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 NJO
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ӡ༻ऀͨͪͷ--. --.ʹΑΔӡ༻ɺෆ౎߹ͳਅ࣮ 

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໨࣍ w "CPVU
TIBLF ޿ࠂ
w --.ʹΑΔӡ༻ɺෆ౎߹ͳਅ࣮
w "*0QT
ʹ͍ͭͯ
w --.ͱ޲͖߹͍ͬͯ͘

w ֤ྖҬʹ͓͍ͯ--.ͷ׆༻͢Δҝʹ
w ·ͱΊ 

"CPVU
TIBLF ޿ࠂ 

"CPVU
TIBLF  IUUQTKPCTTIBLFDPN w.JTTJPO
w ΠϯϑϥΛγϯϓϧʹͯ͠Πϊϕʔγϣϯ͕ى͜Γ΍͍͢ੈքΛ࡞Δ
w 7JTJPO
w ࿑ۤʢ5PJMʣΛແ͘͢αʔϏεΛదਖ਼ͳՁ֨Ͱఏڙ͠ଓ͚Δ 

4SFBLF
43&ʢ43&૯߹ࢧԉαʔϏεʣ 43&ͷ֓೦ʹج͖ͮӡ༻վળɺϓϥοτϑΥʔϜ੔උɺΤϯδχΞϦϯάࣗ૸ɾ಺੡ԽΛࢧԉ  IUUQTTSFBLFDPN 

4SFBLF
43&ʢ43&૯߹ࢧԉαʔϏεʣ  IUUQTTSFBLFDPN ͦΕҎ֎ʹ΋43&Λத৺ʹ༷ʑͳࢧԉΛߦ͓ͬͯΓ·͢ 

4SFBLF
43&ʢ43&૯߹ࢧԉαʔϏεʣ  IUUQTTSFBLFDPN ͨͩ͠ɺ߃ٱతʹ4SFBLF͕͓٬༷ͷνʔϜΛࢧԉ͠ଓ͚ΔͷͰ͸ͳ͘ɺকདྷ తʹ43&ͷࢥ૝Λϕʔεʹͨ͠γεςϜӡӦͷ࣮ફɾվળΛ͓٬༷ࣗ਎͕ओಋ ͯ͠ߦ͍͚ͬͯΔঢ়ଶΛ໨ࢦ͍ͯ͠·͢ɻ͜ΕΛࣗ૸ɾ಺੡ԽͱݺΜͰ͍·͢ɻ ಺੡ԽΛݟਾ͑ͨޮՌతͳSREࢧԉͷΞϓϩʔν / SRE support approach
 https://speakerdeck.com/kojake_300/sre-next-2024-nei-zhi-hua-wojian-ju-etaxiao-guo-de-nasrezhi-yuan-noapuroti 

--.ʹΑΔӡ༻ɺෆ౎߹ͳਅ࣮ 

खಈ࡞ۀͷ՝୊ͱࣗಈԽͷՄೳੑ wαʔϏεӡ༻ʹ͸खಈͰ໘౗ͳ࡞ۀ͕ཁٻ͞ΕΔ
w ྫͱͯ͠͸43&ͰݴΘΕΔτΠϧ͕͋ΔɻτΠϧͱ͸ɺαʔϏεΛಈ࡞ ͤ͞Δ͜ͱʹؔ܎͢Δ࡞ۀͰɺख࡞ۀͰ܁Γฦ͠ߦΘΕɺࣗಈԽ͢Δ͜ ͱ͕ՄೳͰ͋Γɺઓज़తͰ௕ظతͳՁ஋Λ࣋ͨͣɺ࡞ۀྔ͕αʔϏεͷ ੒௕ʹൺྫ͢Δͱ͍ͬͨ܏޲Λ࣋ͭ΋ͷͰ͢ɻ͔͠͠ɺαʔϏεӡ༻ʹ ΑΔ࡞ۀ͸ͦΕ͚ͩͰ͸͋Γ·ͤΜɻ  ӡ༻࡞ۀ 

αʔϏεӡ༻ʹ͓͚Δೝ஌࡞ۀͷ՝୊ wαʔϏεӡ༻ʹ͸จ຺͕ෳࡶ͔ͭߴ౓ͳೝ஌࡞ۀ͕ඞཁ
w ݱ୅ͷαʔϏεӡ༻͸ɺଟ༷ͳ*5؀ڥΛ؅ཧ͠ͳ͕ΒɺৗʹมԽ͢Δٕ ज़΍ηΩϡϦςΟڴҖɺϢʔβʔཁٻʹରԠ͢Δඞཁ͕͋ΓɺͦΕʹ͸ ෳࡶͳγεςϜ؀ڥͷཧղɺಈతͳঢ়گ΁ͷదԠྗɺͦͯ͠ΤϯυϢʔ βʔͷߴ඼࣭αʔϏεཁٻʹԠ͑ΔͨΊͷਂ͍ಎ࡯ͱෳࡶͳೝ஌࡞ۀ͕ ٻΊΒΕ·͢ɻ͜ΕΒ͸طଘͷํ๏Ͱ͸ࣗಈԽͮ͠Β͔ͬͨΓ΋͢Δɻ
w ͔͠͠ɺ--.ͷݴޠཧղͱੜ੒ೳྗ͸ӡ༻λεΫͷࣗಈԽΛՄೳʹ͢Δ  ෳࡶͰ๲େͳ
ӡ༻࡞ۀ ΤϯυϢʔβʔͷཁٻ ಈతͳঢ়گ ෳࡶͳγεςϜ؀ڥ ೝ஌ͷࣗಈԽ ೝ஌࡞ۀ 

