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AIコーディングの本質は“コード“ではなく“構造“だった / The essence of A...
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shiro seike
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May 14, 2025
Programming
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AIコーディングの本質は“コード“ではなく“構造“だった / The essence of AI coding is not “code” but "structure
AIコーディング道場勉強会 #1
https://heroz-job.connpass.com/event/349726/
shiro seike
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May 14, 2025
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Transcript
©Fusic Co., Ltd. CONFIDENTIAL 1 AIίʔσΟϯάͷຊ࣭ “ίʔυ“Ͱͳ͘“ߏ“ͩͬͨ 2025.05.14 ਗ਼Ո࢙ @seike460
AIίʔσΟϯάಓษڧձ #1
©Fusic Co., Ltd. 2 ࣗݾհ ͡Ίʹ ਗ਼Ո ࢙ (@seike460) S
H I R O S E I K E גࣜձࣾFusicϓϦϯγύϧΤϯδχΞ/ΤόϯδΣϦετ AWS User Group Leaders AWS Community Builder Serverless - ίϛϡχςΟ - JAWS-UG Fukuoka - Fukuoka.php - Fukuoka.go - Serverless Meetup Fukuoka - Cloudflare Meetup Fukuoka - JP_Stripes Fukuoka - JBUG Fukuoka
©Fusic Co., Ltd. 3 CONTENTS ࣍ 1. AIίʔσΟϯάͷ”ಘҙ”ͱ”ۤख” 2. AIΛ”ΤϯδχΞԽ”͢ΔߏԽ
3. ·ͱΊ
©Fusic Co., Ltd. 4 AIίʔσΟϯάͷ”ಘҙ”ͱ”ۤख” 1
©Fusic Co., Ltd. 5 AIίʔσΟϯάͷ”ಘҙ” - ίʔυͷେྔੜେಘҙ - ίʔυྔ͏ਓ͕ଠଧͪग़དྷΔͷͰͳ͍ -
࡞ۀείʔϓΛఆΊɺࢼߦΛ܁Γฦͤਫ਼͍ͭͯ͘Δ
©Fusic Co., Ltd. 6 AIίʔσΟϯάͷ”ۤख” - ίϯςΩετͷ࣋ଓอଘ͕ۤख → Γଓ͚Δࣄ͕ۤख -
ίϯςΩετใΛదʹڞ༗͠ଓ͚ͳ͍ͱ ϓϩδΣΫτͷϕΫτϧ͕ζϨଓ͚Δ - ඞཁेͳೖྗͱదͳग़ྗΛௐ͠ͳ͍ͱਫ਼͕Լ
©Fusic Co., Ltd. 7 AIίʔσΟϯάͷ”ಘҙ”ͱ”ۤख” - ίʔυͷେྔੜେಘҙ - Γଓ͚Δࣄ͕ۤख ಘҙͳ෦ɺۤखͳ෦Λܨ͗߹ΘͤΔඞཁ͕͋Δ
AIΛʮΤϯδχΞԽʯ͢ΔҰͭͷख๏Λ͝հ
©Fusic Co., Ltd. 8 AIΛ”ΤϯδχΞԽ”͢ΔߏԽ 2
