生成AIコーディングとの向き合い方、AIと共創するという考え方 / How to deal with generative AI coding and the concept of co-creating with AI

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1. ©Fusic Co., Ltd. CONFIDENTIAL 1 ੜ੒AIίʔσΟϯάͱͷ޲͖߹͍ํ AIͱڞ૑͢Δͱ͍͏ߟ͑ 2025.06.19 ਗ਼Ո࢙࿠ @seike460

   AIίʔσΟϯάಓ৔ษڧձ #2

2. ©Fusic Co., Ltd. 2 ࣗݾ঺հ ͸͡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

3. ©Fusic Co., Ltd. 3 CONTENTS ໨࣍ 1. AI Coding࣌୅ͷίʔσΟϯάελΠϧ 2.

   AIͱڞ૑ݕূ࣮ફ

4. ©Fusic Co., Ltd. 4 AI Coding࣌୅ͷίʔσΟϯάελΠϧ 1

5. ©Fusic Co., Ltd. 5 ༷ʑͳੜ੒AIΛར༻ͨ͠AIίʔσΟϯά GitHub Copilot Cursor WindSurf Amazon

   Q Developer Claude Code Codex Devin AIίʔσΟϯάπʔϧͷਐԽʹΑΓɺ ։ൃऀͱAI͕ڠྗͯ͠ΑΓޮ཰తͰ ߴ඼࣭ͳίʔυΛੜ੒͢Δ࣌୅͕ ౸དྷ͍ͯ͠·͢ɻ

6. ©Fusic Co., Ltd. 6 AIίʔσΟϯάͷݱ࣮ AIͷಘҙ෼໺ • ίʔυͷେྔੜ੒ ਓ͕ଠ౛ଧͪͰ͖ͳ͍଎౓ͱྔ •

   ύλʔϯೝࣝ طଘίʔυ͔Βͷֶश • ൓෮࡞ۀ ಉ͡Α͏ͳίʔυͷྔ࢈ • υΩϡϝϯτੜ੒ ίϝϯτ΍આ໌ͷࣗಈ࡞੒ × AIͷۤख෼໺ • ίϯςΩετͷ࣋ଓ ௕ظతͳ։ൃͷҰ؏ੑ • ཁ݅ͷཧղ ᐆດͳ࢓༷ͷղऍ • ΞʔΩςΫνϟઃܭ શମ࠷దԽͷ൑அ • ૑଄త໰୊ղܾ ৽͍͠ΞϓϩʔνͷఏҊ ݁࿦ ಘҙͳ෦෼ͱۤखͳ෦෼Λ ܨ͗߹ΘͤΔඞཁ͕͋Δ → ΤϯδχΞ͕ʮAIͱڞ૑ʯͯ͠ ՝୊Λղܾ͢Δ࣌୅ 🤝

7. ©Fusic Co., Ltd. 7 ߏ଄Խ͸ඞਢ ཁ݅ɾઃܭͷߏ଄Խ ҙਤ͕ζϨͳ͍Α͏ʹ ద੾ͳೖྗ৘ใΛఏڙ 01 LLM͕ࢀরͰ͖Δ

   ߏ଄Խ͞Εͨ৘ใΛఏڙ ίϯςΩετͷߏ଄Խ 02 ϧʔϧͷߏ଄Խ LLMʹҙਤͨ͠࡞੒෺ΛζϨͳ͘ ࡞੒͢ΔͨΊͷϧʔϧΛఏڙ 03 શͯͷجૅʹͳΔɺ Ұ൪࣌ؒΛ࢖͏΂͖ίΞ࡞ۀ ߏங෦෼͸LLM͕ ΞΫηϥϨʔγϣϯͯ͘͠ΕΔ

8. ©Fusic Co., Ltd. 8 AIͱڞ૑ݕূ࣮ફ 2

9. ©Fusic Co., Ltd. 9 Claude Codeͷొ৔ ઌఔͷΑ͏ͳߏ଄Խͨ͠΋ͷΛྗͰղܾ͢ΔClaude Codeͷొ৔ ߴੑೳͳModel Claude4ʹՃ͑ɺશͯΛTokenͰղܾ͖ͯ͠·͢