ӡ༻ऀ͕֤ྖҬͰ௚໘͢Δ--.ͷ׆༻ wΠϯγσϯτରԠͱ໰୊ղܾ
w --.͸աڈͷΠϯγσϯτϨϙʔτ΍ٕज़จॻΛֶश͠ɺྨࣅࣄྫͷਝ଎ͳಛఆ΍ղܾࡦͷఏҊΛߦ͏͜ ͱ͕Ͱ͖·͢ɻ͜ΕʹΑΓɺӡ༻ऀͷ໰୊ղܾೳྗ͕ڧԽ͞Εɺμ΢ϯλΠϜͷ࡟ݮʹͭͳ͕Γ·͢ɻ
wυΩϡϝϯςʔγϣϯͱ஌ࣝ؅ཧ
w --.Λ׆༻͢Δ͜ͱͰɺٕज़จॻͷ࡞੒΍ߋ৽ɺ2"γεςϜͷߏங͕ޮ཰Խ͞Ε·͢ɻ͜ΕʹΑΓɺ νʔϜશମͷ஌ࣝڞ༗͕ଅਐ͞Εɺ৽ਓΦϯϘʔσΟϯά΋༰қʹͳΓ·͢ɻ
wίʔυ෼ੳͱϦϑΝΫλϦϯά
w
--.͸ίʔυͷ඼࣭෼ੳ΍ϕετϓϥΫςΟεͷఏҊΛߦ͏͜ͱ͕Ͱ͖·͢ɻӡ༻ऀ͸͜ΕΛ׆༻ͯ͠γ εςϜͷอकੑͱޮ཰ੑΛ޲্ͤ͞Δ͜ͱ͕Ͱ͖·͢ɻ
wࣗવݴޠʹΑΔΫΤϦͱ෼ੳ
w --.Λհͯࣗ͠વݴޠͰσʔλϕʔε΍ϩάϑΝΠϧʹΫΤϦΛߦ͏͜ͱ͕ՄೳʹͳΓ·͢ɻ͜ΕʹΑ Γɺٕज़తͳ஌͕ࣝݶΒΕ͍ͯΔӡ༻ऀͰ΋ෳࡶͳσʔλ෼ੳ͕ՄೳʹͳΓ·͢ɻ
wΧελϚʔαϙʔτͷڧԽ
w --.Λ׆༻ͨ͠νϟοτϘοτ΍αϙʔτγεςϜʹΑΓɺҰ࣍ରԠͷࣗಈԽͱ඼࣭޲্͕࣮ݱ͠·͢ɻ ӡ༻ऀ͸ෳࡶͳ໰୊ʹूத͢Δ͜ͱ͕Ͱ͖ɺϢʔβʔຬ଍౓ͷ޲্ʹͭͳ͕Γ·͢ɻ
wηΩϡϦςΟ෼ੳͱڴҖݕग़
w --.͸ηΩϡϦςΟϩά΍ڴҖΠϯςϦδΣϯεΛ෼ੳ͠ɺҟৗΛݕग़ͨ͠Γɺ৽ͨͳڴҖύλʔϯΛࣝ ผͨ͠Γ͢Δ͜ͱ͕Ͱ͖·͢ɻӡ༻ऀ͸͜ΕΛ׆༻ͯ͠ɺϓϩΞΫςΟϒͳηΩϡϦςΟରࡦΛߨ͡Δ͜ ͱ͕Ͱ͖·͢ɻ
w༧ଌతϝϯςφϯε
w --.͸༷ʑͳσʔλιʔεΛ౷߹ɾ෼ੳ͠ɺγεςϜো֐΍ੑೳ௿ԼΛ༧ଌ͢Δ͜ͱ͕Ͱ͖·͢ɻӡ༻ऀ ͸͜ͷ৘ใΛجʹɺࣄલʹରࡦΛߨ͡Δ͜ͱ͕ՄೳʹͳΓ·͢ɻ  ίʔυ෼ੳ υΩϡϝϯςʔγϣϯ ΠϯγσϯτରԠ ༧ଌతϝϯςφϯε ηΩϡϦςΟ෼ੳ ΧελϚʔαϙʔτ ࣗવݴޠʹΑΔΫΤϦ ͍Ζ͍Ζͱ΍ΕΔ͜ͱ͋ΔΒ͍͕͠
࣮ࡍʹऔΓೖΕํ͕෼͔Βͳ͍😭
·ͨɺਫ਼౓͕ඞཁͳ΄Ͳग़ͳ͍ʜ 

