AIが自走できるチケットと、 できないチケット― ハーネス設計の勘所/Tickets that AI can operate autonomously, and tickets that it cannot – Key points in harness design

AIプロダクト開発室 エンジニアリングマネージャーの高根沢が、イベント「ハーネスエンジニアリングを進化させ続ける！#2 現場の声をハーネス改善に還元する取り組み大公開！」にて登壇した際の資料となります。

イベントページ：
https://findy-aiplus.connpass.com/event/393147/

Transcript

1. AI͕ࣗ૸Ͱ͖Δνέοτͱɺ Ͱ͖ͳ͍νέοτ ― ϋʔωεઃܭͷצॴ 2026.05.22 | Findy AI+ Harness Engineering Meetup גࣜձࣾϫϯΩϟϦΞ ߴࠜ୔ ޫี
2. Career झຯ ONE CAREER Inc . ࣗݾ঺հ Copyright © ONE CAREER Inc. All Rights Reserved. 2 AIϓϩμΫτ։ൃࣨ ࣨ௕ 2023೥ ϫϯΩϟϦΞ৽ଔೖࣾɻ৽نࣄۀͷ্ཱͪ͛΍ AIϓϩμΫτʮबτϨʯͷ։ൃ੹೚ऀΛ୲౰ɻ෭ۀͰCTO݉຿ɻ ։ൃɺαʔόʔӡ༻ʢ12U, 352T vCPU, 1.47TB RAM, 124TB Storageʣɺ σʔληϯλʔߏங(2 region)ɺήʔϜʢApexʣ ߴࠜ୔ ޫี
3. Career झຯ ONE CAREER Inc . ࣗݾ঺հ Copyright © ONE CAREER Inc. All Rights Reserved. 3 ʢαʔόʔʣ
4. Copyright © ONE CAREER Inc. All Rights Reserved. ϛογϣϯ 4 ਓͷ਺͚ͩɺ ΩϟϦΞΛͭ͘Δɻ ଟ͘ͷਓʹͱͬͯ࢓ࣄ͸ਓੜͰ࠷΋࣌ؒΛ౤ࢿ͢Δର৅Ͱ͋Δʹ΋ؔΘΒͣɺ ࢓ࣄબͼʹؔͯ͠͸ҙࢥܾఆͷج४ͱͳΔΑ͏ͳσʔλ͕গͳ͘ɺ ͍·ͩʹब৬͔ͯ͠Βޙչ͢Δਓ͕ޙΛઈͨͳ͍ঢ়گͰ͢ɻ ࢲͨͪ͸ɺ͢΂ͯͷݸਓͷΩϟϦΞʹ޲͖߹͍ɺΩϟϦΞσʔλΛूΊɺ ଟ༷Խ͢Δੈͷதʹ͓͍ͯ࢓ࣄબͼͱ࠾༻׆ಈΛΞοϓσʔτ͍͖ͯ͠·͢ɻ
5. Copyright © ONE CAREER Inc. All Rights Reserved. ࣄۀ಺༰ 5 5 ͜Ε·ͰՄࢹԽ͞Ε͍ͯͳ͔ͬͨʮΩϟϦΞσʔλʯΛऩूɾ׆༻͠ɺब৬ɾ࠾༻ͷҙࢥܾఆΛαϙʔτɻ αʔϏεҰཡ 1. த్࠾༻ͷސ٬޲͚αʔϏε͸ਓࡐ঺հɺϝσΟΞαʔϏε౳Λఏڙɻ
