暗黙知は音声で形式知にしよう。 音声入力が生み出す新たな生成AIの価値について/Let's turn tacit knowledge into explicit knowledge through voice. The value of new generative AI created by voice input

テックリードの高根沢が、「D-Plus Tokyo #13 これからどうする？生成AIによって変わるエンジニアの学び方」で発表した際の資料となります。

イベントURL：
https://d-plus.connpass.com/event/351823/

Transcript

1. ҉໧஌͸Ի੠Ͱܗࣜ஌ʹ͠Α͏ɻ Ի੠ೖྗ͕ੜΈग़͢৽ͨͳੜ੒AIͷՁ஋ʹ͍ͭͯ 2025/04/23ɹגࣜձࣾϫϯΩϟϦΞ ߴࠜ୔ ޫี
2. ONE CAREER Inc . Copyright © ONE CAREER Inc. All Rights Reserved. ࣗݾ঺հ Career झຯ ͻͱ͜ͱ 2 ߴࠜ୔ ޫี σʔλνʔϜςοΫϦʔυ ݉ੜ੒AIਪਐ୲౰ 2023೥ ϫϯΩϟϦΞʹ৽ଔೖࣾɺ৽نࣄۀ্ཱͪ͛ɺ AIϓϩμΫτʮबτϨʯ։ൃ੹೚ऀͳͲΛ୲౰ɻ ։ൃɺήʔϜ(Apex)ɺϒϨʔυαʔόʔӡ༻(12U) ͻͨ͢Βίʔυॻ͘ͷ͕େ޷͖ͳਓؒͰ͢ɻ ࠷ۙ20k contrib in a year ୡ੒͠·ͨ͠ɻ
3. Copyright © ONE CAREER Inc. All Rights Reserved. ໨࣍ 3 • ϫϯΩϟϦΞͬͯͲΜͳձࣾʁ • ͸͡Ίʹ • ໨ࢦ͢΂͖࢟ • AIπʔϧʹΑΔղܾࡦ • ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ • ·ͱΊ
4. Copyright © ONE CAREER Inc. MISSION ਓͷ਺͚ͩɺ ΩϟϦΞΛͭ͘Δɻ ࢲͨͪϫϯΩϟϦΞ͸ʮਓͷ਺͚ͩɺΩϟϦΞΛͭ͘ΔɻʯΛϛογϣϯʹܝ͛ɺ ݸਓɾاۀ͕࢓ࣄબͼʹؔ͢Δ͋ΒΏΔσʔλΛར༻Ͱ͖ΔϓϥοτϑΥʔϜͱͯ͠3ͭͷαʔϏεΛల։͓ͯ͠Γ·͢ɻ - ͸͡ΊͯͷΩϟϦΞΛબͿɺब׆αΠτʮONE CAREERʯ - ࣍ͷΩϟϦΞ͕ݟ͑Δɺస৬αΠτʮONE CAREER PLUSʯ - ࠾༻׆ಈͷDX1(σδλϧτϥϯεϑΥʔϝʔγϣϯ)ਪਐΛࢧԉ͢ΔʮONE CAREER CLOUDʯ ଟ͘ͷਓʹͱͬͯ࢓ࣄ͸ਓੜͰ࠷΋࣌ؒΛ౤ࢿ͢Δର৅Ͱ͋Δʹ΋ؔΘΒͣɺ ࢓ࣄબͼʹؔͯ͠͸ҙࢥܾఆͷج४ͱͳΔΑ͏ͳσʔλ͕গͳ͘ɺ͍·ͩʹब৬͔ͯ͠Βޙչ͢Δਓ͕ޙΛઈͨͳ͍ঢ়گͰ͢ɻ ࢲͨͪ͸ɺ͢΂ͯͷݸਓͷΩϟϦΞʹ޲͖߹͍ɺΩϟϦΞσʔλΛूΊɺଟ༷Խ͢Δੈͷதʹ͓͍ͯ࢓ࣄબͼͱ࠾༻׆ಈΛΞοϓσʔτ͍͖ͯ͠·͢ɻ 1. DX:اۀ׆ಈʹσʔλͱσδλϧٕज़Λ׆༻͢Δ͜ͱͰɺϏδωεϞσϧ΍ۀ຿ɺαʔϏεͳͲΛมֵ͠ɺڝ૪্ͷ༏ҐੑΛཱ֬͢Δ͜ͱ
5. Copyright © ONE CAREER Inc. த௕ظͷઓུ ϫϯΩϟϦΞ͸ɺ࢓ࣄબͼʹؔ͢Δ͋ΒΏΔσʔλΛऩू͠ɺ͢΂ͯͷεςʔΫϗϧμʔ͕σʔλΛར༻Ͱ͖Δ ϓϥοτϑΥʔϜΛͭ͘Δ͜ͱͰɺະདྷʹΘͨͬͯਓʑ͕ଟ༷ͳಇ͖ํΛଚॏͰ͖ΔࣾձΛਪਐɻ ΩϟϦΞϓϥοτϑΥʔϜ
6. Copyright © ONE CAREER Inc. All Rights Reserved. ͲΜͳαʔϏεΛఏڙ͍ͯ͠Δ͔ʁ 6 ΩϟϦΞબͼΛࢧԉ͢Δଟ༷ͳαʔϏεΛల։ 1. த్࠾༻ͷސ٬޲͚αʔϏε͸ਓࡐ঺հɺϝσΟΞαʔϏε౳Λఏڙɻ ͜Ε·ͰՄࢹԽ͞Ε͍ͯͳ͔ͬͨʮΩϟϦΞσʔλʯΛ׆༻͠ɺब৬ɾ࠾༻ͷҙࢥܾఆΛαϙʔτɻ
7. Copyright © ONE CAREER Inc. All Rights Reserved. ໨࣍ 7 • ϫϯΩϟϦΞͬͯͲΜͳձࣾʁ • ͸͡Ίʹ • ໨ࢦ͢΂͖࢟ • AIπʔϧʹΑΔղܾࡦ • ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ • ·ͱΊ
8. Copyright © ONE CAREER Inc. All Rights Reserved. ͸͡Ίʹ 8 ৘ใ͕·ͱ·͓ͬͯΒͣɺۀ຿͕ਐ·ͣʹࠔͬͨܦݧ͸ͳ͍Ͱ͔͢ʁ ϓϩδΣΫτͷઃܭഎܠ͕ه࿥͞Ε͓ͯΒͣ վमͷํ਑ܾఆʹ਺೔଍౿Έͯ͠͠·ͬͨ... ϨΨγʔγεςϜͷ࢓༷͕அยతʹ͔͠࢒͓ͬͯΒͣɺ ௐࠪʹԿिؒ΋අ΍ͯ͠͠·ͬͨ... ʰ͋ɺͦΕ͸Slackͷաڈϩάʹॻ͍ͯ͋ΔΑʱ ͱݴΘΕ͕ͨɺݕࡧͯ͠΋ݟ͔ͭΒͣ ݁ہ௚઀આ໌ͯ͠΋Βͬͨ...
