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҉ԻͰܗࣜʹ͠Α͏ɻ
Իೖྗ͕ੜΈग़͢৽ͨͳੜAIͷՁʹ͍ͭͯ
2025/04/23ɹגࣜձࣾϫϯΩϟϦΞ ߴࠜ ޫี
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ONE CAREER Inc .
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ࣗݾհ
Career
झຯ
ͻͱ͜ͱ
2
ߴࠜ ޫี
σʔλνʔϜςοΫϦʔυ
݉ੜAIਪਐ୲
2023 ϫϯΩϟϦΞʹ৽ଔೖࣾɺ৽نࣄۀ্ཱͪ͛ɺ
AIϓϩμΫτʮबτϨʯ։ൃऀͳͲΛ୲ɻ
։ൃɺήʔϜ(Apex)ɺϒϨʔυαʔόʔӡ༻(12U)
ͻͨ͢Βίʔυॻ͘ͷ͕େ͖ͳਓؒͰ͢ɻ
࠷ۙ20k contrib in a year ୡ͠·ͨ͠ɻ
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● ϫϯΩϟϦΞͬͯͲΜͳձࣾʁ
● ͡Ίʹ
● ࢦ͖࢟͢
● AIπʔϧʹΑΔղܾࡦ
● ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ
● ·ͱΊ
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MISSION
ਓͷ͚ͩɺ
ΩϟϦΞΛͭ͘Δɻ
ࢲͨͪϫϯΩϟϦΞʮਓͷ͚ͩɺΩϟϦΞΛͭ͘ΔɻʯΛϛογϣϯʹܝ͛ɺ
ݸਓɾاۀ͕ࣄબͼʹؔ͢Δ͋ΒΏΔσʔλΛར༻Ͱ͖ΔϓϥοτϑΥʔϜͱͯ͠3ͭͷαʔϏεΛల։͓ͯ͠Γ·͢ɻ
- ͡ΊͯͷΩϟϦΞΛબͿɺब׆αΠτʮONE CAREERʯ
- ࣍ͷΩϟϦΞ͕ݟ͑Δɺస৬αΠτʮONE CAREER PLUSʯ
- ࠾༻׆ಈͷDX1(σδλϧτϥϯεϑΥʔϝʔγϣϯ)ਪਐΛࢧԉ͢ΔʮONE CAREER CLOUDʯ
ଟ͘ͷਓʹͱͬͯࣄਓੜͰ࠷࣌ؒΛࢿ͢ΔରͰ͋ΔʹؔΘΒͣɺ
ࣄબͼʹؔͯ͠ҙࢥܾఆͷج४ͱͳΔΑ͏ͳσʔλ͕গͳ͘ɺ͍·ͩʹब৬͔ͯ͠Βޙչ͢Δਓ͕ޙΛઈͨͳ͍ঢ়گͰ͢ɻ
ࢲͨͪɺͯ͢ͷݸਓͷΩϟϦΞʹ͖߹͍ɺΩϟϦΞσʔλΛूΊɺଟ༷Խ͢Δੈͷதʹ͓͍ͯࣄબͼͱ࠾༻׆ಈΛΞοϓσʔτ͍͖ͯ͠·͢ɻ
1. DX:اۀ׆ಈʹσʔλͱσδλϧٕज़Λ׆༻͢Δ͜ͱͰɺϏδωεϞσϧۀɺαʔϏεͳͲΛมֵ͠ɺڝ૪্ͷ༏ҐੑΛཱ֬͢Δ͜ͱ
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தظͷઓུ
ϫϯΩϟϦΞɺࣄબͼʹؔ͢Δ͋ΒΏΔσʔλΛऩू͠ɺͯ͢ͷεςʔΫϗϧμʔ͕σʔλΛར༻Ͱ͖Δ
ϓϥοτϑΥʔϜΛͭ͘Δ͜ͱͰɺະདྷʹΘͨͬͯਓʑ͕ଟ༷ͳಇ͖ํΛଚॏͰ͖ΔࣾձΛਪਐɻ
ΩϟϦΞϓϥοτϑΥʔϜ
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ͲΜͳαʔϏεΛఏڙ͍ͯ͠Δ͔ʁ
6
ΩϟϦΞબͼΛࢧԉ͢Δଟ༷ͳαʔϏεΛల։
1. த్࠾༻ͷސ٬͚αʔϏεਓࡐհɺϝσΟΞαʔϏεΛఏڙɻ
͜Ε·ͰՄࢹԽ͞Ε͍ͯͳ͔ͬͨʮΩϟϦΞσʔλʯΛ׆༻͠ɺब৬ɾ࠾༻ͷҙࢥܾఆΛαϙʔτɻ