6. Copyright © ONE CAREER Inc. All Rights Reserved. 1. ΤʔδΣϯτϋʔωεͱ͸Կ͔ 6
7. Copyright © ONE CAREER Inc. All Rights Reserved. ΤʔδΣϯτϋʔωεͱ͸Կ͔ 7 AI͕ʮίʔυΛॻ͚Δʯ࣌୅͔Βɺʮࣗ཯తʹ։ൃΛਐΊΒΕΔʯ࣌୅΁ AIίʔσΟϯάΤʔδΣϯτͷݱࡏ஍ 7 ίʔυิ׬ GitHub Copilot TabͰิ׬ ର࿩ܕੜ੒ GitHub Copilot / Cursor / Claude Code ࢦࣔͯ͠ੜ੒ ࣗ཯ܕΤʔδΣϯτ Claude Code ࣗ૸ͯ͠։ൃ ࣗ཯ܕΤʔδΣϯτ͸ʮԿΛɾͲ͏࡞Δ͔ʯΛࣗ෼Ͱ൑அ͢Δ → ϋʔωε͕ඞཁ
8. Copyright © ONE CAREER Inc. All Rights Reserved. ΤʔδΣϯτϋʔωεͱ͸Կ͔ 8 AIΤʔδΣϯτ͕༧ଌՄೳ͔ͭߴ඼࣭ʹಈ࡞͢ΔͨΊͷʮ੍ޚ૚ʯͰ͋Γɺ ϧʔϧϑΝΠϧɾεΩϧఆٛɾϝϞϦɾϑΟʔυόοΫϧʔϓΛ౷߹ͨ͠։ൃ؀ڥͷઃܭͷ͜ͱΛࢦ͢ɻ ΤʔδΣϯτϋʔωεͱ͸ ϧʔϧ CLAUDE.md .cursorrules ίʔσΟϯάن໿ εΩϧ SKILLS.md MCPαʔόʔ ΧελϜπʔϧ ϝϞϦ ϓϩδΣΫτ஌ࣝ աڈͷ൑அཤྺ ࢓༷ॻࢀর ϑΟʔυόοΫ Lint / ςετ ϨϏϡʔࢦఠ CI/CD݁Ռ
9. Copyright © ONE CAREER Inc. All Rights Reserved. Claude Code CLAUDE.md / SKILLS.md ֊૚ܕϧʔϧʢϦϙ > ϑΥϧμʣɺεΩϧɺαϒΤʔδΣϯτ GitHub Copilot .github/copilot-instructions.md ϦϙδτϦϨϕϧͷίʔσΟϯάࢦࣔ Devin Knowledge / Playbooks ΤʔδΣϯτֶ͕शͨ͠ύλʔϯΛPlaybookԽ ΤʔδΣϯτϋʔωεͱ͸Կ͔ 9 AI ΤʔδΣϯτͷʮઃఆϑΝΠϧʯ͕৽ͨͳඪ४ʹͳΓͭͭ͋Δɻ ֤ࣾͷϋʔωεઃఆϑΝΠϧ πʔϧ ઃఆϑΝΠϧ ಛ௃ Cursor .cursor/rules/ always / auto / manual ͷ3ஈ֊ϧʔϧɺϓϩδΣΫτن໿ Windsurf .windsurfrules Cursorޓ׵ͷϧʔϧϑΝΠϧ .editorconfig ͕ʮਓؒͷॻ͖ํʯΛἧ͑ͨΑ͏ʹɺϋʔωεϑΝΠϧ͸ʮAIͷಈ͖ํʯΛἧ͑Δ
