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LLMエージェント時代に適応した開発フロー
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Yuya Hirayama
August 25, 2025
Technology
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LLMエージェント時代に適応した開発フロー
実例から学ぶ!モバイルアプリ開発における「AIの使いどころ」
https://findy.connpass.com/event/363471/
Yuya Hirayama
August 25, 2025
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Transcript
LLMΤʔδΣϯτ࣌ʹదԠͨ͠ ։ൃϑϩʔ ࣮ྫ͔ΒֶͿʂϞόΠϧΞϓϦ։ൃʹ͓͚ΔʮAIͷ͍Ͳ͜Ζʯ 2025/08/25 hiragram 1
• @hiragram • akippaגࣜձࣾ Developer Experience Team ΤϯδχΞ • iOSΞϓϦ։ൃऀ
• Claude Max $200 • $ npx ccusage hiragram 2
(ͨͿΜ)͞ͳ͍͜ͱ • ΊͬͪΌiOSͬΆ͍ (ͪΐͬͱ͋Δ) • ΊͬͪΌClaude CodeͬΆ͍ (ͪΐͬͱ͋Δ) hiragram 3
(લஔ͖) LLMΤʔδΣϯτʹΑͬͯ ιϑτΣΞ։ൃ͕ Ͳ͏มΘͬͨͷ͔ hiragram 4
• ։ൃఔͷҰ෦͚͕ͩڧʹՃ͞Εͨ • Ճ͞Εͨͷ • ٕज़ௐࠪ/ػೳՃ/υΩϡϝϯτඋ • ॻ͔Εͨίʔυ͕ෛ࠴ʹͳΔ·Ͱͷ࣌ؒ • Ճ͞Ε͍ͯͳ͍ͷ
• ਓ͕ؒखͰΔ࡞ۀͯ͢ • ϘτϧωοΫ͕ੜ·Ε͘͢ͳͬͨ hiragram 5
• ͢ΔͱΞϓϦ։ൃͲ͏ͳΔʁ • ਓؒͷੑೳ͕ϘτϧωοΫʹͳΔ͜ͱͰ٧·Δͷ • ཁ݅ఆٛɺίʔυϨϏϡʔɺಈ࡞ςετɺ … • ʮٸʹνʔϜͷதͰҰ൪ೳྗ͍ਓʹͳΔʯਏ͍ hiragram
6
• ϘτϧωοΫʹͳΒͳ͍Α͏։ൃϑϩʔΛվળ͠ଓ͚Δ͜ͱ ͕ɺLLMΤʔδΣϯτ࣌ͷਓؒͷίϛοτϝϯτ • Δ͖͜ͱΛͪΌΜͱ͍ͬͯΔ͔Ͳ͏͔͕ɺඈ༂͢Δ͔͢ ͙ഁ໓͢Δ͔Λ͚Δ • ϢχοτςετՄೳͳઃܭɺVRTɺਅ໘ͳίʔυϨϏϡ ʔɺखΦϖͷࣗಈԽ hiragram
7
LLMΤʔδΣϯτ࣌ʹదԠ͢Δ ։ൃϑϩʔͷߏங hiragram 8