   Tokenͦ͜ࢸߴͰ͋ΔͱݴΘΜ͹͔ΓʹύϫʔͰղܾ͖ͯ͠·͢

10. ©Fusic Co., Ltd. 10 ΤϯδχΞ͸΍Δ͜ͱ͕ͳ͘ͳΔ…? ઈରͦΜͳࣄ͸ͳ͍ LLM΁༩͑Δ΂͖৘ใ͕ζϨΕ͹ɺ΍Δ͜ͱ΋ඞͣζϨΔ ࠓ·Ͱ஝͖͑ͯͨLLM΁ͷΞϓϩʔν͕࣮֬ʹਫ਼౓Λ্͓͛ͯΓɺ ͦͷ஌ࣝΛݩʹฒྻLLMϓϩάϥϛϯάͷՄೳੑΛݕূ͠·ͨ͠

11. ©Fusic Co., Ltd. 11 લఏ৚݅ͷ੔ཧ લఏ৚݅ͱͯ͠Claude Code(max)ͱtmuxΛར༻͍ͯ͠·͢ tmux͸ʮcapture-paneʯͱ͍͏ผͷpaneͷঢ়گΛ؂ࢹ͢Δػೳͱ ʮsend-keysʯͱ͍͏ҧ͏paneʹೖྗΛૹΔػೳ͕͋Δ ͜ΕΒΛ૊Έ߹ΘͤͯɺClaude͔ΒClaude΁ࢦࣔΛૹ͍ͬͯ·͢

12. ©Fusic Co., Ltd. 12 ݕূ1ɿෳ਺ͷαʔϏεΛಉ࣌ʹϦϦʔε(࡞ۀྖҬ෼཭) σΟϨΫτϦ෼ׂ ࡞ۀྖҬΛ֬ఆ 01 ର৅ػೳͷཁ݅Λઃఆ αʔϏεຖͷ

    ROADMAPΛઃஔ 02 ϧʔϧͷద༻ ϧʔτσΟϨΫτϦ഑Լʹԣஅతͳ PROJECT_RULEΛઃஔ 03 ࡞ۀ͕ඃΒͳ͍Α͏ʹɺ σΟϨΫτϦ୯ҐͰਐߦ ෳ਺αʔϏεΛಉ༷ͷϧʔϧʹͯ ಉ࣌σϓϩΠग़དྷͨ ࡞ۀྖҬͷ׬શ෼཭͕伴 ಉҰαʔϏεͰ΋Ԡ༻Ͱ͖ͦ͏

13. ©Fusic Co., Ltd. 13 ݕূ1ɿෳ਺ͷαʔϏεΛಉ࣌ʹϦϦʔε(࡞ۀྖҬ෼཭) σΟϨΫτϦ෼ׂ ࡞ۀྖҬΛ֬ఆ 01 ର৅ػೳͷཁ݅Λઃఆ αʔϏεຖͷ

    ROADMAPΛઃஔ 02 ϧʔϧͷద༻ ϧʔτσΟϨΫτϦ഑Լʹԣஅతͳ PROJECT_RULEΛઃஔ 03

14. ©Fusic Co., Ltd. 14 ݕূ1ɿෳ਺ͷαʔϏεΛಉ࣌ʹϦϦʔε(࡞ۀྖҬ෼཭) ಡΈऔΓɺࢦࣔΛߦ͏

15. ©Fusic Co., Ltd. 15 ݕূ2ɿҰͭOSSΛฒྻ࡞ۀ ੹೚ൣғͷఆٛ ໾ׂΛ෼͚ͯɺ ੹೚ൣғΛఆٛ 01 LEADER͕ঢ়گཧղ

    ద੾ͳ࡞ۀॱংΛߟҊ͠ ੹೚ൣғຖʹ࡞ۀґཔ LEADER͕൑அ͠ͳ͕Β ੹೚ൣғຖʹ࡞ۀґཔ 02 ੹೚ऀຖʹϒϩοΧʔ൑அ ࡞ۀґཔ͕ਐߦͰ͖Δ͔ ֤੹೚ऀ͕൑அ ঢ়گʹΑΓ࡞ۀSTOP 03 ҰͭͷOSSΛ੹೚ൣғͱ͍͏ ୯ҐͰ໨త͝ͱʹ୲౰ऀΛઃఆ ʢex. SecurityɺDocumentʣ LEADERͷঢ়گ൑அͷToken࢖༻ྔͷ ݒ೦͸͋Δ͕࡞ۀίϯΫϦϑτΛ ҙࣝ͠ͳ͕Β࡞ۀ͸ग़དྷͨ ׬ᘳͰ͸ͳ͍ͷͰ࠷ޙ͸1Processʹͨ͠