10. Copyright © ONE CAREER Inc. All Rights Reserved. ΤʔδΣϯτϋʔωεͱ͸Կ͔ 10 ϋʔωεΛઃܭ࣮ͯ͠ફ౤ೖ͠ɺϑΟʔυόοΫΛݩʹຏ͖ଓ͚ΔӦΈ ϋʔωεΤϯδχΞϦϯάͱ͸ ϓϩϯϓτΤϯδχΞϦϯά Ұճͷ΍ΓऔΓΛ࠷దԽ • ౎౓ϓϩϯϓτΛॻ͘ • ͦͷ৔ݶΓͷࢦࣔ • ଐਓతͳϊ΢ϋ΢ • εέʔϧ͠ͳ͍ ϋʔωεΤϯδχΞϦϯά Ӭଓతͳ։ൃ؀ڥΛઃܭ • ϧʔϧ/εΩϧΛϑΝΠϧʹఆٛ • νʔϜશମͰڞ༗ɾ࠶ར༻ • ϑΟʔυόοΫͰܧଓվળ • ૊৫ͱͯ͠εέʔϧ͢Δ Harness design for long-running application development (https://www.anthropic.com/engineering/harness-design-long-running-apps)
11. Copyright © ONE CAREER Inc. All Rights Reserved. 2. ϫϯΩϟϦΞͰͷ࣮ફ 11
12. Copyright © ONE CAREER Inc. All Rights Reserved. ϫϯΩϟϦΞͰͷ࣮ફ 12 େن໛ػೳ௥ՃΛɺAIΤʔδΣϯτʢClaude Codeʣʹ೚ͤͯ։ൃ͢Δ࣮ݧɻ ࣄલʹSKILLS.mdʢϋʔωεఆٛʣΛઃܭ͓͖ͯ͠ɺ1೔ͷ߹॓ͰAIʹࣗ૸ͤͨ͞ɻ ԿΛ΍͔ͬͨ ϧʔϧ ։ൃͷେલఏΛఆٛ ɹɾΞʔΩςΫνϟཧղ ɹɾPushޙͷCI଴ػ ɹɾςετ࡞੒؍఺ ɹɾ1νέοτͷཻ౓ͷఆٛ εΩϧ ϝϞϦ ϑΟʔυόοΫ AIϧʔϓϑϩʔఆٛ ɹ Notionऔಘ→બఆ→ ɹ ɹ࣮૷→ςετ→ ɹɹ ίϛοτ→Notionߋ৽ ࢀরઌͷ໌ࣔ ɹɹɾ࢖͍͍ͬͯίʔυ ɹɹɾېࢭίʔυ ɹɹɾ࢓༷ॻ ɹɹɾσβΠϯͷSoT Ϗδωεճ౴଴ͪΛ؅ཧ ະ֬ఆࣄ߲͸εΩοϓ ґଘؔ܎ͷࣗಈղআ ͜ͷʮઃܭʯʹͲ͜·Ͱ౤ࢿ͢Δ͔͕ɺAIۦಈ։ൃͷ੒൱Λ෼͚Δ
13. Copyright © ONE CAREER Inc. All Rights Reserved. ϫϯΩϟϦΞͰͷ࣮ફ 13 ۩ମྫɿϋʔωε޲͚SKILL.mdͷத਎ʢલఏʣ લఏͱͳΔॏཁࣄ߲Λهࡌ ॏཁͳͷ͸8, 11, 12͋ͨΓɻPR࡞੒ޙͷCI֬ೝɾϨϏϡʔίϝϯτ֬ೝɾ൓ө΍࣮૷Λ ਐΊΔʹ͋ͨͬͯؾ͍ͮͨ෦෼Λϋʔωεʹߋ৽͢Δ࢓૊ΈΛೖΕ͍ͯΔ