9. Copyright © ONE CAREER Inc. All Rights Reserved. ͸͡Ίʹ 9 Α͋͘Γ͕ͪͳύλʔϯ • ৘ใ͕·ͱ·͍ͬͯͳ͍࣌ʮਓʹڭΘΔʯͱ͍͏બ୒ࢶΛબͼ͕ͪ ◦ ͨͩɺͦΕͩͱਓ͔Βڭ͑ͯ΋Β͏͜ͱͰ͔͠੒௕͕Ͱ͖ͣɺࣗ཯తͳ੒௕͕೉͍͠ ্࢘ʹ૬ஊɾઌഐʹ࣭໰ ͯ͠ڭ͑ͯ΋Β͏
10. Copyright © ONE CAREER Inc. All Rights Reserved. ͸͡Ίʹ 10 ͳͥɺͦ΋ͦ΋ਓʹڭΘΔͱ͍͏બ୒ࢶʹͳͬͯ͠·͏ʁ • ܗࣜ஌ʢจষɺਤදͳͲͰ୭΋͕ݟ͑Δ஌ࣝʣʹͳ͍ͬͯͳ͍͔Β ◦ ਓʹڭΘΔ͜ͱ͕ѱͰ͸ͳ͍͕ɺࣗ෼ͰղܾͰ͖ΔͳΒͦͷํ͕ૣ͍ ◦ ܗࣜ஌ʹ࢒͞ͳ͍ਓ͕ѱ͍ͱ͍͏࿩΋͋Δ͔΋͠Εͳ͍͕ɺ ૊৫͕εέʔϧ͍ͯ͠ΔλΠϛϯάͰ͸ܗࣜ஌ʹஔ͖׵Θ͍ͬͯͳ͍͜ͱ΋ଟʑ͋Δ ܗࣜ஌ ҉໧஌ ݟ͍͑ͯΔ஌ࣝ ݴ༿ʹͳ͍ͬͯͳ͍஌ࣝ ΋΍΋΍͍ͯ͠Δ஌ࣝ
11. Copyright © ONE CAREER Inc. All Rights Reserved. ໨࣍ 11 • ϫϯΩϟϦΞͬͯͲΜͳձࣾʁ • ͸͡Ίʹ • ໨ࢦ͢΂͖࢟ • AIπʔϧʹΑΔղܾࡦ • ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ • ·ͱΊ
12. Copyright © ONE CAREER Inc. All Rights Reserved. ໨ࢦ͢΂͖࢟ 12 ࣗ཯తʹֶͼɺࣗવͱ૊৫ͷֶͼʹ΋ม׵͢Δ͜ͱ • ϋΠύϑΥʔϚʔͳΤϯδχΞͱ͸ ◦ ࣗ཯తʹաڈͷ҉໧஌͔ΒֶΜͰɺকདྷͷͨΊͷܗࣜ஌ͱͳΔΞηοτΛ࢒ͤΔΤϯδχΞ • ҉໧஌→ܗࣜ஌ʹஔ͖׵͑Δ͜ͱͰಘΒΕΔϝϦοτ ◦ ݸਓɿࣗ཯తͳ໰୊ղܾೳྗͷ޲্ ◦ ૊৫ɿ૊৫શମͷۀ຿ੜ࢈ੑ޲্ ม׵ աڈͷ҉໧஌ ʢݸਓʹݶఆ͞Εͯ͠·͏ʣ কདྷͷܗࣜ஌ ʢ૊৫શମʹ޿͛ΒΕΔʣ
13. Copyright © ONE CAREER Inc. All Rights Reserved. ҉໧஌→ܗࣜ஌ͷม׵Λ AIπʔϧͰαϙʔτ͠·͢ʂ 13
14. Copyright © ONE CAREER Inc. All Rights Reserved. • ࣭໰͔Βࣗવͱඞཁͳ҉໧஌ΛҾ͖ग़ͯ͠ܗࣜ஌ʹม׵͠ɺֶͼͷΞηοτΛ૑ग़ Ի੠Ͱฉ͔Ε࣭ͨ໰ʹର͠AI AgentͰճ౴Λੜ੒ɺͦͷޙυΩϡϝϯτԽ͢Δ AIπʔϧʹΑΔղܾࡦ 14 ΤϯδχΞ ৘ใ͕·ͱ·͓ͬͯΒͣ ࠔ͍ͬͯΔ͜ͱΛ࣭໰ Ի੠ೝࣝ ΤϯδχΞ͔Βͷ ࣭໰ʢԻ੠ʣΛ ςΩετʹม׵ AI Agent ςΩετΛղऍ͠ ߏ଄ԽυΩϡϝϯτΛ࡞੒ ม׵׬ྃ υΩϡϝϯτԽ͞Ε ܗࣜ஌ͱͯ͠ͷΞηοτʹ ʮ࿩͚ͩ͢ʯͱ͍͏ϋʔυϧͷ௿͞Ͱม׵͠΍͍͢ঢ়ଶʹ