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● ϫϯΩϟϦΞͬͯͲΜͳձࣾʁ
● ͡Ίʹ
● ࢦ͖࢟͢
● AIπʔϧʹΑΔղܾࡦ
● ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ
● ·ͱΊ
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͡Ίʹ
8
ใ͕·ͱ·͓ͬͯΒͣɺۀ͕ਐ·ͣʹࠔͬͨܦݧͳ͍Ͱ͔͢ʁ
ϓϩδΣΫτͷઃܭഎܠ͕ه͞Ε͓ͯΒͣ
վमͷํܾఆʹ౿Έͯ͠͠·ͬͨ...
ϨΨγʔγεςϜͷ༷͕அยతʹ͔͓ͬͯ͠Βͣɺ
ௐࠪʹԿिؒඅͯ͠͠·ͬͨ...
ʰ͋ɺͦΕSlackͷաڈϩάʹॻ͍ͯ͋ΔΑʱ
ͱݴΘΕ͕ͨɺݕࡧͯ͠ݟ͔ͭΒͣ
݁ہઆ໌ͯ͠Βͬͨ...
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͡Ίʹ
9
Α͋͘Γ͕ͪͳύλʔϯ
● ใ͕·ͱ·͍ͬͯͳ͍࣌ʮਓʹڭΘΔʯͱ͍͏બࢶΛબͼ͕ͪ
○ ͨͩɺͦΕͩͱਓ͔Βڭ͑ͯΒ͏͜ͱͰ͔͕͠Ͱ͖ͣɺࣗతͳ͕͍͠
্࢘ʹ૬ஊɾઌഐʹ࣭
ͯ͠ڭ͑ͯΒ͏
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͡Ίʹ
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ͳͥɺͦͦਓʹڭΘΔͱ͍͏બࢶʹͳͬͯ͠·͏ʁ
● ܗࣜʢจষɺਤදͳͲͰ୭͕ݟ͑Δࣝʣʹͳ͍ͬͯͳ͍͔Β
○ ਓʹڭΘΔ͜ͱ͕ѱͰͳ͍͕ɺࣗͰղܾͰ͖ΔͳΒͦͷํ͕ૣ͍
○ ܗࣜʹ͞ͳ͍ਓ͕ѱ͍ͱ͍͏͋Δ͔͠Εͳ͍͕ɺ
৫͕εέʔϧ͍ͯ͠ΔλΠϛϯάͰܗࣜʹஔ͖Θ͍ͬͯͳ͍͜ͱଟʑ͋Δ
ܗࣜ
҉
ݟ͍͑ͯΔࣝ
ݴ༿ʹͳ͍ͬͯͳ͍ࣝ
͍ͯ͠Δࣝ
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● ϫϯΩϟϦΞͬͯͲΜͳձࣾʁ
● ͡Ίʹ
● ࢦ͖࢟͢
● AIπʔϧʹΑΔղܾࡦ
● ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ
● ·ͱΊ
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ࢦ͖࢟͢
12
ࣗతʹֶͼɺࣗવͱ৫ͷֶͼʹม͢Δ͜ͱ
● ϋΠύϑΥʔϚʔͳΤϯδχΞͱ
○ ࣗతʹաڈͷ҉͔ΒֶΜͰɺকདྷͷͨΊͷܗࣜͱͳΔΞηοτΛͤΔΤϯδχΞ
● ҉→ܗࣜʹஔ͖͑Δ͜ͱͰಘΒΕΔϝϦοτ
○ ݸਓɿࣗతͳղܾೳྗͷ্
○ ৫ɿ৫શମͷۀੜ࢈ੑ্
ม
աڈͷ҉
ʢݸਓʹݶఆ͞Εͯ͠·͏ʣ
কདྷͷܗࣜ
ʢ৫શମʹ͛ΒΕΔʣ
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҉→ܗࣜͷมΛ
AIπʔϧͰαϙʔτ͠·͢ʂ
13
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● ࣭͔Βࣗવͱඞཁͳ҉ΛҾ͖ग़ͯ͠ܗࣜʹม͠ɺֶͼͷΞηοτΛग़
ԻͰฉ͔Ε࣭ͨʹର͠AI AgentͰճΛੜɺͦͷޙυΩϡϝϯτԽ͢Δ
AIπʔϧʹΑΔղܾࡦ
