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GKEを活用した、社内生成AI基盤の利用ログ対応 / Support for in-house...
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ワンキャリアTech
August 26, 2025
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GKEを活用した、社内生成AI基盤の利用ログ対応 / Support for in-house generated AI infrastructure usage logs using GKE
AI Opsチームのマネージャーの高根沢が、「Google Cloud Next Tokyo '25」G-gen様のブースにて登壇した際の資料となります。
ワンキャリアTech
August 26, 2025
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Transcript
GKEΛ׆༻ͨ͠ɺࣾੜAIج൫ͷར༻ϩάରԠ 2025/08/05ɹגࣜձࣾϫϯΩϟϦΞ ߴࠜ ޫี
Career झຯ ͻͱ͜ͱ ONE CAREER Inc . ࣗݾհ Copyright ©
ONE CAREER Inc. All Rights Reserved. 2 σʔλνʔϜϚωʔδϟʔ ੜAIਪਐ୲ 2023 ϫϯΩϟϦΞʹ৽ଔೖࣾ͠ɺ৽نࣄۀͷ্ཱͪ͛ AIϓϩμΫτʮबτϨʯͷ։ൃऀͳͲΛ୲ ։ൃɺήʔϜ(Apex)ɺϒϨʔυαʔόʔӡ༻(12U, 272T 1.23TB RAM) ͻΒ͢Βίʔυॻ͘ͷ͕େ͖ͳਓؒͰ͢ ࠷ۙ22k contrib in a year ୡ͠·ͨ͠ ߴࠜ ޫี
࣍ Copyright © ONE CAREER Inc. All Rights Reserved. 3
• ϫϯΩϟϦΞʹ͍ͭͯ • ͡Ίʹ • ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
࣍ Copyright © ONE CAREER Inc. All Rights Reserved. 4
• ϫϯΩϟϦΞʹ͍ͭͯ • ͡Ίʹ • ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
Copyright © ONE CAREER Inc. All Rights Reserved. MISSION 1.
DX:اۀ׆ಈʹσʔλͱσδλϧٕज़Λ׆༻͢Δ͜ͱͰɺϏδωεϞσϧۀɺαʔϏεͳͲΛมֵ͠ɺڝ૪্ͷ༏ҐੑΛཱ֬͢Δ͜ͱ ਓͷ͚ͩɺ ΩϟϦΞΛͭ͘Δɻ ࢲͨͪϫϯΩϟϦΞʮਓͷ͚ͩɺΩϟϦΞΛͭ͘ΔɻʯΛϛογϣϯʹܝ͛ɺ ݸਓɾاۀ͕ࣄબͼʹؔ͢Δ͋ΒΏΔσʔλΛར༻Ͱ͖ΔϓϥοτϑΥʔϜͱͯ͠3ͭͷαʔϏεΛల։͓ͯ͠Γ·͢ɻ - ब׆ࢧԉ/৽ଔ࠾༻αʔϏεʮϫϯΩϟϦΞʯ - స৬ࢧԉαʔϏε/த్࠾༻αʔϏεʮϫϯΩϟϦΞస৬ʯ ଟ͘ͷਓʹͱͬͯࣄਓੜͰ࠷࣌ؒΛࢿ͢ΔରͰ͋ΔʹؔΘΒͣɺ ࣄબͼʹؔͯ͠ҙࢥܾఆͷج४ͱͳΔΑ͏ͳσʔλ͕গͳ͘ɺ͍·ͩʹब৬͔ͯ͠Βޙչ͢Δਓ͕ޙΛઈͨͳ͍ঢ়گͰ͢ɻ ࢲͨͪɺͯ͢ͷݸਓͷΩϟϦΞʹ͖߹͍ɺΩϟϦΞσʔλΛूΊɺଟ༷Խ͢Δੈͷதʹ͓͍ͯࣄબͼͱ࠾༻׆ಈΛΞοϓσʔτ͍͖ͯ͠·͢ɻ