ӡ༻ऀ͕֤ྖҬͰ௚໘͢Δ--.ͷ׆༻  ίʔυ෼ੳ υΩϡϝϯςʔγϣϯ ΠϯγσϯτରԠ ༧ଌతϝϯςφϯε ηΩϡϦςΟ෼ੳ ΧελϚʔαϙʔτ ࣗવݴޠʹΑΔΫΤϦ l--.
GPS
43&lͷੈք୳ࡧ
IUUQTCMPHZVVLJPFOUSZUIFXPSMEPGMMNTSF --.ͷ0Zʹ৮ΕΔ
IUUQTTQFBLFSEFDLDPNBCOPVNBSVTIBLFTSFUFDIUBMLOVNCFSMMNOPPZOJIPOHSFSV ͓͢͢Ίࢀߟࢿྉ 

"*0QT
ʹ͍ͭͯ 

"*0QT
"SUJGJDJBM
*OUFMMJHFODF
GPS
*5
0QFSBUJPOT ͱ͸ʁ w"*0QT͸ɺαʔϏεӡ༻Λվળ͢ΔςΫϊϩδʔ
w "*0QTͱ͸ɺ೥ʹ(BSUOFS͕ఏএͨ֓͠೦Ͱɺ"*ΛαʔϏεӡ༻ʹ׆༻͢ΔऔΓ૊Έ ͷ૯শͰ͢ɻ͜ͷख๏͸ɺେྔͷσʔλɺػցֶशɺઌਐతͳ෼ੳΛ༻͍ͯɺϞχλϦϯάɺ ࣗಈԽɺαʔϏεσεΫͳͲͷαʔϏεӡ༻ΛڧԽ͠·͢ɻ"*0QTͷಛ௃͸ɺ༧ଌతɺύʔ ιφϥΠζ͞Εͨɺಈతͳಎ࡯Λఏڙ͢Δ͜ͱʹ͋Γɺ͜ΕʹΑΓෳࡶͳೝ஌࡞ۀΛࢧԉ ͠ɺ*5αʔϏεͷӡ༻Λվળ͢Δ͜ͱ͕Ͱ͖·͢ɻ
w ຊߨԋͰ͸ɺ"*0QTͷߟ͑ํΛิॿઢͱͭͭ͠ɺӡ༻ऀ͕֤ྖҬͰ௚໘͢Δ--.ʢେن໛ݴ ޠϞσϧʣͷ׆༻ʹ͍ͭͯ΋ٞ࿦͠·͢ɻ  IUUQTCMPHTHBSUOFSDPNBOESFXMFSOFSBJPQTQMBUGPSNT "*0QT
1MBUGPSNT
ӡ༻࡞ۀ ख࡞ۀ΍ෳࡶͳೝ஌࡞ۀ͔Βղ์͞Εɺӡ༻ऀ͸αʔϏεվળ΍Ձ஋૑ग़ʹ஫ྗͰ͖Δ 

"*0QT
"SDIJUFDUVSF
 0CTFSWF .POJUPSJOH &/("(& "OBMZUJDT "$5 "VUPNBUJPO w"*0QTͷཁૉͱͦͷ࣮ફతద༻
w "*0QTγεςϜ͸ओʹɺ؂ࢹɺ෼ੳɺࣗಈԽͷͭͷྖҬ͔Βߏ੒͞Ε͍ͯ·͢ɻ"*0QTͷΞʔ ΩςΫνϟ͸ɺ͜ΕΒͭͷྖҬؒͷγʔϜϨεͳ౷߹Λ࣮ݱ͢Δٕज़ͱख๏Λఏڙ͢Δ͜ͱͰɺ "*0QTͷ࣮૷Λ໨ࢦ͠·͢ɻ(BSUOFS͕ఆٛ͢Δ*5ӡ༻όϦϡʔνΣʔϯͷͭͷίΞαʔϏε ʹ͓͚Δ֤ϓϩηεͱػೳʹରͯ͠ɺ"*0QTϓϥοτϑΥʔϜͷద༻Մೳੑ͕ࣔ͞Ε͍ͯ·͢ɻ w ΠϕϯτɺϝτϦΫεɺτϨʔγϯά
w աڈσʔλ෼ੳ
w ҟৗݕग़
w ύϑΥʔϚϯε෼ੳ
w ૬ؔؔ܎ͱจ຺Խ w ো֐ରԠɺґଘؔ܎ɺมߋ
w λεΫࣗಈԽ
w มߋϦεΫ෼ੳ
w ύϑΥʔϚϯε෼ੳ
w ,OPXMFEHF؅ཧ w 4DSJQUT
w 3VOCPPL
w "3" (FO0QT
MFBSOJOH
GSPN
UIF
XPSME
PG
NJDSPTFSWJDFT
BOE
USBEJUJPOBM
%FW0QT IUUQTDMPVEHPPHMFDPNCMPHQSPEVDUTEFWPQTTSFHFOPQTMFBSOJOHTGSPNNJDSPTFSWJDFTBOEUSBEJUJPOBMEFWPQT IMFO .-0QTͷ֓೦Λ--.ͷӡ༻ʹదԠͤͨ͞ʮ(FO0QTʯͱ͍͏৽͍͠Ξϓϩʔν͕ొ৔͍ͯ͠Δɻ
(FO0QT͸ɺੜ੒"*ΞϓϦέʔγϣϯͷಛ༗ͷཁ݅ʹରԠ͢ΔͨΊͷӡ༻ϑϨʔϜϫʔΫΛఏڙ͢Δɻ ؔ܎ͳ͍࿩ 