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ΤϯδχΞ
ใ͕·ͱ·͓ͬͯΒͣ
ࠔ͍ͬͯΔ͜ͱΛ࣭
Իೝࣝ
ΤϯδχΞ͔Βͷ
࣭ʢԻʣΛ
ςΩετʹม
AI Agent
ςΩετΛղऍ͠
ߏԽυΩϡϝϯτΛ࡞
มྃ
υΩϡϝϯτԽ͞Ε
ܗࣜͱͯ͠ͷΞηοτʹ
ʮ͚ͩ͢ʯͱ͍͏ϋʔυϧͷ͞Ͱม͍͢͠ঢ়ଶʹ
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AI Agent Cursor ͷಛ
AIπʔϧʹΑΔղܾࡦ
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● ίʔσΟϯάɾίϚϯυ࣮ߦɾϓϩδΣΫτͷϑΝΠϧ୳ࡧɾMCPʹରԠ
● ClineͱҟͳΓɺCursorଆ͕ܖ͍ͯ͠ΔϞσϧΛར༻ՄೳͳͨΊൺֱత҆ఆˍ҆ՁͰར༻Ͱ͖Δ
● Codebaseػೳ͕༏लͰɺଟ͘ͷϑΝΠϧΛࢀরՄೳ
⇧CursorͰҰʹෳϑΝΠϧΛಡΈࠐΉ͕ɺCline1ϑΝΠϧ͝ͱʹಡΈࠐΜͰ͍Δ
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AIԻೖྗΞϓϦsuperwhisper ͷಛ
AIπʔϧʹΑΔղܾࡦ
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● ԻೝࣝϞσϧWhisperͱLLM͕౷߹͞ΕͨαʔϏε
● ΩʔϘʔυೖྗͷΘΓʹԻೖྗͰޮΑ͘ೖྗՄೳ
● ैདྷͷԻೝࣝͱҟͳΓɺೖྗͨ͠ԻΛLLM͕मਖ਼͠ग़ྗʢϨεϙϯεɾਫ਼ͱʹྑʣ
→ ͜ͷΈʹΑΓɺԻೖྗͷར༻෯͕͕ͬͨ
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ิɿैདྷAIπʔϧ ͱ superwhisper ΛΈ߹ΘΔ͜ͱͷϝϦοτ
AIπʔϧʹΑΔղܾࡦ
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● LLMͷಛͰ͋ΔʮΓݴ༿Ͱґཔ͢Δͱਫ਼্͕͕Δʯͱ͍͏Ͱ૬ੑ͕ྑ͍
● Thinking Modelʢclaude 3.7 sonnetͳͲʣΛΈ߹ΘͤΔ͜ͱͰɺ
खॱߟҊͯ͘͠ΕΔΑ͏ʹͳΓ ৄࡉʹϓϩϯϓτΛΉඞཁ͕ͳ͍
→ ҉͔ΒܗࣜͷมΛΑΓޮతʹ͜ͳ͢͜ͱ͕Ͱ͖Δʂ
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● ϫϯΩϟϦΞͬͯͲΜͳձࣾʁ
● ͡Ίʹ
● ࢦ͖࢟͢
● AIπʔϧʹΑΔղܾࡦ
● ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ
● ·ͱΊ
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σϞɿ৽ೖࣾһͷΦϯϘʔσΟϯά
ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ
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खॱ
1. Θ͔Βͳ͍ʢٕज़ελοΫʣΛAIʹ࣭
2. CursorͷCodebaseػೳʹΑΓϑΝΠϧΛࢀর