Copyright © ONE CAREER Inc. All Rights Reserved. ࣄۀ༰ ϫϯΩϟϦΞɺࣄબͼʹؔ͢Δ͋ΒΏΔσʔλΛऩू͠ɺͯ͢ͷεςʔΫϗϧμʔ͕σʔλΛར༻Ͱ͖Δ
ϓϥοτϑΥʔϜΛͭ͘Δ͜ͱͰɺະདྷʹΘͨͬͯਓʑ͕ଟ༷ͳಇ͖ํΛଚॏͰ͖ΔࣾձΛਪਐɻ ΩϟϦΞϓϥοτϑΥʔϜ 6
Copyright © ONE CAREER Inc. All Rights Reserved. ࣄۀ༰ 7
͜Ε·ͰՄࢹԽ͞Ε͍ͯͳ͔ͬͨʮΩϟϦΞσʔλ1ʯΛऩूɾ׆༻͠ɺब৬ɾ࠾༻ͷҙࢥܾఆΛαϙʔτɻ αʔϏεҰཡ 7 7 1. த్࠾༻ͷސ٬͚αʔϏεਓࡐհɺϝσΟΞαʔϏεΛఏڙɻ
࣍ Copyright © ONE CAREER Inc. All Rights Reserved. 8
• ϫϯΩϟϦΞʹ͍ͭͯ • ͡Ίʹ • ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
Copyright © ONE CAREER Inc. All Rights Reserved. ੜAI׆༻ͷ՝Λߟ͑Δ 9
9
Copyright © ONE CAREER Inc. All Rights Reserved. ੜAI׆༻ΛਐΊΔ্Ͱɺ͝ͱʹղܾ͖͢՝͕ͨ͘͞Μ͋Δ... 10
AIπʔϧબఆ ϦʔΨϧ AIར༻ϩάͷܭଌ AIεΩϧਓࡐҭ ۀϑϩʔվֵ ηΩϡϦςΟ ͡Ίʹ
Copyright © ONE CAREER Inc. All Rights Reserved. ࠓճʮAIར༻ϩάͷܭଌʯʹண 11
AIπʔϧબఆ ϦʔΨϧ AIར༻ϩάͷܭଌ AIεΩϧਓࡐҭ ۀϑϩʔվֵ ηΩϡϦςΟ ͡Ίʹ
Copyright © ONE CAREER Inc. All Rights Reserved. 12 ϫϯΩϟϦΞʹ͓͚Δଌఆঢ়گʹ͍ͭͯ
ຊͷΰʔϧ ཁ݅ʹԠͯ͡࠷దͳϩάอଘํ๏ΛબΔΑ͏ʹͳΔ Google CloudͷVertex AIΛ׆༻ͨ͠ ར༻ϩάͷ༷ʑͳܭଌํ๏Λཧղ͢Δ ϩάܭଌʹ͓͚ΔฐࣾͷࢼߦࡨޡͷաఔΛհͭͭ͠ ҎԼͷΑ͏ͳϙΠϯτΛ࣋ͪؼ͍͚ͬͯͨͩΔʹͰ͖Εͱߟ͍͑ͯ·͢ʂ
࣍ Copyright © ONE CAREER Inc. All Rights Reserved. 13
• ϫϯΩϟϦΞʹ͍ͭͯ • ͡Ίʹ • ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
Copyright © ONE CAREER Inc. All Rights Reserved. 14 ϫϯΩϟϦΞʹ͓͚ΔAIར༻ϩάͷܭଌ