"*0QT
ʹ͸ৗʹ෼ੳͱϑΟʔυόοΫͷϑΣʔζ͕͋Δ  0CTFSWF .POJUPSJOH &/("(& "OBMZUJDT "$5 "VUPNBUJPO "*0QTͷ֩৺͸ɺܧଓతͳ෼ੳͱϑΟʔυόοΫͷαΠΫϧʹ͋Γ·͢ɻ
͜ͷαΠΫϧʹ--.Λ૊ΈࠐΉ͜ͱͰɺαʔϏεӡ༻ͷޮ཰ͱ࣭Λେ෯ʹ޲্ͤ͞Δ͜ͱ͕Ͱ͖·͢ɻ
ຊདྷͰ͋Ε͹ɺ͜ΕΒΛ࣠ʹӡ༻࣌ʹ--.ͱͲͷΑ͏ʹ޲͖߹͏΂͖͔ʹ͍ͭͯ΋ਂ͘ߟ࡯͢΂͖Ͱ͕͢ɺ
ࠓճ͸ͦͷৄࡉͳٞ࿦͸ׂѪͯ͠ࢥߟͷϑϨʔϜϫʔΫͱͯ͠ͷ"*0QTʹͷΈݴٴ͠·͢ɻ "*0QTͷ֤ྖҬʹ͓͍ͯ--.ʢେن໛ݴޠϞσϧʣΛޮՌతʹ׆༻͢ΔͨΊͷ۩ମతͳϓϩϯ ϓτͷઃܭͱ࢖༻ํ๏ʹয఺Λ౰ͯ·͢ɻద੾ͳϓϩϯϓτΛ༻͍Δ͜ͱͰɺ--.ͷೳྗΛ࠷େ ݶʹҾ͖ग़͠ɺαʔϏεӡ༻ͷ༷ʑͳଆ໘ΛڧԽͰ͖·͢ɻ 

"$5 "VUPNBUJPO
ʹؔ͢Δ໰୊ wେن໛ݴޠϞσϧ͸ݬ֮ΛݟΔ
w େن໛ͳݴޠϞσϧ͸ɺҰݟͯ͠க໋తͱ΋͍͑Δ໰୊Λ๊͍͑ͯ· ͢ɻͦΕ͸ɺ࣮ࡏ͠ͳ͍৘ใΛੜΈग़͢͜ͱ͕͋Δͱ͍͏͜ͱͰ͢ɻઐ ໳Ոͨͪ͸͜ͷݱ৅Λʮݬ֮ʢIBMMVDJOBUJPOʣʯͱݺΜͰ͍·͢ɻਓ ͕ؒݬ֮ΛݟΔΑ͏ʹɺଘࡏ͠ͳ͍΋ͷΛݱ࣮ͷ΋ͷͷΑ͏ʹඳ͖ग़͢ ͜ͱ͔Βɺ͜ͷ໊લ໊͕෇͚ΒΕ·ͨ͠ɻ͞Βʹਂࠁͳͷ͸ɺ͜ΕΒͷ ݬ֮ʹΑͬͯੜ੒͞Εͨෆਖ਼֬ͳ৘ใ͕ɺઐ໳Ո΍Ұൠͷਓʑʹͱͬͯ ΋ฆΒΘ͘͠ɺਅ࣮ͱݟ෼͚͕͔ͭͳ͍͜ͱ͕͋Δͱ͍͏ࣄ࣮Ͱ͢ɻ
w·ͩɺ࣮ߦೳྗͷܽ೗͓ͤͯ͘͞
w େن໛ݴޠϞσϧΛར༻ͨ͠γεςϜ͸ݬ֮ΛجʹॲཧΛ࣮ߦͯ͠͠· ͏Մೳੑ͕ৗʹ͋ΔͨΊɺݱஈ֊Ͱ͸௚઀తͳ࣮ߦೳྗʢ&YFDVUJPOػ ೳʣΛ੍ݶ͓ͯ͘͠ඞཁ͕͋Γ·͢ɻ͜ΕʹΑΓɺγεςϜ͕ҙਤ͠ͳ ͍ঢ়ଶʹͳͬͨ৔߹ʹ͸ɺࣗಈతʹ෮چ͢Δ͜ͱ͸Ͱ͖·ͤΜ͕ɺ҆શ ੑͷ֬อɺ৴པੑͷҡ࣋ɺਓؒͷ؂ಜͷॏཁੑɺͦͯ͠๏తɾྙཧత഑ ྀͷόϥϯεΛऔΔ͜ͱ͕Ͱ͖·͢ɻ  IUUQTXXXJXBOBNJDPKQCPPLCIUNM େن໛ݴޠϞσϧ͸৽ͨͳ஌ೳ͔ "VUPNBUJPO
3FDPNNFOEBUJPO "VUPNBUJPO
&YFDVUJPO ٙ͏͜ͱ͸ݱ୅ࣾձʹඞཁͰਖ਼౰ͳඒಙ 

