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LLMエージェント時代に適応した開発フロー

Avatar for Yuya Hirayama 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/

Avatar for Yuya Hirayama

Yuya Hirayama

August 25, 2025
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Transcript

  1. LLMΤʔδΣϯτ࣌୅ʹదԠͨ͠ ։ൃϑϩʔ ࣮ྫ͔ΒֶͿʂϞόΠϧΞϓϦ։ൃʹ͓͚ΔʮAIͷ࢖͍Ͳ͜Ζʯ 2025/08/25 hiragram 1

  2. • @hiragram • akippaגࣜձࣾ Developer Experience Team ΤϯδχΞ • iOSΞϓϦ։ൃऀ

    • Claude Max $200 • $ npx ccusage hiragram 2

  3. (ͨͿΜ)࿩͞ͳ͍͜ͱ • ΊͬͪΌiOSͬΆ͍࿩ (ͪΐͬͱ͋Δ) • ΊͬͪΌClaude CodeͬΆ͍࿩ (ͪΐͬͱ͋Δ) hiragram 3

  4. (લஔ͖) LLMΤʔδΣϯτʹΑͬͯ ιϑτ΢ΣΞ։ൃ͕ Ͳ͏มΘͬͨͷ͔ hiragram 4

  5. • ։ൃ޻ఔͷҰ෦͚͕ͩڧ྽ʹՃ଎͞Εͨ • Ճ଎͞Εͨ΋ͷ • ٕज़ௐࠪ/ػೳ௥Ճ/υΩϡϝϯτ੔උ • ॻ͔Εͨίʔυ͕ෛ࠴ʹͳΔ·Ͱͷ࣌ؒ • Ճ଎͞Ε͍ͯͳ͍΋ͷ

    • ਓ͕ؒखͰ΍Δ࡞ۀ͢΂ͯ • ϘτϧωοΫ͕ੜ·Ε΍͘͢ͳͬͨ hiragram 5

  6. • ͢ΔͱΞϓϦ։ൃ͸Ͳ͏ͳΔʁ • ਓؒͷੑೳ͕ϘτϧωοΫʹͳΔ͜ͱͰ٧·Δ΋ͷ • ཁ݅ఆٛɺίʔυϨϏϡʔɺಈ࡞ςετɺ … • ʮٸʹνʔϜͷதͰҰ൪ೳྗ௿͍ਓʹͳΔʯਏ͍ hiragram

    6

  7. • ϘτϧωοΫʹͳΒͳ͍Α͏։ൃϑϩʔΛվળ͠ଓ͚Δ͜ͱ ͕ɺLLMΤʔδΣϯτ࣌୅ͷਓؒͷίϛοτϝϯτ • ΍Δ΂͖͜ͱΛͪΌΜͱ΍͍ͬͯΔ͔Ͳ͏͔͕ɺඈ༂͢Δ͔͢ ͙ഁ໓͢Δ͔Λ෼͚Δ • ϢχοτςετՄೳͳઃܭɺVRTɺਅ໘໨ͳίʔυϨϏϡ ʔɺखΦϖͷࣗಈԽ hiragram

    7

  8. LLMΤʔδΣϯτ࣌୅ʹదԠ͢Δ ։ൃϑϩʔͷߏங hiragram 8

  9. • ਺ϲ݄લʹ࢝Ίͨݸਓ։ൃͷϓϩδΣΫτͰ͸ɺLLMΤʔδΣ ϯτΛϑϧ׆༻͢Δ͜ͱΛେલఏͱ͠·ͨ͠ɻ • LLMΤʔδΣϯτʹͱͬͯಇ͖΍͍͢؀ڥΛ੔͑ΔͱͲ͏ͳΔ ͷ͔ʁͱ͍͏࣮ݧΛ݉Ͷ͍ͯ·͢ɻ • ͜ͷϓϩδΣΫτͰͷಛ௃తͳ෦෼Λ঺հ͠·͢ɻ hiragram 9

  10. hiragram 10

  11. ϞϊϨϙ • ϝϦοτ • LLMΤʔδΣϯτ͕͢΂ͯͷίʔυʹউखʹΞΫηεͰ͖ͯɺࣗ཯ੑ͕ߴ·Δ • CIͷઃఆ͕1ϦϙδτϦ෼ͰࡁΉͷͰɺϝϯςφϯείετ͕௿͍ • σϝϦοτ •

