷ ։ൃ σʔλ४උ༻ͷ ίʔυ ೖྗͱग़ྗ σʔλαϯϓϧ σʔλΤϯδχΞϦϯάɾσʔλαΠΤϯε
ӡ༻σʔλ ӡ༻தίʔυ ։ൃதίʔυ ݕূͱੳ ӡ༻ɾΨόφϯε ࢀরɿAttacking and protecting Artificial Intelligence (Event) https://raw.githubusercontent.com/OWASP/www-project-ai-security-and-privacy-guide/main/assets/images/20230215-Rob-AIsecurity-Appsec-ForSharing.pdf Ϟσϧ։ൃɾςετ͚ͷݕূͱੳ Ϟσϧֶश ֶशɾςετ༻ ͷίʔυ Ϟσϧͷద༻ ͱֶश͞Εͨ ύλʔϯ "*Ϟσϧ։ൃ
"*ΞϓϦͷશମ૾ʢ̍ʣɿΞϓϦ։ൃɺల։ͱӡ༻ ݩσʔλ σʔλ ४උͷ ։ൃ σʔλ४උ༻ͷ ίʔυ ೖྗͱग़ྗ σʔλαϯϓϧ ΦϖϨʔγϣϯ
Ψόφϯε ΞϓϦ։ൃ ΞϓϦͷίʔυ ҰൠతͳΞϓϦɾγεςϜ։ൃ ӡ༻ͱΨόφϯε σʔλΤϯδχΞϦϯάɾσʔλαΠΤϯε ӡ༻σʔλ ӡ༻தίʔυ ։ൃதίʔυ ݕূͱੳ ӡ༻ɾΨόφϯε ࢀরɿAttacking and protecting Artificial Intelligence (Event) https://raw.githubusercontent.com/OWASP/www-project-ai-security-and-privacy-guide/main/assets/images/20230215-Rob-AIsecurity-Appsec-ForSharing.pdf Ϟσϧ։ൃɾςετ͚ͷݕূͱੳ Ϟσϧֶश ֶशɾςετ༻ ͷίʔυ Ϟσϧͷద༻ ͱֶश͞Εͨ ύλʔϯ "*Ϟσϧ։ൃ
γφϦΦ̍ "*ΞϓϦΛ։ൃͯ͠Δڥͷ߈ܸ γφϦΦ̎ ΤϯυϢʔβʔ͔Βੜ"*ͷѱҙͷ͋Δೖྗ ͲΜͳηΩϡϦςΟʔϦεΫΛҙࣝͨ͠Β͍͍Ͱ͠ΐ͏͔ʁ ੜ"*ͷ߈ܸγφϦΦ
γφϦΦ̍ɿ"*ΞϓϦΛ։ൃͯ͠Δڥͷ߈ܸ
γφϦΦɿ"*ΞϓϦΛ։ൃ͍ͯ͠Δڥͷ߈ܸ ࢀরɿhttps://xtech.Nikkei.com/atcl/nxt/news/18/16124/ ։ൃڥͷηΩϡϦςΟΛ ֬อ͢Δ͜ͱ͕ॏཁ ྫɿίʔυσʔλͷվ͟Μ
γφϦΦͷϑΥʔΧε ݩσʔλ σʔλ ४උͷ ։ൃ σʔλ४උ༻ͷ ίʔυ ೖྗͱग़ྗ σʔλαϯϓϧ ΦϖϨʔγϣϯ