͓͢͢Ίࢀߟࢿྉ w "*0QTͷͭͷ࢝Ίํ
 ଴ͬͯ͸͍͚ͳ͍
 খ࢝͘͞ΊΔ
 ࣗ෼ࣗ਎͕੒௕͢Δ
 ࣗ༝ʹ࣮ݧ͍ͯͩ͘͠͞
 *5෦໳ͷ֞ࠜΛӽ͑ͯਓࡐΛٻΊɺ׆༻
 ඪ४Խ
 ຊ֨ಋೖΛݟਾ͑ͯߟ͑Δ  IUUQTTQFBLFSEFDLDPNZVVLJUTSFOFYU IUUQTXXXHBSUOFSDPNTNBSUFSXJUIHBSUOFSIPXUPHFUTUBSUFEXJUIBJPQT "*0QTͱ43&ʹ͍ͭͯݟࣄʹ੔ཧ͞Ε͍ͯΔ IUUQTCMPHZVVLJPFOUSZUIFXPSMEPGMMNTSF --.ͱӡ༻ͷੈքʹͲͷΑ͏ͳݚڀ͕͋Δ͔੔ཧ͞Ε͍ͯΔ 

--.ͱ޲͖߹͍ͬͯ͘ 

׬ᘳ͞ΛٻΊͣʹ w"*ͷ׬શੑͷܽ೗ͱͦͷཧղ
w େن໛ͳݴޠϞσϧʹΑΔ"*͸ɺ͞·͟·ͳঢ়گͰ໾ཱ͕ͭɺͦΕ͸ܾͯ͠׬શͰ͸ͳ͍ ͠ɺաͪ΋൜͢ଘࡏͰ͢ɻਓؒͱ͸ҟͳΔࢥߟύλʔϯΛ࣋ͪɺجຊతͳৗࣝ΍ྙཧ؍ʹ ͚ܽΔ͜ͱ΋͋Γ·͢ɻ
w෇͖߹͍ํʹΫηͷ͋Δڠྗऀͱͯ͠ͷ"*ͱͷίϛϡχέʔγϣϯ
w ෇͖߹͍ํʹΫηͷ͋Δڠྗऀͱͯ͠ͷ"*ͱͷίϛϡχέʔγϣϯͰ͸ɺ"*ͷಛੑΛཧղ ͠ɺ໌֬ͳࢦࣔΛ৺͕͚ɺ೜଱ڧ͘ର࿩ΛॏͶɺ༧ظͤ͵ఏҊʹ΋ॊೈʹରԠͭͭ͠ɺৗ ʹ݁ՌΛۛຯ͢Δ͜ͱ͕ॏཁͰ͢ɻ͜ΕʹΑΓɺ"*ͷಠಛͳ௕ॴΛ׆͔͠ͳ͕ΒɺޮՌత ͳڠྗؔ܎Λங͘͜ͱ͕Ͱ͖ΔͰ͠ΐ͏ɻ  ӡ༻࡞ۀ ઐ໳஌ࣝ ௕೥ͷצ ݬ֮ 