3. ࢀরΛͱʹ࣭ʹର͢ΔճΛੜ
4. ࠓճͷࢀরʙճΛͱʹυΩϡϝϯτΛ࡞
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● ఆྔ໘ɿ৽ଔϝϯόʔͷ্ཱ͕ͪΓ
○ Before
■ 1ϲ݄ఔ
○ After
■ 1͔ΒλεΫΛ͜ͳͤΔΑ͏ʹ
● ఆੑ໘ɿ৽ଔϝϯόʔ͔Βͷఆੑ໘ͷ
○ ଞͷAIπʔϧͩͱใ͕࿙Ε͕͕ͪͩɺCursorཏతʹΩϟονΞοϓͰ͖Δ
○ ίʔυͷҙਤΛ࣮ऀ͔Βฉ͔ͳͯ͘ྑ͘ͳͬͨ
ʢ΄΅࣮ऀ͔Βฉ͍͍ͯΔΑ͏ͳঢ়ଶʣ
ΦϯϘʔσΟϯά࣌ͷ্ཱ͕ͪΓ͕վળ͞Εͨ
ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ
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● ϫϯΩϟϦΞͬͯͲΜͳձࣾʁ
● ͡Ίʹ
● ࢦ͖࢟͢
● AIπʔϧʹΑΔղܾࡦ
● ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ
● ·ͱΊ
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·ͱΊ
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҉͔Βܗࣜͷมɺݸਓɾ৫ํʹͱֶͬͯͼͱͳΔ
● ͨͩɺී௨ʹΔͷಉظతͳίϛϡχέʔγϣϯͰ͕͔͔࣌ؒΔ
● AI૬खʹͯ͠͏·͘׆༻͢Δ͜ͱͰɺཱࣗతʹ҉Λܗࣜʹม͢Δ͜ͱ͕Ͱ͖Δ
ɹɹ→ ͜ΕͰֶͼۀͷΛՃ͍ͯ͘͠ͷ͕͓͢͢Ίʂ
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ࣾษڧձʹΑΔੜAIϦςϥγʔڧԽϓϩάϥϜ࣮ࢪ
ࢀߟɿϦεΫͷରॲʹ͍ͭͯ
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● ੜAIϦςϥγʔͷ͞ʹΑΔʮղऍͤͣʹͬͯ͠·͏ϦεΫʯΛ১͢ΔͨΊɺ
ࣾษڧձʮੜAIϚελʔձʯࢪࡦΛ࣮ࢪ
● ษڧձͷޮՌͰɺϝϯόʔ͕ʮϦεΫΛཧղͨ͠͏͑Ͱޮతʹ͍͜ͳͤΔʯέʔε૿Ճ
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ΤϯδχΞ৫ͰͷੜAI׆༻ํ๏ɺͪ͜ΒͷࢿྉͰ·ͱΊ͍ͯ·͢
ࢀߟɿͦͷଞͷੜAI׆༻ʹ͍ͭͯ
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https://speakerdeck.com/onecareer_tech/how-has-the-engineering-organization-changed-with-the-use-of-generative-ai-what-why-and-how-from-successful-companies
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We are hiring!
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XɺnoteɺEntranceBookͰใΛൃ৴த 🚀 ڵຯͷ͋Δํͥͻʂ