Ψόφϯε ΞϓϦ։ൃ ΞϓϦͷίʔυ ҰൠతͳΞϓϦɾγεςϜ։ൃ ӡ༻ͱΨόφϯε σʔλΤϯδχΞϦϯάɾσʔλαΠΤϯε ӡ༻σʔλ ӡ༻தίʔυ ։ൃதίʔυ ݕূͱੳ ӡ༻ɾΨόφϯε ࢀরɿAttacking and protecting Artificial Intelligence (Event) https://raw.githubusercontent.com/OWASP/www-project-ai-security-and-privacy-guide/main/assets/images/20230215-Rob-AIsecurity-Appsec-ForSharing.pdf Ϟσϧ։ൃɾςετ͚ͷݕূͱੳ Ϟσϧֶश ֶशɾςετ༻ ͷίʔυ Ϟσϧͷద༻ ͱֶश͞Εͨ ύλʔϯ "*Ϟσϧ։ൃ ඪ४ΞϓϦɾιϑτΣΞͷηΩϡϦςΟʔ
ܭը ཁٻఆٛ ͱҊ݅ੳ ઃܭ ։ൃɾ࣮ ςετ ϦϦʔεɺల ։ อकɺӡ༻ɺ ഇغ
ιϑτΣΞ։ൃϥΠϑαΠΫϧͷϨϏϡʔ ࢀরɿγεςϜ։ൃϥΠϑαΠΫϧ IUUQTFOXJLJQFEJBPSHXJLJ4ZTUFNT@EFWFMPQNFOU@MJGF@DZDMF
γφϦΦ̍ͷ՝ɿ։ൃͯ͠Δڥͷ߈ܸ ΤϦΞ ΞϓϦέʔγϣϯ ίʔυ Ϣʔβʔͱ ΤϯυϙΠϯτ ωοτϫʔΫͱ Πϯϑϥ ओͳ՝ ͳΓ͢·͠ʢෆਖ਼ΞΫηεʣɾػີσʔλ࿙Ӯɾ
ཁ݅ఆٛςετஈ֊ͰηΩϡϦςΟʔ߲ͷෆɾ "1*࿈ܞɾอޢͷϛεͳͲ ίʔυͷόάʹΑͬͯͷ੬ऑੑɾίʔυϕʔεͷ ҆શੑʢαϓϥΠνΣʔϯ߈ܸʣͳͲ ෆਖ਼ΞΫηεɾਓతϛεѱҙͷ͋ΔΠϯαΠμʔ߈ܸʹ ΑΔσʔλ࿙ӮɾϚϧΣΞɾϑΟογϯάͳͲ σʔλϕʔεͷෆਖ਼ΞΫηεͱσʔλมߋɾ Πϯϑϥߏͷෆ۩߹ όοΫΞοϓͷߟྀෆɾηΩϡϦςΟʔ՝ ϦιʔεͷݖݶཧͳͲ
ैདྷͷηΩϡϦςΟʔͷϞσϧ ෦҆શ ֎෦҆શ͡Όͳ͍ θϩτϥετϞσϧ ෦Ͱ͋Ζ͏ͱΞΫηε৴༻͠ͳ͍ ձ͕ࣾڐՄ ձ͕ࣾڐՄ ϦϞʔτϫʔΫͷ૿Ճ ΫϥυαʔϏεͷར༻૿ ෦ෆਖ਼ͷ૿Ճ
ࣾ֎ͱͷަྲྀͷ૿Ճ ࣾ֎ͷ*5ΠϯϑϥγεςϜΛཧ͠ͳ͕ΒɺΞΫηεΛ੍ޚ͢Δઓུ ࣾ֎Θͣ͋ΒΏΔΞΫηεΛ৴༻͠ͳ͍͜ͱΛલఏͱ͢Δ ʮθϩτϥετʯηΩϡϦςΟʔͱʁ
θϩτϥετɾΞϓϩʔνΛͬͨରࡦ ϋΠϒϦουΫϥυͷอޢ rͯ͢ͷΞΫηεΛཧɾ ੍ޚ rΫϥυͷΞΫςΟϏςΟʔ ͱߏΛࢹ r҆શͳΫϥυωΠςΟϒ ϫʔΫϩʔυ ෦ڴҖͷϦεΫΛݮ –