എܠΛ஌Βͳ͍ͷͰࡉ෦·Ͱ͸ڭ͑ͯ͘Εͳ͍ w ໰୊ཧղͷϓϩηε
w ࣦഊͨ͠ࣄ৅Λৄࡉʹ෼ੳ͠ɺͦͷഎܠʹ͋Δ໰୊Λਂ͘ཧղ͢Δ
w ද໘తͳ঱ঢ়͚ͩͰͳ͘ɺࠜຊతͳݪҼΛಛఆ͢Δ͜ͱΛ໨ࢦ͢
w ԾઆཱҊ
w ໰୊ͷݪҼʹؔ͢Δෳ਺ͷԾઆΛཱͯΔ
w ֤Ծઆͷଥ౰ੑΛධՁ͠ɺ༏ઌॱҐΛ͚ͭΔ
w ݕূͷ܁Γฦ͠
w ཱͯͨԾઆΛ࣮ࡍͷσʔλ΍࣮ݧΛ௨ͯ͡ݕূ͢Δ
w ݕূ݁Ռʹج͍ͮͯԾઆΛमਖ਼͠ɺ࠶౓ݕূ͢ΔαΠΫϧΛ܁Γฦ͢  ೥ͩͱ
·͔ͩͳΓۤखͳҹ৅ ٯʹӡ༻΍Ծઆ͕े෼ʹݴޠԽ͞Ε͍ͯͯ
ͦΕΛϫϯϥΠφʔʹ͢Δͱ͔͸͔ͳΓಘҙʜ 

ಓ۩ͱͯ͠ͷେن໛ݴޠϞσϧ wඞཁͳڑ཭ײ
w ৘ใ͕ඞཁͳͱ͖ɺ·ͣ͸ͦͷಉ྅ʹ࿩Λฉ͘͜ͱ͔Β࢝Ί·͢ɻ൴͸ੈքͷ৘ใʹ ਫ਼௨͓ͯ͠Γɺ޿ൣͰਂ͍஌ࣝΛ͍࣋ͬͯΔͷͰɺͲΜͳ࿩୊Ͱ΋औΓ૊Ή͜ͱ͕Ͱ ͖·͢ɻ͔͠͠ͳ͕Βɺ࣌ંେ͖ͳޡղΛੜ͡Δ͜ͱ΋͋Γ·͢ɻ
w৘ใͷධՁͱݕূ
w ͦͷಉ྅͕ѱҙΛ͍࣋ͬͯΔΘ͚Ͱ͸ͳ͍ͷ͸ཧղ͍ͯ͠·͕͢ɺ൴ͷ࿩͢͜ͱΛӏ ವΈʹ͢ΔͷͰ͸ͳ͘ɺҰఆͷڑ཭Λอͪͳ͕Βɺͦͷ৘ใΛѻ͏ඞཁ͕͋Γ·͢ɻ ͦͯ͠ɺ൴ͷ࿩ͨ͠৘ใΛجʹɺߋʹଟ͘ͷূڌΛूΊͯ৘ใͷݕূΛߦ͏͜ͱ͕ॏ ཁͰ͢ɻ  ӡ༻࡞ۀ ઐ໳஌ࣝ ௕೥ͷצ ݸੑతͳಉ྅ͱ͍͏දݱ͸ͬ͘͠Γ͘Δ͚Ͳඍົͦ͏ʜ
ࢦఠ͕ೖͬͨΒ΍ΊΔ ݬ֮ 

֤ྖҬʹ͓͍ͯ--.ͷ׆༻͢Δҝʹ 

ੜ੒"*Λࣦ๬ͷ୩ʹಥ͖མͱͨ͠ਓ͸୭͔ʁ  --.͸ສೳͷئ๬ػͰ͸ͳ͍ͷͰਖ਼͘͠࢖͏ํ๏͕͋Δ • ྫɿʮѱ͍ϓϩϯϓτྫɿγεςϜো֐Λ෼ੳͤΑʯˠʮྑ͍ϓϩϯϓτྫɿ௚ۙ࣌ؒͷϩάσʔλΛ෼ੳ͠ɺ$16࢖༻཰͕Λ௒͑ͨظؒͱؔ࿈͢ΔϓϩηεΛಛఆͤΑʯ ͪΐͬͱ৮ͬͯΈͯɺ͍͢͝ͱࢥͬͨ ͚Ͳɺ͋·Γ࣮༻ੑΛײ͡ΒΕͳ͘ ͯɺࠓ͸ͨ·ʹ࢖͏͘Β͍Ͱ͢Ͷʔ ੜ੒AIΛ࢖ͬͯɺ ࣗ෼͕ૂ͍ͬͯΔਫ਼౓ͷ੒Ռ඼Λग़͢ͷ͕೉͍͠͠ɺ ϓϩϯϓτΛߟ͑Δͷ͕໘౗ IUUQTXXXEJHJUBMHPKQOFXTDFDCBBGGCDF पғͷঢ়گʹؔ͢Δ৘ใΛ·ͱΊΔ͜ͱ ͙ͬͱਫ਼౓্͕͕Δ ΊͪΌͪ͘Όʹ๫ྗతʹ·ͱΊΔͱ ෼͔ͬͨΑ͏ͳإ͠ͳ͕Β ݬ໓ظͱ͔ݴͬͯΔΘ 