AIͷར༻ϩάΛه͢ΔతओʹҎԼͷ2ͭ AIͷೖྗใͷهɾ ສ͕Ұɺར༻͍ͯ͠ΔAIαʔϏεͰ ݸਓใ͕࿙Ӯͨ͠߹ʹ ࿙Ӯͨ͠༰ΛಛఆɾͰ͖ΔΑ͏ʹ͢ΔͨΊ AI׆༻ͷՄࢹԽ͢Δ͜ͱͰ AIΛ͍͍ͯ͠ΔνʔϜਓΛݟ͚ͭ ࣾͰͷϢʔεέʔεͷల։ҭʹཱͯΔͨΊ ࣾͷAI׆༻ͷՄࢹԽ ෦ॺA ෦ॺB ෦ॺC AI ݸਓใ ಛఆɾ
Copyright © ONE CAREER Inc. All Rights Reserved. AIͷར༻ϩάΛه͢Δࡍͷ՝ 15
ϫϯΩϟϦΞʹ͓͚ΔAI׆༻ঢ়گͷܭଌ ࣾͷੜAIج൫Ͱ NextChat1Dify2ͱ͍ͬͨOSSΛಋೖ ্ه2ͷϓϩάϥϜΛվम͢Δʹ ലେͳࢿίετ͕ൃੜ ʢॳҰ෦ͦͷӡ༻Λ͍ͯͨ͠ʣ OSSଟ͕͘جຊϢʔβʔ͝ͱͷ ར༻ϩά༻ྔͷهػೳΛඋ͍͑ͯͳ͍ ʴ ՃͰࣾΞΫηε੍ݶΛ͢Δඞཁ͕͋Δ 1. NextChatɹެࣜαΠτɿ https://docs.nextchat.dev/ GitHubɿ https://github.com/ChatGPTNextWeb/NextChat 2. DifyɹެࣜαΠτ (ຊޠ)ɿ https://dify.ai/jp GitHubɿ https://github.com/langgenius/dify
Copyright © ONE CAREER Inc. All Rights Reserved. AIͷར༻ϩάΛه͢Δࡍͷ՝ 16
ϫϯΩϟϦΞʹ͓͚ΔAI׆༻ঢ়گͷܭଌ ࣾͷੜAIج൫Ͱ NextChatDifyͱ͍ͬͨOSSΛಋೖ ্ه2ͷϓϩάϥϜΛվम͢Δʹ ലେͳࢿίετ͕ൃੜ ʢॳҰ෦ͦͷӡ༻Λ͍ͯͨ͠ʣ OSSଟ͕͘جຊϢʔβʔ͝ͱͷ ར༻ϩά༻ྔͷهػೳΛඋ͍͑ͯͳ͍ ʴ ՃͰࣾΞΫηε੍ݶΛ͢Δඞཁ͕͋Δ ࠓճɺϓϩάϥϛϯάվमΛҰೖΕͣʹ OSSΛ҆৺͔ͭϩάهͰ͖Δج൫Λߟ͑ͨͷͰ͝հ
Copyright © ONE CAREER Inc. All Rights Reserved. ࢀߟɿϓϩάϥϛϯάվमΛ͍ͯͨ͠ॳͷӡ༻ 17
OSSΛGoogle Workspaceͷ2ஈ֊ೝূͰ͖ΔΑ͏ʹҰ෦վम͠ɺ҆શʹࣾར༻Ͱ͖ΔΑ͏ʹ ͨͩ͠Upstreamͷಉظ࡞ۀͳͲͰലେͳίετ͕ൃੜʢ߹ܭɿ200࣌ؒʣ ϫϯΩϟϦΞʹ͓͚ΔAI׆༻ঢ়گͷܭଌ GWS 2ஈ֊ೝূΛՃ ಠࣗվमʢ2ஈ֊ೝূʣҎ߱ͷΞοϓσʔτ࡞ۀ͕େมʹ
࣍ Copyright © ONE CAREER Inc. All Rights Reserved. 18
• ϫϯΩϟϦΞʹ͍ͭͯ • ͡Ίʹ • ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
Copyright © ONE CAREER Inc. All Rights Reserved. ࢼͨ͠ରԠࡦҰཡ 19
ݕ౼ͨ͠ιϦϡʔγϣϯ Google Cloud Audit Logs ͷಋೖ Request Response Logging ͷಋೖ GKE / IAP / OpenrestyΛ׆༻ͨ͠ ࠪϩάମ੍ͷಋೖ 1 2 3 ୭͕ɾԿͷϞσϧΛ ͔ͬͨΘ͔Δ ͲΜͳσʔλΛ ೖྗ͔ͨ͠Θ͔Βͳ͍ ͲΜͳೖྗɾग़ྗ͕ ߹͔͙ͬͨ͢Θ͔Δ ୭͕ೖྗ͔ͨ͠ Θ͔Βͳ͍ ୭͕ɾͲΜͳσʔλΛ ೖྗΛͨ͠ͷ͔Θ͔Δ ઃఆ͕1ͱ2ʹ ൺෳࡶ