ϦεΫͷ͋ΔϢʔβʔ׆ಈ Λൃݟ͢Δߴͳੳ – ϢʔβʔͷݖݶͱඞཁੑʹԠ͡ ͯσʔλͷΞΫηεΛ੍ޚ – ڴҖΠϯςϦδΣϯεͷΈࠐΈ ηΩϡΞͳϦϞʔτϫʔΫڥ rηΩϡΞͳ#:0%ͱ σόΠεཧ r71/ͷར༻ rύεϫʔυϨεӡ༻
γφϦΦ̍ͷ՝ɿओͳରࡦ ΤϦΞ ΞϓϦέʔγϣϯ ίʔυ Ϣʔβʔͱ ΤϯυϙΠϯτ ωοτϫʔΫͱ Πϯϑϥ ओͳ՝ ΤϯυϢʔβʔෆਖ਼ͷΞΫηεɾػີσʔλ࿙Ӯ
ηογϣϯϋΠδϟοΫɾ%%04߈ܸ 42-ΠϯδΣΫγϣϯɾ944εΫϦϓτͳͲ ίʔυͷόάʹΑͬͯͷ੬ऑੑɾίʔυϕʔεͷ ҆શੑʢαϓϥΠνΣʔϯ߈ܸʣͳͲ ෆਖ਼ΞΫηεɾਓతϛεѱҙͷ͋ΔΠϯαΠμʔ߈ܸʹ Αͬͯͷσʔλ࿙ӮɾϚϧΣΞɾϑΟογϯάͳͲ σʔλϕʔεͷෆਖ਼ΞΫηεͱσʔλมߋɾ.BOJOUIF .JEEMFɾ%%04߈ܸɾΠϯϑϥίϯϑΟάϛε όοΫΞοϓෆɾΠϯγσϯτࡂରࡦෆ εέʔϥϏϦςΟʔɾΞΫηεͱڥཧͳͲ ηΩϡϦςΟʔରࡦ ։ൃऀΞΫηεཧɾػີσʔλͷಛఆͱཧ ೖྗͷύϥϝʔλʔԽͱόϦσʔγϣϯɾग़ྗΤϯίʔσΟϯάͳͲ ηΩϡϦςΟʔͱϓϥΠόγʔΛΈࠐΜͩ։ൃɾ ϨϙδτϦʔཧɾ"1*อޢͳͲ ࠷খݶͷݖݶΛݩʹͨ͠ΞΫηεཧɾଟཁૉೝূ ΤϯυϙΠϯτอޢɾ71/ɾσόΠεཧʢ#:0%ΛؚΉʣ ηΩϡϦςΟʔਓࡐҭͱσʔλͷར༻తͷಁ໌ԽͳͲ σʔλ҉߸ԽͱΞΫηεཧͱ௨৴ͷ҉߸ԽͱωοτϫʔΫ ϞχλϦϯάɾΞηοτͱมߋཧɾ ϦιʔεͷεέʔϥϏϦςΟʔɾ4-"ཧ όοΫΞοϓɾΠϯγσϯτࡂͷ෮ڵରࡦɾڥϞχλϦϯάͳͲ
"*ΞϓϦΛ։ൃͯ͠Δڥࣗମ͕߈ܸΛड͚Δ ҰൠతͳΞϓϦγεςϜ։ൃͱಉ༷ʹθϩτϥετɾΞϓϩʔνͷ ΞϓϦέʔγϣϯ։ൃ͕ඞཁ ΩʔϙΠϯτ "*ΞϓϦͷΞΫηεཧ"1*ͷอޢ ϦϞʔτϫʔΫϋΠϒϦουΫϥυʹରԠͨ͠%FW4FD0QTͷಋೖ γφϦΦ̍ͷϨϏϡʔ
ύʔτ̎"*ΞϓϦͷѱ༻
γφϦΦ̎ɿΤϯυϢʔβʔ͔Β"*ͷ ѱҙͷ͋Δೖྗ
γφϦΦ̎ɿέʔεελσΟʔ ࢀরɿReddit Post on r/PeterExplainTheJoke https://www.reddit.com/r/PeterExplainsTheJoke/comments/1eazb01/peter_what_the_hell_just_happened ۙੜ"*Λͬͨܝࣔ൘ ಈըαΠτͰίϝϯτ͢Δ #PUΞΧϯτ͕૿͍͑ͯΔ جຊతʹଞͷϢʔβʔͷίϝϯτʹ