ϓϩϯϓτΤϯδχΞϦϯάೖ໳ wϓϩϯϓτͷͭͷݪଇ
 ํ޲ੑΛ༩͑Δʢ(JWF
%JSFDUJPOʣ
w ۩ମతͳࢦࣔ΍໨తΛ໌֬ʹࣔ͢
 ϑΥʔϚοτΛࢦఆ͢Δʢ4QFDJGZ
'PSNBUʣ
w ๬·͍͠ग़ྗܗࣜΛ໌֬ʹఆٛ͢Δ
 ྫΛఏڙ͢Δʢ1SPWJEF
&YBNQMFTʣ
w ظ଴͢Δग़ྗͷ۩ମྫΛࣔ͢
 ඼࣭ΛධՁ͢Δʢ&WBMVBUF
2VBMJUZʣ
w ੜ੒͞Εͨ݁Ռͷ඼࣭Λଌఆɾվળ͢Δํ๏Λ૊ΈࠐΉ
 ࡞ۀΛ෼ׂ͢Δʢ%JWJEF
-BCPSʣ
w ෳࡶͳλεΫΛখ͞ͳஈ֊ʹ෼ׂ͢Δ  ଞʹ΋ϓϩϯϓτʹؔ͢ΔυΩϡϝϯτ͸ͨ͘͞Μ͋Δ
$IBU(15
1SPNQU
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IUUQTXXXQSPNQUJOHHVJEFBJNPEFMTDIBUHQU
IUUQTXXXQSPNQUJOHHVJEFBJNPEFMTDMBVEF
1SPNQU
FOHJOFFSJOH
PWFSWJFX
IUUQTEPDTBOUISPQJDDPNFOEPDTCVJMEXJUI DMBVEFQSPNQUFOHJOFFSJOHPWFSWJFX "*0QTͷͲ͜ͷྖҬΛ
--.Ͱ΍Δ͔ʹ͍ͭͯߟ͑Δͱ
ϓϩϯϓτΛ࡞Δ࣌ͷิॿઢʹͳΔ ྫͱͯ͠ΠϯγσϯτରԠ΁ͷద༻ΛऔΓ্͛·͢ ࡉ͔͍ςΫχοΫ͸ׂѪ ͜ͷͭΛ཈͓͚͑ͯͩ͘Ͱ΋ҧ͏ͷͰʜ 

ϓϩϯϓτͷͭͷݪଇɿΠϯγσϯτରԠ΁ͷద༻ 
ํ޲ੑΛ༩͑Δʢ(JWF
%JSFDUJPOʣ
ྫɿʮҎԼͷΠϯγσϯτใࠂΛ෼ੳ͠ɺࠜຊݪҼͱਪ঑͞ΕΔରࡦΛಛ ఆ͍ͯͩ͘͠͞ɻʯ
w ໌֬ͳࢦࣔʹΑΓɺ--.ͷয఺ΛߜΔ
w ΠϯγσϯτରԠͷ۩ମతͳ໨ඪΛઃఆ  

ϓϩϯϓτͷͭͷݪଇɿΠϯγσϯτରԠ΁ͷద༻ 
ϑΥʔϚοτΛࢦఆ͢Δʢ4QFDJGZ
'PSNBUʣ
ྫɿճ౴͸ҎԼͷܗࣜͰఏڙ͍ͯͩ͘͠͞ɿ
ɹɹɹ
Πϯγσϯτͷ֓ཁ










ࠜຊݪҼ෼ੳ










ਪ঑͞ΕΔରࡦʢ୹ظతɾ௕ظతʣ










࠶ൃ๷ࢭࡦ
w ໌֬ͳࢦࣔʹΑΓɺ--.ͷয఺ΛߜΔ
w ΠϯγσϯτରԠͷ۩ମతͳ໨ඪΛઃఆ  

ϓϩϯϓτͷͭͷݪଇɿΠϯγσϯτରԠ΁ͷద༻ 
ྫΛఏڙ͢Δʢ1SPWJEF
&YBNQMFTʣ
ྫɿҎԼ͸ྑ͍ճ౴ͷྫͰ͢ɿ






ɹɹ֓ཁɿσʔλϕʔε઀ଓΤϥʔʹΑΔαʔϏεఀࢭ






ɹɹࠜຊݪҼɿ઀ଓϓʔϧͷઃఆϛε






ɹɹରࡦɿ୹ظʣ઀ଓϓʔϧઃఆͷमਖ਼ɺ௕ظʣෛՙςετͷ࣮ࢪ






ɹɹ࠶ൃ๷ࢭɿఆظతͳઃఆϨϏϡʔɺϞχλϦϯάͷڧԽ
w --.ʹظ଴͢Δग़ྗͷΠϝʔδΛ໌֬ʹ఻͑Δ
w ճ౴ͷ඼࣭ͱؔ࿈ੑΛ޲্ͤ͞Δ
 

ϓϩϯϓτͷͭͷݪଇɿΠϯγσϯτରԠ΁ͷద༻ 
඼࣭ΛධՁ͢Δʢ&WBMVBUF
2VBMJUZʣ
ྫɿճ౴ͷ඼࣭ΛͰࣗݾධՁ͠ɺͦͷཧ༝Λઆ໌͍ͯͩ͘͠͞ɻ
ɹ