14. Copyright © ONE CAREER Inc. All Rights Reserved. ϫϯΩϟϦΞͰͷ࣮ફ 14 ۩ମྫɿϋʔωε޲͚SKILL.mdͷத਎ʢϧʔϓʣ ϧʔϓ͠ଓ͚Δ࢓૊Έͱɺ։ൃͷ1αΠΫϧΛఆٛ Notionऔಘ→νέοτબఆ→࣮૷→ςετ→PushˍCI֬ೝमਖ਼ˍϨϏϡʔίϝϯτରԠ→Notionνέοτߋ৽ ͱ͢Δ͜ͱͰɺӬԕͱ࣮ߦ͠ଓ͚ΒΕΔ؀ڥΛߏங
15. Copyright © ONE CAREER Inc. All Rights Reserved. ϫϯΩϟϦΞͰͷ࣮ફ 15 ۩ମྫɿClaude Code্Ͱͷ࣮ߦํ๏ Claude Codeͷ /loop + skillίϚϯυͰӬଓϧʔϓ Ӭଓϧʔϓͤ͞Δίπ͸ʮணखࡁΈͷ΋ͷ͕ͳ͚Ε͹10෼଴ػͯ͠࠶֬ೝ͢Δ͜ͱʯͳͲͱࢦࣔ͢Δ͜ͱ
16. Copyright © ONE CAREER Inc. All Rights Reserved. ϫϯΩϟϦΞͰͷ࣮ફ 16 ۩ମྫɿϋʔωεͷϧʔϓߏ଄
17. Copyright © ONE CAREER Inc. All Rights Reserved. ϫϯΩϟϦΞͰͷ࣮ફ 17 ࠷ऴతʹɺ1೔Ͱ׬੒Ͱ͖ͨػೳͱ్தͰதஅͯ͠͠·ͬͨػೳ͕ಉ਺ͱ͍͏݁Ռͱͳͬͨɻ AIۦಈ։ൃ߹॓ͷ݁Ռ 1೔Ͱ׬੒ 4 ػೳ • طଘσʔλΛ࢖ͬͨAIػೳͷ௥Ճ • ৽نػೳʢσʔλऩूܥʣ • طଘσʔλͷՄࢹԽ • ؅ཧը໘ ్தͰετοϓ • ֎෦࿈ܞͷ࢓૊ΈΛ௥Ճ • ະऩूσʔλΛલఏͱͨ͠։ൃ • طଘσʔλͱͷဃ཭͕େ͖͍։ൃ • ଞνʔϜԣஅܥͷ։ൃɹ 4 ػೳ
18. Copyright © ONE CAREER Inc. All Rights Reserved. ϫϯΩϟϦΞͰͷ࣮ફ 18 ࠷ऴతʹɺ1೔Ͱ׬੒Ͱ͖ͨػೳͱ్தͰதஅͯ͠͠·ͬͨػೳ͕ಉ਺ͱ͍͏݁Ռͱͳͬͨɻ AIۦಈ։ൃ߹॓ͷ݁Ռ 1೔Ͱ׬੒ 4 ػೳ • طଘσʔλΛ࢖ͬͨAIػೳͷ௥Ճ • ৽نػೳʢσʔλऩूܥʣ • طଘσʔλͷՄࢹԽ • ؅ཧը໘ ్தͰετοϓ • ֎෦࿈ܞͷ࢓૊ΈΛ௥Ճ • ະऩूσʔλΛલఏͱͨ͠։ൃ • طଘσʔλͱͷဃ཭͕େ͖͍։ൃ • ଞνʔϜԣஅܥͷ։ൃɹ 4 ػೳ Կ͕ҧͬͨͷ͔ʁ
19. Copyright © ONE CAREER Inc. All Rights Reserved. ϫϯΩϟϦΞͰͷ࣮ફ 19 ࣗ૸Ͱ͖ͨɾࢭ·ͬͨνέοτͷڞ௨఺ ࣗ૸Ͱ͖ͨνέοτ طଘσʔλʹΞΫηεͰ͖Δաڈίʔυ͕ଘࡏͨ͠ ϓϩμΫτଆͷ࢓༷͕໌֬ɾ۩ମతͩͬͨ طଘػೳʹӨڹ͠ͳ͍৽ن௥Ճͩͬͨ Ϗδωε൑அ͕શͯ֬ఆ͍ͯͨ͠ ࢭ·ͬͨνέοτ σʔλ΁ͷΞΫηεܦ࿏͕ෆ໌ ઃܭ߹ҙ͕ෆे෼ νʔϜؒͷௐ੔͕ඞཁ Ϗδωε൑அͷະ֬ఆࣄ߲͋Γ ͜Ε͸ʮλεΫͷେখʯͷ໰୊Ͱ͸ͳ͘ɺ࿦఺ࣄલʹ߹ҙͰ͖͍ͯΔ͔Ͳ͏͔ ࢭ·ͬͨνέοτΛਓؒʹ౉ͯ͠΋ɺಉ͡ͱ͜ΖͰࢭ·Δɻಉ࣭͡໰͕ฦͬͯ͘Δ