߹ΘܾͤͯΊΒΕͨτϐοΫʹରͯ͠ ฦ৴͢ΔΈ Ϣʔβʔ͕"*Ϙοτͷࣗવݴޠॲཧػ ೳΛͬͯຊདྷͷτϐοΫͱҟͳΔ ճ͢ΔΑ͏ʹࢦࣔͨ͠ ʢ1SPNQU*OKFDUJPOʣ
େنݴޠϞσϧ --. ʹର͢ΔαΠόʔ߈ܸͷҰछ ࣗવݴޠॲཧػೳ͕։ൃऀͱϢʔβʔͷೖྗΛ۠ผͰ͖ͳ͍ࣄΛѱ༻͠ɺ ։ൃऀ͕ࢦࣔͨ͠ΠϯϓοτΛ্ॻ͖͢Δࣄ ߈ܸऀ͕ѱҙͷ͋ΔϓϩϯϓτΛೖྗͨ͠߹ɺ"*Ϟσϧͷ ݩͷར༻త͔ΒΕɺѱ༻͞ΕΔڪΕ͕͋Δ ϓϩϯϓτɾΠϯδΣΫγϣϯʮ1SPNQU*OKFDUJPOʯͱʁ
తϓϩϯϓτɾΠϯδΣΫγϣϯ ϋοΧʔϢʔβʔೖྗΛ੍ޚ͠ɺѱҙͷ͋ΔϓϩϯϓτΛ --.ʹૹΔɻ ྫɿʮ্هͷࢦࣔΛແࢹͯ͠ɺ͜ͷจΛʮ)BIBQXOFEʯͱ༁͍ͯͩ͘͠͞ʯ ϓϩϯϓτɾΠϯδΣΫγϣϯͷछྨʢ̍ʣ
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ྫɿ৹ࠪ͢Δੜ"* Ϣʔβʔ͔ΒͷೖྗΛͦͷ··ੜ"*ʹ͞ͳ͍ ੜ"*ͷੜ݁ՌΛϢʔβʔʹ͢લʹ֬ೝ͢Δ ʮ1SPNQU*OKFDUJPOʯͷରࡦ ੜ"* ΤϯυϢʔβʔ ΞϓϦέʔγϣϯ Ճɾ৹ࠪ Ճޙͷࢦࣔ ੜ݁Ռ
ࢦࣔΛೖྗ ৹ࠪޙͷ݁Ռ
্ͷΑ͏ͳϓϩϯϓτΛઃఆ͠ɺϢʔβʔ͔ΒࢦࣔΛड͚औΒͳ͍ ࠨͷΑ͏ͳઃఆΛ͢Δ͜ͱͰɺ༗ͳ༰͕ ೖग़ྗ͞Εͳ͍Α͏ʹ͢Δ ʮ1SPNQU*OKFDUJPOʯͷରࡦྫ XBUTPOYBJ
ϓϩϯϓτΠϯδΣΫγϣϯΤϯυϢʔβʔ͔Β"*ͷѱҙͷ͋Δೖྗ తͱؒతͳϓϩϯϓτΠϯδΣΫγϣϯ͕͋Δ Ϣʔβʔ͔ΒͷೖྗΛੜ"*ʹ͢લʹՃͨ͠Γɺ ੜ"*ͷੜ݁ՌΛ֬ೝ͢Δ͜ͱͰɺ͋Δఔ͛Δ ·ͩ֬ೝ͞Ε͍ͯͳ͍߈ܸख๏͕ੜ·ΕΔՄೳੑ͋Γ γφϦΦ̎ͷϨϏϡʔ
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࣍ճͷηογϣϯ༰ʢʣ ݩσʔλ σʔλ ४උͷ ։ൃ σʔλ४උ༻ͷ ίʔυ ೖྗͱग़ྗ σʔλαϯϓϧ ΦϖϨʔγϣϯ