Copyright © ONE CAREER Inc. All Rights Reserved. 20 ઃఆํ๏ɿGoogle
Cloudͷࠪϩά͔ΒઃఆՄೳ ϩάอଘॴ ɿCloud Loggingʹอ࣋͞ΕΔ ಛɿࠓճհ͢Δํ๏ͷதͰҰ൪؆୯ʹʮ୭͕ͲͷAIϞσϧΛԿճར༻͔ͨ͠ʯͷใ͕औΕΔ ݕ౼ͨ͠ιϦϡʔγϣϯ ᶃ Google Cloud Audit Logs ͷಋೖ ࠪϩάͷը໘
Copyright © ONE CAREER Inc. All Rights Reserved. อଘ͞ΕΔใͷৄࡉ ɾVertex
AI্Ͱͷૢ࡞هશͯه͞ΕΔ ɾModel Garden্Ͱɺ୭͕ԿͷAIϞσϧΛ͔ͬͨͲ͏͔Θ͔Δ → ͨͩ͠ɺΠϯϓοτ͞ΕͨϓϩϯϓτใͳͲҰه͞Εͳ͍ 21 ݕ౼ͨ͠ιϦϡʔγϣϯ ᶃ Google Cloud Audit Logs ͷಋೖ
Copyright © ONE CAREER Inc. All Rights Reserved. ઃఆํ๏ɿGoogle APIʹAPIϦΫΤετʢೝূGoogle
Cloudඪ४ΞΫηετʔΫϯʣ ϩάอଘॴ ɿBigQueryʹอ࣋͞ΕΔ ಛɿϞσϧɾϦʔδϣϯ͝ͱʹઃఆ͢Δඞཁ͕͋ΓগʑେมɻରԠϞσϧModel GardenͷGeminiͱClaude ᶄ Request Response Logging ͷಋೖʢpre-GAʣ 22 ݕ౼ͨ͠ιϦϡʔγϣϯ
Copyright © ONE CAREER Inc. All Rights Reserved. อଘ͞ΕΔใͷৄࡉ ɾϞσϧͷೖྗʢϓϩϯϓτʣɾग़ྗه͞ΕΔ
ɾModel Garden্ͰɺԿͷAIϞσϧʹͲΜͳใ͕ೖྗ͞Εͨɺग़ྗ͔ͨ͠Ͳ͏͔Θ͔Δ → ͨͩ͠ɺ୭͕͜ͷೖྗΛߦ͔ͬͨͳͲҰه͞Εͳ͍ 23 ݕ౼ͨ͠ιϦϡʔγϣϯ ᶄ Request Response Logging ͷಋೖʢpre-GAʣ
Copyright © ONE CAREER Inc. All Rights Reserved. ᶅ GKE
/ IAP / OpenrestyΛ׆༻ͨࠪ͠ϩάମ੍ͷಋೖ 24 ݕ౼ͨ͠ιϦϡʔγϣϯ Openresty (K8s Service) Identity-Aware Proxy(IAP) Dify ᶃΞϓϦʹ ΞΫηε ᶄຊਓ֬ೝ ʢGoogleϩάΠϯʣ ᶆ ϦΫΤετΛ AIΞϓϦ ᶇ Ϩεϙϯε Cloud Logging ᶈ هͨ͠ϩάΛ Cloud Loggingʹग़ྗ ࣾϢʔβʔ ᶅ ೝূ͞Εͨ ϢʔβʔใΛ ϦΫΤετʹ༩ ᶇ Ϩεϙϯε
Copyright © ONE CAREER Inc. All Rights Reserved. ࢀߟɿࠪϩάମ੍ͷҰ࿈ͷྲྀΕΛࣔͨ͠γʔέϯεਤ 25
ݕ౼ͨ͠ιϦϡʔγϣϯ
Copyright © ONE CAREER Inc. All Rights Reserved. ᶅ GKE