15. Copyright © ONE CAREER Inc. All Rights Reserved. AI Agent Cursor ͷಛ௃ AIπʔϧʹΑΔղܾࡦ 15 • ίʔσΟϯάɾίϚϯυ࣮ߦɾϓϩδΣΫτ಺ͷϑΝΠϧ୳ࡧɾMCPʹରԠ • Clineͱ͸ҟͳΓɺCursorଆ͕ܖ໿͍ͯ͠ΔϞσϧΛར༻ՄೳͳͨΊൺֱత҆ఆˍ҆ՁͰར༻Ͱ͖Δ • Codebaseػೳ͕༏लͰɺଟ͘ͷϑΝΠϧΛࢀরՄೳ ⇧CursorͰ͸Ұ౓ʹෳ਺ϑΝΠϧΛಡΈࠐΉ͕ɺCline͸1ϑΝΠϧ͝ͱʹಡΈࠐΜͰ͍Δ
16. Copyright © ONE CAREER Inc. All Rights Reserved. AIԻ੠ೖྗΞϓϦsuperwhisper ͷಛ௃ AIπʔϧʹΑΔղܾࡦ 16 • Ի੠ೝࣝϞσϧWhisperͱLLM͕౷߹͞ΕͨαʔϏε • ΩʔϘʔυೖྗͷ୅ΘΓʹԻ੠ೖྗͰޮ཰Α͘ೖྗՄೳ • ैདྷͷԻ੠ೝࣝͱҟͳΓɺೖྗͨ͠Ի੠ΛLLM͕मਖ਼͠ग़ྗʢϨεϙϯεɾਫ਼౓ͱ΋ʹྑ޷ʣ → ͜ͷ࢓૊ΈʹΑΓɺԻ੠ೖྗͷར༻෯͕޿͕ͬͨ
17. Copyright © ONE CAREER Inc. All Rights Reserved. ิ଍ɿैདྷAIπʔϧ ͱ superwhisper Λ૊Έ߹ΘΔ͜ͱͷϝϦοτ AIπʔϧʹΑΔղܾࡦ 17 • LLMͷಛ௃Ͱ͋Δʮ஻Γݴ༿Ͱґཔ͢Δͱਫ਼౓্͕͕Δʯͱ͍͏఺Ͱ૬ੑ͕ྑ͍ • Thinking Modelʢclaude 3.7 sonnetͳͲʣΛ૊Έ߹ΘͤΔ͜ͱͰɺ खॱ΋ߟҊͯ͘͠ΕΔΑ͏ʹͳΓ ৄࡉʹϓϩϯϓτΛ૊Ήඞཁ͕ͳ͍ → ҉໧஌͔Βܗࣜ஌΁ͷม׵ΛΑΓޮ཰తʹ͜ͳ͢͜ͱ͕Ͱ͖Δʂ
18. Copyright © ONE CAREER Inc. All Rights Reserved. ໨࣍ 18 • ϫϯΩϟϦΞͬͯͲΜͳձࣾʁ • ͸͡Ίʹ • ໨ࢦ͢΂͖࢟ • AIπʔϧʹΑΔղܾࡦ • ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ • ·ͱΊ
19. Copyright © ONE CAREER Inc. All Rights Reserved. σϞɿ৽ೖࣾһͷΦϯϘʔσΟϯά ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ 19 खॱ 1. Θ͔Βͳ͍఺ʢٕज़ελοΫʣΛAIʹ࣭໰ 2. CursorͷCodebaseػೳʹΑΓϑΝΠϧΛࢀর 3. ࢀরΛ΋ͱʹ࣭໰ʹର͢Δճ౴Λੜ੒ 4. ࠓճͷࢀরʙճ౴Λ΋ͱʹυΩϡϝϯτΛ࡞੒