20. Copyright © ONE CAREER Inc. All Rights Reserved. ϫϯΩϟϦΞͰͷ࣮ફ 20 ۩ମྫɿϋʔωεͰӡ༻͞ΕΔνέοτ؅ཧDBʢαϯϓϧʣ ணखՄೳͳνέοτ͸AI͕ࣗಈͰਐߦ ࢭ·ͬͨνέοτΛਓؒʹ౉ͯ͠΋ɺಉ͡ͱ͜ΖͰࢭ·Δɻಉ࣭͡໰͕ฦͬͯ͘Δ ※ຊNoitonDBʹ͍ͭͯɺ࣮ࡍͷ಺༰ͱ͸ҟͳΔαϯϓϧDBͰ͢ɻ
21. Copyright © ONE CAREER Inc. All Rights Reserved. 21 AI͔ਓ͔ؒ͸ؔ܎ͳ͍ ୭͕΍ͬͯ΋ᴥᴪͳ࣮͘ߦͰ͖ΔϨϕϧ·Ͱ νέοτɾઃܭ߹ҙΛ٧Ί͍ͯΔ͔Ͳ͏͔ σʔλιʔε طଘͰ׬݁͢Δ͔ʁ είʔϓ طଘίʔυͷมߋ͸ෆཁ͔ʁ Ϗδωε൑அ ະ֬ఆࣄ߲͸ͳ͍͔ʁ
22. Copyright © ONE CAREER Inc. All Rights Reserved. 3. ApproveͰ͖ΔΫΦϦςΟͰఆٛ 22
23. Copyright © ONE CAREER Inc. All Rights Reserved. ApproveͰ͖ΔΫΦϦςΟͰఆٛ 23 Ξϯνύλʔϯᶃɿݹ͍ίʔυΛࢀরઌʹ͢Δ 1೔Ͱ׬੒ 4 ػೳ • طଘσʔλΛ࢖ͬͨAIػೳͷ௥Ճ • ৽نػೳʢσʔλऩूܥʣ • طଘσʔλͷՄࢹԽ • ؅ཧը໘ ్தͰετοϓ • ֎෦࿈ܞͷ࢓૊ΈΛ௥Ճ • ະऩूσʔλΛલఏͱͨ͠։ൃ • طଘσʔλͱͷဃ཭͕େ͖͍։ൃ • ଞνʔϜԣஅܥͷ։ൃɹ 4 ػೳ NGɿʮطଘίʔυΛࢀߟʹͯ͠ʯ ➢ AI͕ݹ͍ॻ͖ํΛ౿ऻʢΑ͘ͳ͍ʣ ➢ ඇਪ঑ύλʔϯΛ࠶ੜ࢈ ➢ ϨϏϡʔͰຖճಉ͡ࢦఠ ➢ ख໭Γͷແݶϧʔϓ ࢀর͢΂͖ίʔυͱࢀরͯ͠͸͍͚ͳ͍ίʔυͷ ۠ผ͕ͳ͍ͱ඼࣭͕ग़ͳ͍ OKɿࢀরઌΛ໌ࣔతʹࢦఆ ✓ طଘAtoms/MoleculesΛimportͯ͠࢖༻ ✓ ࣗಈੜ੒ϑΝΠϧ͸ฤूېࢭ ✓ ৽ن͸ new-archσΟϨΫτϦ഑ԼͷΈ ✓ σβΠϯ͸ϞοΫͰͳ͘طଘUIʹ४ڌ SKILLS.mdʹ΍ͬͯΑ͍͜ͱ/΍ͬͯ͸͍͚ͳ͍͜ͱΛ දܗࣜͰఆٛͨ͠ ख໭Γ͕ى͖ͨΒɺϋʔωεͷઃܭ͕଍Γ͍ͯͳ͍