Ͱ͸ɺ͜ͷग़ྗΛ఺ͱ͠·͢ɻ͜ΕΛ఺ͱͨ࣌͠ʹ఺ͱ͸
ɹɹͲͷΑ͏ͳ΋ͷͰ͔͢ʁ
w --.ʹࣗݾධՁΛଅ͠ɺ඼࣭޲্ΛਤΔ
w ਓؒͷϨϏϡʔΞʔͷ൑அج४ͱͳΔ৘ใΛఏڙ
 

ϓϩϯϓτͷͭͷݪଇɿΠϯγσϯτରԠ΁ͷద༻ 
࡞ۀΛ෼ׂ͢Δʢ%JWJEF
-BCPSʣ
ྫɿҎԼͷखॱͰ෼ੳΛߦ͍ͬͯͩ͘͞ɿ
 Πϯγσϯτϩάͷཁ໿
 ӨڹΛड͚ͨγεςϜίϯϙʔωϯτͷಛఆ
 λΠϜϥΠϯͷ࡞੒
 ࠜຊݪҼͷ෼ੳ
 ରࡦͷఏҊ
w ෳࡶͳΠϯγσϯτ෼ੳΛ؅ཧՄೳͳखॱʹ෼ׂ
w ֤εςοϓͰͷਫ਼౓޲্ͱɺશମతͳ෼ੳͷ࣭ͷվળ  

ଞʹ΋͋ΔϓϩϯϓτςΫχοΫू w1SPNQU
FOHJOFFSJOH
w IUUQTQMBUGPSNPQFOBJDPNEPDTHVJEFTQSPNQU FOHJOFFSJOH
w1SPNQU
FOHJOFFSJOH
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w IUUQTEPDTBOUISPQJDDPNFOEPDTCVJMEXJUIDMBVEFQSPNQU FOHJOFFSJOHPWFSWJFX  ۩ମྫ΋هࡌ͞Ε͓ͯΓɺൺֱత࢖͍΍͍͢ܗʹ·ͱ·͍ͬͯΔͷͰɺ
Α͚Ε͹ࢀߟʹ͍ͯͩ͘͠͞ɻ
ࡉ͔͍ςΫχοΫ͸ͦͷ࣌ͱ৔߹ͰมΘΔͷͰ஌͓ͬͯ͘ͷ͕େࣄ 

ϓϩϯϓτͷͭͷݪଇ·ͱΊ wݪଇͷීวੑ
w ΠϯγσϯτରԠͰݟͨΑ͏ʹɺϓϩϯϓτͷͭͷݪଇ͸ӡ༻ͷଞͷྖҬͰ΋ ಉ༷ʹద༻Ͱ͖·͢ɻ
w ํ޲ੑΛ༩͑Δʢ(JWF
%JSFDUJPOʣ
w ϑΥʔϚοτΛࢦఆ͢Δʢ4QFDJGZ
'PSNBUʣ
w ྫΛఏڙ͢Δʢ1SPWJEF
&YBNQMFTʣ
w ඼࣭ΛධՁ͢Δʢ&WBMVBUF
2VBMJUZʣ
w ࡞ۀΛ෼ׂ͢Δʢ%JWJEF
-BCPSʣ
w ద༻ͷϙΠϯτ
w ֤ྖҬͷಛੑΛཧղ͠ɺݪଇΛॊೈʹద༻͢Δ
w ۩ମతͳΰʔϧ΍ظ଴͢Δग़ྗΛ໌֬ʹ͢Δ
w पғͷঢ়گʹؔ͢Δ৘ใΛ·ͱΊΔ͜ͱɺྖҬݻ༗ͷઐ໳༻ޠ΍֓೦Λϓϩϯϓτʹ૊ΈࠐΉ
w 3"(΍ϑΝΠϯνϡʔχϯάͳͲͷ͍͔ͭ͘ͷٕज़͕͋Δ͕ࠓޙධՁͯ͠·ͨɺൃද͍ͨ͠  

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w"*࣌୅ʹ޲͚ͨΫϥ΢υʹ͓͚Δ৴པੑΤϯδχΞϦϯάͷະདྷߏ૝

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w IUUQTBN[OUP/R*2H  

ࢀߟࢿྉ w*5ΤϯδχΞͷͨΊͷϓϩϯϓτΤϯδχΞϦϯά
w IUUQT[FOOEFWZPOFLVCPCPPLTDFCGEE
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