Upgrade to Pro — share decks privately, control downloads, hide ads and more …

LLMエージェント時代に適応した開発フロー

Sponsored · Your Podcast. Everywhere. Effortlessly. Share. Educate. Inspire. Entertain. You do you. We'll handle the rest. →
Avatar for Yuya Hirayama Yuya Hirayama
August 25, 2025
Technology
2
770

 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
Tweet

More Decks by Yuya Hirayama

See All by Yuya Hirayama
VRTと真面目に向き合う
Avatar for Yuya Hirayama hiragram
1
490
Claudeをクラウド型エージェントのように使う
Avatar for Yuya Hirayama hiragram
0
210
わいわいClaude Code アイスブレイクLT iOSDC2025 Day2 アンカンファレンス
Avatar for Yuya Hirayama hiragram
0
160
Deep Dive into ~/.claude/projects
Avatar for Yuya Hirayama hiragram
14
25k
iOSアプリ開発もLLMで自動運転する
Avatar for Yuya Hirayama hiragram
7
2.9k
iOSアプリの定期リリースとその自動化@potatotips#90
Avatar for Yuya Hirayama hiragram
1
480
Xcode Cloud事例紹介
Avatar for Yuya Hirayama hiragram
1
530
iOSアプリを安全にローカライズする
Avatar for Yuya Hirayama hiragram
1
490
iPhoneXのTrueDepthカメラでVRMを動かす
Avatar for Yuya Hirayama hiragram
2
14k

Other Decks in Technology

See All in Technology
日本語テキストと音楽の対照学習の技術とその応用
Avatar for LINEヤフーTech (LY Corporation Tech) lycorptech_jp
PRO
1
230
【NGK2026S】日本株のシステムトレードに入門してみた
Avatar for 高橋かずひと kazuhitotakahashi
0
170
AI Agent Agentic Workflow の可観測性 / Observability of AI Agent Agentic Workflow
Avatar for yuzujoe yuzujoe
7
2.3k
AIとともに歩む情報セキュリティ / Information Security with AI
Avatar for Hokuto Hoshi kanny
4
2.3k
3分でわかる！新機能 AWS Transform custom
Avatar for sato4mi sato4mi
1
220
ゼロから始めたFindy初のモバイルアプリ開発
Avatar for Takahiro Kato grandbig
2
290
SMTP完全に理解した ✉️
Avatar for yamatai12 yamatai1212
0
110
toCプロダクトにおけるAI機能開発のしくじりと学び / ai-product-failures-and-learnings
Avatar for rince rince
3
1.6k
GCASアップデート（202510-202601）
Avatar for 高橋広和 techniczna
0
110
AWS Devops Agent ~ 自動調査とSlack統合をやってみた！ ~
Avatar for Kubo kubomasataka
2
220
Claude in Chromeで始める自律的フロントエンド開発
Avatar for morimorikochan diggymo
1
270
SwiftDataを覗き見る
Avatar for akidon0000 akidon0000
0
310

Featured

See All Featured
Testing 201, or: Great Expectations
Avatar for Joseph Mastey jmmastey
46
8k
Practical Tips for Bootstrapping Information Extraction Pipelines
Avatar for Matthew Honnibal honnibal
25
1.7k
Stop Working from a Prison Cell
Avatar for Chris Michel hatefulcrawdad
273
21k
Amusing Abliteration
Avatar for ianozsvald ianozsvald
0
88
Exploring the Power of Turbo Streams & Action Cable | RailsConf2023
Avatar for Kevin Liebholz kevinliebholz
37
6.2k
Designing Experiences People Love
Avatar for Jonathan Moore moore
144
24k
Typedesign – Prime Four
Avatar for Hannes Fritz hannesfritz
42
2.9k
Design of three-dimensional binary manipulators for pick-and-place task avoiding obstacles (IECON2024)
Avatar for konakalab konakalab
0
340
Joys of Absence: A Defence of Solitary Play
Avatar for Sebastian Deterding codingconduct
1
280
Agile Leadership in an Agile Organization
Avatar for Dr. Kim W Petersen kimpetersen
PRO
0
75
svc-hook: hooking system calls on ARM64 by binary rewriting
Avatar for Akira Moroo retrage
1
82
So, you think you're a good person
Avatar for Per Axbom axbom
PRO
2
1.9k

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