24. Copyright © ONE CAREER Inc. All Rights Reserved. ApproveͰ͖ΔΫΦϦςΟͰఆٛ 24 ΞϯνύλʔϯᶄɿϧʔϧΛܾΊͣʹਐΊΔ 1೔Ͱ׬੒ 4 ػೳ • طଘσʔλΛ࢖ͬͨAIػೳͷ௥Ճ • ৽نػೳʢσʔλऩूܥʣ • طଘσʔλͷՄࢹԽ • ؅ཧը໘ ్தͰετοϓ • ֎෦࿈ܞͷ࢓૊ΈΛ௥Ճ • ະऩूσʔλΛલఏͱͨ͠։ൃ • طଘσʔλͱͷဃ཭͕େ͖͍։ൃ • ଞνʔϜԣஅܥͷ։ൃɹ 4 ػೳ NGɿʮ͍͍ײ͡ʹ΍ͬͯʯ ➢ ຖճҟͳΔσΟϨΫτϦߏ଄ ➢ ςετͷཻ౓͕όϥόϥ ➢ طଘػೳΛյ͢มߋ͕ࠞೖ ➢ Pushޙʹߴ֬཰ͰCI͕མͪΔ ϧʔϧ͕ͳ͍ͱApproveͰ͖Δ඼࣭ʹͳΒͳ͍ ʮࣗ༝ʯ͸ʮ඼࣭ͷ͹Β͖ͭʯΛੜΉ OKɿϧʔϧΛࣄલʹ໌จԽ ✓ 1ίϛοτ = 1νέοτ(Notion) ✓ ίϛοτલʹlint/ܕνΣοΫ/ηϧϑϨϏϡʔඞਢ ✓ ॏཁͳҙࢥܾఆ͸Ϣʔβʔʹ֬ೝ ✓ Pushͨ͠ޙʹghίϚϯυͰCI֬ೝɾमਖ਼ϧʔϓ SKILLS.mdʹ΍ͬͯΑ͍͜ͱ/΍ͬͯ͸͍͚ͳ͍͜ͱΛ ॻ͘͜ͱͰɺApproveΫΦϦςΟͷج൫Λ࡞Δ ʮ͍͍ײ͡ʹʯ͸ɺઃܭͷ์غ
25. Copyright © ONE CAREER Inc. All Rights Reserved. ApproveͰ͖ΔΫΦϦςΟͰఆٛ 25 ʮApproveͰ͖ΔΫΦϦςΟʯͰఆٛ͢Δ ͜ΕΒΛશͯSKILLS.mdʢϋʔωεఆٛϑΝΠϧʣʹهड़͢Δ ίʔυࢀরઌͷ໌ࣔ ʮ͜ͷσΟϨΫτϦͷطଘίϯϙʔωϯτΛimportͯ͠࢖ͬͯʯ ʮV2ϑΥϧμҎԼͷίʔυΞʔΩςΫνϟΛࢀߟʹ͢Δ͜ͱʯ ʮࣗಈੜ੒ϑΝΠϧ͸ฤूېࢭʯ ςετ඼࣭ج४ ʮRSpec͸͜͜ɺϑϩϯτ͸͜͜ʯ ʮίϛοτલʹlint / ܕνΣοΫඞਢɻςετ؍఺͸XXXʯ ʮ1ίϛοτ = 1νέοτʯ είʔϓͷݫີͳ੍ޚ ʮ৽نػೳ௥ՃλεΫͷ৔߹ɺطଘػೳͷมߋېࢭʯ ʮ৽ن͸ new arch/ ഑ԼͷΈʯ ະ֬ఆࣄ߲ͷεΩοϓػߏ ʮෆ࣮֬ੑ͕͋Δ৔߹͸νέοτʹ௥هͯ͠࡞ۀ͠ͳ͍ʯ ʮϏδωεճ౴଴ͪϑϥά = YES ͳΒઈରʹணख͠ͳ͍ʯ ʮճ౴͕ෆे෼ͳ৔߹ʹ͸ɺNotion DBʹ௥هΛґཔʯ
26. Copyright © ONE CAREER Inc. All Rights Reserved. ApproveͰ͖ΔΫΦϦςΟͰఆٛ 26 ϑΟʔυόοΫΛపఈͯ͠ຏ্͖͛Δ ҎԼͷαΠΫϧΛʮҰൃͰApproveͰ͖Δʯঢ়ଶʹͳΔ·Ͱճ͢͠ɺख໭Γ͕ൃੜͨ͠ΒϋʔωεΛमਖ਼ɻ ਓʹڭ͑Δͷͱಉ͡Ͱɺࢦఠͨ͠಺༰ΛϧʔϧԽ͠ͳ͍ͱಉ͡ϛε͕܁Γฦ͞ΕΔɻ ࣮ߦ AI͕νέοτΛ ࣮૷͢Δ ϨϏϡʔ Approve Ͱ͖Δ͔൑ఆ ֶश ख໭ΓͷݪҼΛ ಛఆ͢Δ ؐݩ Claude.md Skillsʹ൓ө