20. Copyright © ONE CAREER Inc. All Rights Reserved. • ఆྔ໘ɿ৽ଔϝϯόʔͷ্ཱ͕ͪΓ଎౓ ◦ Before ▪ 1ϲ݄ఔ౓ ◦ After ▪ 1೔໨͔ΒλεΫΛ͜ͳͤΔΑ͏ʹ • ఆੑ໘ɿ৽ଔϝϯόʔ͔Βͷఆੑ໘ͷ੠ ◦ ଞͷAIπʔϧͩͱ৘ใ͕࿙Ε͕͕ͪͩɺCursor͸໢ཏతʹΩϟονΞοϓͰ͖Δ ◦ ίʔυͷҙਤΛ࣮૷ऀ͔Βฉ͔ͳͯ͘΋ྑ͘ͳͬͨ ʢ΄΅࣮૷ऀ͔Βฉ͍͍ͯΔΑ͏ͳঢ়ଶʣ ΦϯϘʔσΟϯά࣌ͷ্ཱ͕ͪΓ଎౓͕վળ͞Εͨ ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ 20
21. Copyright © ONE CAREER Inc. All Rights Reserved. ໨࣍ 21 • ϫϯΩϟϦΞͬͯͲΜͳձࣾʁ • ͸͡Ίʹ • ໨ࢦ͢΂͖࢟ • AIπʔϧʹΑΔղܾࡦ • ϫϯΩϟϦΞͰͷ࣮ྫͱޮՌ • ·ͱΊ
22. Copyright © ONE CAREER Inc. All Rights Reserved. ·ͱΊ 22 ҉໧஌͔Βܗࣜ஌ͷม׵͸ɺݸਓɾ૊৫૒ํʹͱֶͬͯͼͱͳΔ • ͨͩɺී௨ʹ΍Δͷ͸ಉظతͳίϛϡχέʔγϣϯͰ͕͔͔࣌ؒΔ • AI૬खʹ࿩ͯ͠͏·͘׆༻͢Δ͜ͱͰɺཱࣗతʹ҉໧஌Λܗࣜ஌ʹม׵͢Δ͜ͱ͕Ͱ͖Δ ɹɹ→ ͜ΕͰֶͼ΍ۀ຿ͷ଎౓ΛՃ଎͍ͯ͘͠ͷ͕͓͢͢Ίʂ
23. Copyright © ONE CAREER Inc. All Rights Reserved. ࣾ಺ษڧձʹΑΔੜ੒AIϦςϥγʔڧԽϓϩάϥϜ΋࣮ࢪ ࢀߟɿϦεΫ΁ͷରॲʹ͍ͭͯ 23 • ੜ੒AIϦςϥγʔͷ௿͞ʹΑΔʮղऍͤͣʹ࢖ͬͯ͠·͏ϦεΫʯΛ෷১͢ΔͨΊɺ ࣾ಺ษڧձʮੜ੒AIϚελʔձʯࢪࡦΛ࣮ࢪ • ษڧձͷޮՌͰɺϝϯόʔ͕ʮϦεΫΛཧղͨ͠͏͑Ͱޮ཰తʹ࢖͍͜ͳͤΔʯέʔε΋૿Ճ
24. Copyright © ONE CAREER Inc. All Rights Reserved. ΤϯδχΞ૊৫Ͱͷੜ੒AI׆༻ํ๏͸ɺͪ͜ΒͷࢿྉͰ·ͱΊ͍ͯ·͢ ࢀߟɿͦͷଞͷੜ੒AI׆༻ʹ͍ͭͯ 24 https://speakerdeck.com/onecareer_tech/how-has-the-engineering-organization-changed-with-the-use-of-generative-ai-what-why-and-how-from-successful-companies
25. Copyright © ONE CAREER Inc. All Rights Reserved. We are hiring! 25
26. Copyright © ONE CAREER Inc. All Rights Reserved. XɺnoteɺEntranceBookͰ৘ใΛൃ৴த 🚀 ڵຯͷ͋Δํ͸ͥͻʂ