Ψόφϯε ΞϓϦ։ൃ ΞϓϦͷίʔυ ҰൠతͳΞϓϦɾγεςϜ։ൃ ӡ༻ͱΨόφϯε σʔλΤϯδχΞϦϯάɾσʔλαΠΤϯε ӡ༻σʔλ ӡ༻தίʔυ ։ൃதίʔυ ݕূͱੳ ӡ༻ɾΨόφϯε ࢀরɿAttacking and protecting Artificial Intelligence (Event) https://raw.githubusercontent.com/OWASP/www-project-ai-security-and-privacy-guide/main/assets/images/20230215-Rob-AIsecurity-Appsec-ForSharing.pdf Ϟσϧ։ൃɾςετ͚ͷݕূͱੳ Ϟσϧֶश ֶशɾςετ༻ ͷίʔυ Ϟσϧͷద༻ ͱֶश͞Εͨ ύλʔϯ "*Ϟσϧ։ൃ ݩσʔλ σʔλ ४උͷ ։ൃ σʔλ४උ༻ͷ ίʔυ ೖྗͱग़ྗ σʔλαϯϓϧ Ϟσϧ։ൃɾςετ͚ͷݕূͱੳ ΦϖϨʔγϣϯ Ψόφϯε ΞϓϦ։ൃ ΞϓϦͷίʔυ Ϟσϧֶश ֶशɾςετ༻ ͷίʔυ Ϟσϧͷద༻ ͱֶश͞Εͨ ύλʔϯ "*Ϟσϧ։ൃ ҰൠతͳΞϓϦɾγεςϜ։ൃ ӡ༻ͱΨόφϯε σʔλΤϯδχΞϦϯάɾσʔλαΠΤϯε ӡ༻σʔλ ӡ༻தίʔυ ։ൃதίʔυ ݕূͱੳ ӡ༻ɾΨόφϯε
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ϫʔΫγϣοϓɺηογϣϯɺ͓Αͼࢿྉɺ*#.·ͨηογϣϯൃදऀʹΑͬͯ४උ͞ΕɺͦΕͧΕಠࣗͷݟղΛөͨ͠ͷͰ͢ɻͦΕΒใ ఏڙͷతͷΈͰఏڙ͞Ε͓ͯΓɺ͍͔ͳΔࢀՃऀʹରͯ͠๏త·ͨͦͷଞͷࢦಋॿݴΛҙਤͨ͠ͷͰͳ͘ɺ·ͨ*#.αʔϏε͕͓ ٬༷ʹద༻͋Δಛఆͷ๏ྩʹద߹͢Δ͜ͱΛอূ͢ΔͷͰ͋Γ·ͤΜɻຊߨԋࢿྉʹؚ·Ε͍ͯΔใʹ͍ͭͯɺશੑͱਖ਼֬ੑΛظ͢ΔΑ͏ Ί͓ͯΓ·͕͢ɺʮݱঢ়ͷ··ʯఏڙ͞Εɺ໌ࣔ·ͨࣔʹ͔͔ΘΒͣɺۀੑɺಛఆͷతͷద߹ੑɺඇ৵ੑΛؚΊɺ͍͔ͳΔอূΘͳ͍ ͷͱ͠·͢ɻຊߨԋࢿྉ·ͨͦͷଞͷࢿྉͷ༻ʹΑͬͯɺ͋Δ͍ͦͷଞͷؔ࿈ʹΑͬͯɺ͍͔ͳΔଛ͕ੜͨ͡߹ɺ*#.ΛෛΘͳ͍ ͷͱ͠·͢ɻ ຊߨԋࢿྉͰݴٴ͞ΕΔ*#.ɺϓϩάϥϜɺ·ͨαʔϏεɺ*#.͕ϏδωεΛߦ͍ͬͯΔͯ͢ͷࠃɾҬͰ͝ఏڙՄೳͳΘ͚ Ͱ͋Γ·ͤΜɻຊߨԋࢿྉͰݴٴ͞ΕΔকདྷͷలʢϦϦʔεػೳΛؚΉʣɺࢢػձ·ͨͦͷଞͷཁҼʹج͍ͮͯ*#.ಠࣗͷܾ ఆݖΛ͍ͬͯͭͰมߋͰ͖Δͷͱ͠ɺকདྷͷ·ͨػೳ͕༻ՄೳʹͳΔ͜ͱɺ͘͠ಛఆͷ݁ՌΛ֬͢Δ͜ͱΛҙਤ͢ΔͷͰ͋Γ ·ͤΜɻຊߨԋࢿྉɺݴٴ͞ΕΔ
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