• ϲ݄લʹ࢝Ίͨݸਓ։ൃͷϓϩδΣΫτͰɺLLMΤʔδΣ ϯτΛϑϧ׆༻͢Δ͜ͱΛେલఏͱ͠·ͨ͠ɻ • LLMΤʔδΣϯτʹͱͬͯಇ͖͍͢ڥΛ͑ΔͱͲ͏ͳΔ ͷ͔ʁͱ͍͏࣮ݧΛ݉Ͷ͍ͯ·͢ɻ • ͜ͷϓϩδΣΫτͰͷಛతͳ෦Λհ͠·͢ɻ hiragram 9
hiragram 10
ϞϊϨϙ • ϝϦοτ • LLMΤʔδΣϯτ͕ͯ͢ͷίʔυʹউखʹΞΫηεͰ͖ͯɺࣗੑ͕ߴ·Δ • CIͷઃఆ͕1ϦϙδτϦͰࡁΉͷͰɺϝϯςφϯείετ͕͍ • σϝϦοτ •
ࠓͷ࣌Ͱײ͡Δ͜ͱͳ͍ • ྫ͑Android൛ɺWeb൛ɺͱߏཁૉ͕૿͍͑ͯͬͨΓɺ։ൃʹؔΘΔਓؒͷ͕૿͑ͨ Γ͢Δͱͳʹ͔ݦࡏԽ͢Δ͔ • ݸਓ։ൃͳͷͰ໘ແࢹͰ͖ͦ͏ hiragram 11
hiragram 12
OpenAPIυϦϒϯͳ։ൃ • ඞཁͳίʔυyaml͔Βੜ͢Δ͜ͱͰɺʮOpenAPIυΩϡϝϯτ ͱ࣮ৗʹҰக͍ͯ͠Δʯͱ͍͏͜ͱ͕୲อͰ͖Δ • LLMΤʔδΣϯτ͕APIΛΓ͍ͨͱ͖ɺ࣮ΛؤுͬͯಡΉඞཁ͕ ͳ͘ɺׂ͞ΕͨyamlΛಡΉ͚ͩͰΑ͘ͳΔ • λεΫ͕େنʹͳͬͯ͘ΔͱΞϓϦଆ͚ͩͯ͠ཧπʔϧଆΛ ΕΔɺΈ͍ͨͳ͜ͱى͜ΔͷͰɺίʔυੜ+CIͰඞͣؾ͚Δ
Α͏ʹ͍ͯ͠Δ hiragram 13
hiragram 14
αϒΤʔδΣϯτ • Claude CodeͷαϒΤʔδΣϯτΛϑϧ׆༻ • ϝΠϯ͔ΒαϒͷΤʔδΣϯτʹλεΫ͕͞Εͨͱ͖ɺϝΠ ϯͷίϯςΩετ͕αϒͷλεΫʹΑͬͯѹഭ͞Εͳ͍ • ͳΜ͔ਓ͕͍ͬͺ͍͍ΔΈ͍ͨͰָ͍͠ hiragram
15
hiragram 16
hiragram 17
GitHub Ac*onsͱSelf hosted runner • Claude Code͕claude-code-ac,onͱͯ͠ɺGitHub Ac,ons্Ͱ ؾܰʹݺͼग़ͤΔΑ͏ʹͳͬͨ •
ߋʹɺClaude MaxϓϥϯͰఆֹར༻Ͱ͖ΔΑ͏ʹͳͬͨ hiragram 18
• ͨͩ͠ɺGitHub Ac+onsͷίετ͔͔Δ • ʮࡶʹλεΫΛ༩͑ͯɺؾʹೖΒͳ͔ͬͨΒࣺͯͯΓͤ͞Ε ͍͍ʯͱ͍͏ϝϯλϧϞσϧͱ૬ੑ͕ѱ͍ • ߋʹGitHub hosted runnerͷmacOSΠϯελϯεߴ͍
• LinuxΠϯελϯεͷ10ഒʂ • ࣗͷmacͰSelf hosted runnerΛߏங͢Δ͜ͱͰͦͷίετ͕0ʹͳΔ • ਅͷୟ͖์CIڥClaudeΛ֫ಘ hiragram 19
·ͱΊ • ͍ΖΜͳ͜ͱ͕രͰൃੜ͢ΔΑ͏ʹͳͬͨ • രʹͳΒͳ͍͜ͱΛͲ͏͢Δ͔ߟ͑ଓ͚Δඞཁ͕͋Δ • Ұ൪ݴ͍͍ͨ͜ͱʮΔ͖͜ͱΛਅ໘ʹίπίπΔ͜ ͱ͕ͯ͢ͷ໌҉Λ͚Δʯͱ͍͏͜ͱͰ͢ʂʂʂʂʂ • ͍ͬ͠ΐʹ࣌ʹ͕͠Έ͍͍͖ͭͯ·͠ΐ͏
hiragram 20
͓ΘΓ hiragram 21