/ IAP / OpenrestyΛ׆༻ͨࠪ͠ϩάମ੍ͷಋೖ 26 ݕ౼ͨ͠ιϦϡʔγϣϯ Openresty (K8s Service) Dify ᶃΞϓϦʹ ΞΫηε ᶄຊਓ֬ೝ ʢGoogleϩάΠϯʣ ᶆ ϩάΛه͠ͳ͕Β ϦΫΤετΛதܧ͠ AIΞϓϦ ᶈϨεϙϯε Cloud Logging ᶇ هͨ͠ϩάΛ Cloud Loggingʹग़ྗ ࣾϢʔβʔ ᶅ ೝূ͞Εͨ ϢʔβʔใΛ ϦΫΤετʹ༩ Identity- Aware Proxy(IAP) ·ͣɺIdentity-Aware ProxyʢIAPʣपลʹ͍ͭͯ
Copyright © ONE CAREER Inc. All Rights Reserved. ઃఆରɿHTTPSϩʔυόϥϯαͰϗετ͞Ε͍ͯΔαʔϏε͕ରʢGKE /
App Engine / Compute Engineʣ Ͱ͖Δ͜ͱɿ ɾಛఆυϝΠϯΞΧϯτͷGoogle WorkspaceΞΧϯτͰೝূ͠ͳ͍ͱΞΫηεͰ͖ͳ͍ϖʔδʹߏՄೳ ɾೝূͨ͠ࡍʹ୭͕ೝূ͍ͯ͠Δ͔ɺx-goog-iap-jwt-assertionϔομʔΛ༩ͯ͘͠ΕΔ Identity-Aware ProxyʢIAPʣ 27 ݕ౼ͨ͠ιϦϡʔγϣϯ
Copyright © ONE CAREER Inc. All Rights Reserved. 28 ݕ౼ͨ͠ιϦϡʔγϣϯ
IAPΛ༗ޮʹ͢Δ͜ͱͰͷมԽ ༗ޮલͷϦΫΤετܦ࿏ɿLB → Service→ Pod ༗ޮޙͷϦΫΤετͷܦ࿏ɿLB → IAP → Service→ Pod ɾIAPͰରυϝΠϯͰೝূ͠ͳ͍ͱɺServiceϨΠϠʔ·Ͱ௨৴͕ಧ͔ͳ͍Α͏ʹͰ͖Δ1 ɾ͜ͷࡍʹɺServiceʹಧ͘ϦΫΤετʹ x-goog-iap-jwt-assertionϔομʔ͕༩͞ΕΔ2 ※1 ※2
Copyright © ONE CAREER Inc. All Rights Reserved. ᶅ GKE
/ IAP / OpenrestyΛ׆༻ͨࠪ͠ϩάମ੍ͷಋೖ 29 ݕ౼ͨ͠ιϦϡʔγϣϯ Dify ᶃΞϓϦʹ ΞΫηε ᶄຊਓ֬ೝ ʢGoogleϩάΠϯʣ ᶆ ϩάΛه͠ͳ͕Β ϦΫΤετΛதܧ͠ AIΞϓϦ ᶈϨεϙϯε Cloud Logging ᶇ هͨ͠ϩάΛ Cloud Loggingʹग़ྗ ࣾϢʔβʔ ᶅ ೝূ͞Εͨ ϢʔβʔใΛ ϦΫΤετʹ༩ Identity-Aware Proxy(IAP) Openresty (K8s Service) ࣍ʹOpenrestyʹ͍ͭͯ
Copyright © ONE CAREER Inc. All Rights Reserved. ೖखॴɿDockerHubͰDockerImage͕͞Ε͍ͯΔ σϓϩΠઌɿGKE
Ͱ͖Δ͜ͱɿ ɾNginxʹLua͕౷߹͞ΕͨΞϓϦέʔγϣϯج൫ɻ(Nginx + Lua֦ு͕࠷ॳ͔Βೖ͍ͬͯΔͷͰָ) ɾLuaεΫϦϓτͰಧ͍ͨϦΫΤετʹରͯ͠ಈతॲཧΛ͚Ճ͑Δ͜ͱ͕Ͱ͖ΔʢࠓճJWTσίʔυʣ ɾLuaͰॻ͚ΔϛυϧΣΞͱ͍ͬͨܗɻͪΐͬͱͨ͠ॲཧΛ͚Ճ͑ͨΓɺ ɹΞϓϦέʔγϣϯαʔόʔʹґଘͤͣʹϩάΛॻ͖ग़͢͜ͱ͕Մೳɻ Openresty(K8s Service) 30 ݕ౼ͨ͠ιϦϡʔγϣϯ