    ࠓͷ࣌఺Ͱײ͡Δ͜ͱ͸ͳ͍ • ྫ͑͹Android൛ɺWeb൛ɺͱߏ੒ཁૉ͕૿͍͑ͯͬͨΓɺ։ൃʹؔΘΔਓؒͷ਺͕૿͑ͨ Γ͢Δͱͳʹ͔ݦࡏԽ͢Δ͔΋ • ݸਓ։ൃͳͷͰ౰໘ແࢹͰ͖ͦ͏ hiragram 11

  12. hiragram 12

  13. OpenAPIυϦϒϯͳ։ൃ • ඞཁͳίʔυ͸yaml͔Βੜ੒͢Δ͜ͱͰɺʮOpenAPIυΩϡϝϯτ ͱ࣮૷͸ৗʹҰக͍ͯ͠Δʯͱ͍͏͜ͱ͕୲อͰ͖Δ • LLMΤʔδΣϯτ͕APIΛ஌Γ͍ͨͱ͖ɺ࣮૷ΛؤுͬͯಡΉඞཁ͕ ͳ͘ɺ෼ׂ͞ΕͨyamlΛಡΉ͚ͩͰΑ͘ͳΔ • λεΫ͕େن໛ʹͳͬͯ͘ΔͱΞϓϦଆ͚ͩ௚ͯ͠؅ཧπʔϧଆΛ ๨ΕΔɺΈ͍ͨͳ͜ͱ͸ى͜ΔͷͰɺίʔυੜ੒+CIͰඞͣؾ෇͚Δ

    Α͏ʹ͍ͯ͠Δ hiragram 13

  14. hiragram 14

  15. αϒΤʔδΣϯτ • Claude CodeͷαϒΤʔδΣϯτΛϑϧ׆༻ • ϝΠϯ͔ΒαϒͷΤʔδΣϯτʹλεΫ͕౉͞Εͨͱ͖ɺϝΠ ϯͷίϯςΩετ͕αϒͷλεΫʹΑͬͯѹഭ͞Εͳ͍ • ͳΜ͔ਓ͕͍ͬͺ͍͍ΔΈ͍ͨͰָ͍͠ hiragram

    15

  16. hiragram 16

  17. hiragram 17

  18. GitHub Ac*onsͱSelf hosted runner • Claude Code͕claude-code-ac,onͱͯ͠ɺGitHub Ac,ons্Ͱ ؾܰʹݺͼग़ͤΔΑ͏ʹͳͬͨ •

    ߋʹɺClaude MaxϓϥϯͰఆֹར༻Ͱ͖ΔΑ͏ʹ΋ͳͬͨ hiragram 18

  19. • ͨͩ͠ɺGitHub Ac+onsͷίετ͸͔͔Δ • ʮࡶʹλεΫΛ༩͑ͯɺؾʹೖΒͳ͔ͬͨΒࣺͯͯ΍Γ௚ͤ͞Ε͹ ͍͍ʯͱ͍͏ϝϯλϧϞσϧͱ૬ੑ͕ѱ͍ • ߋʹGitHub hosted runnerͷmacOSΠϯελϯε͸ߴ͍

    • LinuxΠϯελϯεͷ10ഒʂ • ࣗ෼ͷmacͰSelf hosted runnerΛߏங͢Δ͜ͱͰͦͷίετ͕0ʹͳΔ • ਅͷୟ͖์୊CI؀ڥClaudeΛ֫ಘ hiragram 19

  20. ·ͱΊ • ͍ΖΜͳ͜ͱ͕ര଎Ͱൃੜ͢ΔΑ͏ʹͳͬͨ • ര଎ʹͳΒͳ͍͜ͱΛͲ͏͢Δ͔ߟ͑ଓ͚Δඞཁ͕͋Δ • Ұ൪ݴ͍͍ͨ͜ͱ͸ʮ΍Δ΂͖͜ͱΛਅ໘໨ʹίπίπ΍Δ͜ ͱ͕͢΂ͯͷ໌҉Λ෼͚Δʯͱ͍͏͜ͱͰ͢ʂʂʂʂʂ • ͍ͬ͠ΐʹ࣌୅ʹ͕͠Έ͍͍͖ͭͯ·͠ΐ͏

    hiragram 20

  21. ͓ΘΓ hiragram 21