16. ©Fusic Co., Ltd. 16 LEADER͕tmuxܦ༝ͰOSSϦϦʔεʹऔΓ૊ΜͰΔ༷ࢠ ಡΈऔΓɺࢦࣔ ಡΈऔΓ

17. ©Fusic Co., Ltd. 17 S3ryͱ͍͏S3ͷTUIπʔϧΛϦϓϨʔεϦϦʔε͠·ͨ͠ 8ฒྻͨ͠Claude Codeʹ ߏ଄Խ͞Εͨϧʔϧద༻ ϦϦʔεखॱ·Ͱ ੔උͤͯ͞OSSϦϦʔε

    ·Ͱग़དྷ·ͨ͠ Token੾Εͷͱ͖͸ Amazon Q Developer CLI౳ ʹ੾Γସ͑ͯ࡞ۀ͢Δࣄ΋Մೳ Amazon Q Developer https://github.com/seike460/s3ry

18. ©Fusic Co., Ltd. 18 ײͨ͡՝୊ɿٕज़ཁ݅Ͱ͸ͳ͘Ϗδωεཁ݅ͷఆٛ Tokenඅ༻Λ࿫͑ΔҐͷαʔϏεΛ࡞੒ʹ௅ઓ ήʔϛϯάཁૉΛ෇༩ͨ͠ OSSίϯτϦϏϡʔτϓϥοτϑΥʔϜ OSSίϯτϦϏϡʔλʔΛ૿΍ͯ͠ɺاۀͱ઀ଓ اۀଆ͔ΒίϯτϦϏϡʔλʔʹ઀ଓͤ͞Δ࣌ʹ

    ͓ۚΛ΋Β͏࢓૊Έ σϓϩΠ׬ྃͨ͠ͷͰ͕͓ۚ͢ʹͳΔ͔͸ ಡΊͳ͍͠ํ޲ੑ͕Կ΋Θ͔Βͳ͍ ٕज़ͱҰॹͰߏ଄Խग़དྷΔཧղ͕ඞཁ͔΋͠Εͳ͍… https://vibe-contribute.seike460.net

19. ©Fusic Co., Ltd. 19 AIίʔσΟϯάͷຊ࣭͸ߏ଄Խ 1. ߏ଄Λཧղ͢Δ 2. AIͷύϑΥʔϚϯε্͕͕Δߏ଄ʹม׵͢Δ 3.

    ࠷దԽͨ͠ίϯςΩετΛఏڙͯ͠Tokenফඅ௿ݮɺਫ਼౓޲্Λૂ͏ ΩϥʔAI͕དྷͯ΋΍Δ͜ͱ͸มΘΒͳ͍ɺ࠷దͳίϯςΩετͷఏڙ

20. ©Fusic Co., Ltd. 20 ·ͱΊ ੜ੒AI͸ʮ࢓ࣄΛୣ͏ఢʯͰ͸ͳͯ͘ʮڞ૑͢Δຯํʯ Point 01 Claude CodeͳͲͷAIπʔϧ͕มΘΓଓ͚ͯ΋ʮߏ଄͸มΘΒͳ͍ʯ

    Point 02 ࠓ·Ͱͷܦݧ͕ແବʹͳΔ͜ͱ͸ͳ͍ɺAIͱڞ૑͢Δҝֶͼଓ͚·͠ΐ͏ Point 03

21. ©Fusic Co., Ltd. 21 HEROZʹొ࿥ͯ͠ҰॹʹAIίʔσΟϯά΍Γ·ͤΜ͔ʁ པ·Εͯͳ͍͚Ͳউखʹએ఻ AIίʔσΟϯάಓ৔Ͱ ʮखΛಈ͔͠ଓ͚ͨʯͷͰ AIίʔσΟϯάͷຊ࣭ʹ৮ΕΔ ࣄ͕ग़དྷͨͱײͯ͡·͢

    ͥͻҰॹʹ͜ͷܹಈͷ࣌୅Λ ָ͠ΜͰֶͼ·͠ΐ͏ʂ https://heroz-job.com/

22. ©Fusic Co., Ltd. 22 Thank You We are Hiring! https://recruit.fusic.co.jp/

    ͝ਗ਼ௌ͍͖ͨͩ͋Γ͕ͱ͏͍͟͝·ͨ͠