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อଘ͞ΕΔใͷৄࡉɿ ɾJWTͰσίʔυ͢ΔͱɺEmailͰϝʔϧΞυϨε͕औಘͰ͖ ɹ୭͕ૹͬͨϦΫΤετͳͷ͔ಛఆ͢Δ͜ͱ͕Ͱ͖Δ ɾLuaίʔυ্ͰJWTͷσίʔυॲཧͱϩάग़ྗॲཧΛՃ͠ɺ ɹߏԽ͞ΕͨJSONܗࣜͰCloud Loggingૹ৴Մೳ ݕ౼ͨ͠ιϦϡʔγϣϯ
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ʢOSSଆͷվमҰൃੜ͠ͳ͍ʂʣ ϩάग़ྗ 32 ݕ౼ͨ͠ιϦϡʔγϣϯ
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• ϫϯΩϟϦΞʹ͍ͭͯ • ͡Ίʹ • ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
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ޮՌ ్தݕূͨ͠Request Response LoggingΛͬͯɺ ੜAIͷར༻༻్ΛੳɾAIΛͬͨݮޮՌͷଌఆʹ׆༻ Cloud LoggingͷϩάੳػೳͰར༻ঢ়گՄࢹԽͳͲʹ׆༻ → ࣾͷӅΕͨAI׆༻ਓࡐͷൃݟʹͭͳ͕Δ ୭͕ͲΜͳೖྗΛͨ͠ͷ͔ɺOSSίʔυʹҰखΛՃ͑ͣʹϩά͕औΕΔΑ͏ʹ ʢอकӡ༻ίετָ͕ɺԠ༻ޮ͘ʣ200͕࣌ؒ10࣌ؒະຬʹ
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ޮՌ Ͱ͖Δ͜ͱɿ ɾCloud Loggingʹཷ·ͬͨϩάΛBigQueryͰ ॲཧͰ͖Δ ɾϩάόέοτΛม͢Δॲཧ͕ඞཁ ɾίετBigQueryͰॲཧͨ͠σʔλྔͷΈ ׆༻ࣄྫɿ ɾજࡏతʹར༻͍ͯ͠ΔϔϏʔϢʔβʔΛಛఆ ͠ɺAIࢪࡦʹר͖ࠐΉ͜ͱͰɺߋͳΔࣾੜ AI׆༻ʹߩݙɻ
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• ϫϯΩϟϦΞʹ͍ͭͯ • ͡Ίʹ • ࣾʹ͓͚ΔAIར༻ϩάͷܭଌͷ՝ • ݕ౼ɾ࣮ࢪͨ͠ιϦϡʔγϣϯ • ޮՌ • ࠷ޙʹ
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Ұॹʹ࠷దͳํ๏ͰϩάهڥΛരͰ࡞Γ·͠ΐ͏ʂ 37 ࠷ޙʹ
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ڵຯͷ͋Δํͥͻʂ 38
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hiring! 39 40
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