©Fusic Co., Ltd. 9 AIΛ”ΤϯδχΞԽ”͢ΔͨΊʹ ඞཁͳͷ“ߏԽ” - ཁ݅ɾઃܭͷߏԽ - ίϯςΩετͷߏԽ
- ࡞ۀϑϩʔͷߏԽ
©Fusic Co., Ltd. 10 ཁ݅ɾઃܭͷߏԽ ࡞ۀґཔ͢Δࡍʹɺҙਤ͕ζϨͳ͍Α͏ʹదͳೖྗใఏڙ ߏங෦LLM͕ΞΫηϥϨʔγϣϯͯ͘͠ΕΔ શͯͷجૅʹͳΔͷͰҰ൪࣌ؒΛ͏͖ίΞ࡞ۀ
©Fusic Co., Ltd. 11 ίϯςΩετͷߏԽ LLMͱখ͘͞ɺेʹձ͢Δ͜ͱͰߏԽ͞ΕͨใΛੜ ͦͷߏԽ͞ΕͨใΛɺLLM͕ࢀরͰ͖ΔΑ͏ʹ͢Δ - ཁ݅ͷߏԽ -
ઃܭͷߏԽ
©Fusic Co., Ltd. 12 ίϯςΩετͷߏԽʢཁ݅ʣ ϩʔυϚοϓΛ࡞͢Δ ROAD_MAP.mdΛ࡞ͯ͠Phaseࣄʹ࣮ݱ͍ͨ͠ཁ݅Λ νΣοΫϘοΫεه๏Λར༻ͯ͠هड़ ίϯςΩετͷใͱͯ͠ʮΓ͍ͨͷʯͱʮਐḿʯΛ༩ ※υώϣϯ͞Μ͕հͯͨ͠λεΫϚελʔʹ૬͠·͢
©Fusic Co., Ltd. 13 ίϯςΩετͷߏԽʢઃܭʣ ඞཁ୯ҐͰͷใʹɺઃܭΛΔ ϓϩδΣΫτͷdocsԼʹmdϑΝΠϧ࡞ (ex.domain-designɺer-diagramɺubiquitous-languageʣ ίϯςΩετͱͯ͠ʮݱ࡞ۀʹඞཁͳઃܭΛ͢ʯ
©Fusic Co., Ltd. 14 ίϯςΩετͷߏԽʢઃܭʣ ߏԽͨ͠ใΛݩʹɺιϑτΣΞΞʔΩςΫνϟͰकΔ - TDD (ςετۦಈ։ൃ) -
దͳཁ݅ΛकΔ - DDD (υϝΠϯۦಈઃܭ) - దͳઃܭΛकΔ - Clean Architecture - దͳίʔυΛकΔ
©Fusic Co., Ltd. 15 ࡞ۀϑϩʔͷߏԽ ߏԽ͞ΕͨใΛݩʹͨ͠ɺ࡞ۀϑϩʔΛߏԽ ͲΜͳ࡞ۀͰඞͣࢀর͖͢ίϯςΩετͱϓϩϯϓτΛઃఆ ϑΝΠϧ ׂ ROAD_MAP.md
- ϩʔυϚοϓ - PhaseຖͷλεΫ LLM_INSTRUCTIONS.md - ROAD_MAPΛݩʹͨ࣍͠࡞ۀ - લճ࡞ۀͷίϯςΩετݩʹΞοϓσʔτ PROJECT_RULES.md - ར༻͍ͯ͠Δٕज़ɾϓϩδΣΫτͷ੍ - ࡞ۀͱؔ࿈͢ΔઃܭϑΝΠϧఏࣔ CodeGeneration.md - ίʔυੜΛߦ͏্Ͱ LLM͕कΔ͖ࢥߟςϯϓϨ
©Fusic Co., Ltd. 16 ࣮ࡍͷϓϩϯϓτςϯϓϨʔτ slsifyPagesϓϩδΣΫτʹ͍ͭͯ࣍ͷλεΫΛ࣮ߦ͍ͯͩ͘͠͞ ʲλεΫ༰ʳ ROAD_MAPͷ࣮ߦதεςʔλεͷλεΫΛ࣮͍ͯͩ͘͠͞ɻ ߋ৽ϛε͕ແ͚Εɺͦͷ࣮ߦதεςʔλεͷ༰͕LLM_INSTRUCTIONSʹৄࡉʹॻ͔Ε͍ͯ·͢ɻ CodeGeneration.mdͷ༰Λ९कͯ͠ਐΊ͍ͯͩ͘͞ɻ
ʲՌʳ 1. ࣮ͨ͠ίʔυ 2. ߋ৽ͨ͠ROAD_MAP.md 3. ߋ৽ͨ͠LLM_INSTRUCTIONS.mdʢ࣍ͷλεΫΛࢦఆʣ ʲͦͷଞʳ ৄࡉͳ։ൃϧʔϧPROJECT_RULES.mdΛඞͣक࣮͍ͬͯͯͩ͘͠͞ɻ ಛʹLLM։ൃΞϓϩʔνͷ߲ʹै͍ͬͯͩ͘͞ɻ
©Fusic Co., Ltd. 17 ߏԽ͞Εͨ࡞ۀϑϩʔ LLMͷ࡞ۀྖҬ ਓͷ࡞ۀྖҬ
©Fusic Co., Ltd. 18 “ߏ”͕LLMͷϙςϯγϟϧΛҾ͖ग़͢ ࡞ۀؚΊͨใΛશͯߏԽ → ߏԽ͞ΕͨใΛLLM༩͑Δ͜ͱͱਫ਼͕࠷దԽ
©Fusic Co., Ltd. 19 Thank You We are Hiring! https://recruit.fusic.co.jp/
͝ਗ਼ௌ͍͖ͨͩ͋Γ͕ͱ͏͍͟͝·ͨ͠