27. Copyright © ONE CAREER Inc. All Rights Reserved. ApproveͰ͖ΔΫΦϦςΟͰఆٛ 27 ࣮ࡍʹϋʔωεʹؐݩͨ͠ྫ શͯͷख໭ΓΛϋʔωεͷվળػձͱͯ͠ଊ͑Δ͜ͱͰɺೋ౓ͱಉ͡ख໭Γ͕ى͖ͳ͍Α͏ʹ͢Δɻ /w CTOͱ੔උΛਐΊ͍ͯΔঢ়گɻ AI͕طଘίϯϙʔωϯτΛվมͨ͠ ʮطଘϑΝΠϧͷฤूېࢭʯϧʔϧ௥Ճ ʮnew arch/഑ԼʹͷΈ৽ن࡞੒ʯ SKILLS.mdʹϧʔϧ௥Ճ ى͖ͨ͜ͱᶄ ݹ͍ίʔυϕʔεͷෆద੾ͳΞʔΩς ΫνϟͰ࣮૷࢝͠ΊͨˍCIࣦഊ ϋʔωεʹ௥Ճ ɾࢀর͢΂͖ΞʔΩςΫνϟύεͷ໌֬Խ ɾbuild-check SkillΛ࡞੒ SKILLS.mdʹઐ༻Arch SkillΛ௥Ճ ى͖ͨ͜ͱᶅ ࢓༷ະ֬ఆͷ··࣮૷Λ࢝Ίͨ ϋʔωεʹ௥Ճ ʮϏδωεճ౴଴ͪϑϥάʯػߏΛ௥Ճ ґଘQ൪߸ʹΑΔࣗಈϒϩοΫ SKILLS.md → Step 0 + DBઃܭ ى͖ͨ͜ͱᶃ ϋʔωεʹ௥Ճ
28. Copyright © ONE CAREER Inc. All Rights Reserved. 28 ͜͜·Ͱ͍͘ͱɺҰؾʹมΘΔ ϋʔωεΛຏ͘ίετ͸ɺͦͷ͋ͱͷ։ൃ଎౓Ͱ Կഒʹ΋ͳͬͯฦͬͯ͘Δ ʮAIʹ೚͚ͤͨͲख໭ΓͩΒ͚ʯ ʮϨϏϡʔʹ͕͔͔࣌ؒΔʯ ʮ݁ہࣗ෼Ͱ௚͢ํ͕ૣ͍ʯ → ʮAIͷग़ྗ͕ͦͷ··ApproveͰ͖Δʯ ʮ1೔தಈ͖ଓ͚ΔίʔσΟϯάAIʯ ʮ։ൃ଎౓͕ඇ࿈ଓʹมΘΔʯ Before After
29. Copyright © ONE CAREER Inc. All Rights Reserved. ·ͱΊ 29 ·ͱΊɿϋʔωεઃܭͷצॴ 01 ࠷ॳͷઃܭ߹ҙ͕શͯΛܾΊΔ σʔλιʔεɾείʔϓɾϏδωε൑அΛνέοτىථ࣌ʹ߹ҙ͢ΔɻAI͔ਓ͔ؒ͸ؔ܎ͳ͍ɻ 02 ApproveͰ͖ΔΫΦϦςΟͰఆٛ͢Δ ίʔυࢀরઌɾςετج४ɾېࢭૢ࡞Λ໌จԽ͢Δɻʮ͍͍ײ͡ʹʯ͸ઃܭͷ์غɻ 03 ϑΟʔυόοΫΛϋʔωεʹؐݩ͠ଓ͚Δ ख໭Γ = ϋʔωεͷઃܭෆ଍ɻClaude.md / Skills ʹೖΕͯҰൃͰग़ͤΔΑ͏ʹͳΔ·Ͱຏ͘ɻ ͜͜·Ͱ͕ϋʔωεΤϯδχΞϦϯάͷ୉ޣຯ
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