AI とデジタルトランスフォーメーション / AI and Digital Transformation

2025年11月5日(水)、早稲田大学から配信を行った MBA Essentials 2025 <総合コース> 秋 第5回で使用したスライドです。

Transcript

1. “A Sunday Afternoon on the Island of La Grande Jatte” and “Bathers at Asni` eres” melting into one future, generated by Stable Diffusion XL Beta MBA Essentials 2025 < > 5 AI ( ) AI — 2025-11-05 – p.1/42
2. 2 AI : Stable Diffusion XL Beta ( Stable Image Ultra) → 19 AI → AI — 2025-11-05 – p.2/42
3. (DX) 180 — AI AI ⇒ AI AI ⇒ AI — 2025-11-05 – p.3/42
4. ( ) ( ) ( ) 1993 ( ) 2006 ( ) SFC 25 P2P (Peer-to-Peer) 2011 ( ) 2018 2019 VR 2022.3 2023 AI VR&RPG 2023.5 “Don’t Be So Serious” 2023 2024 AI( ) 2024 “ALOHA FROM HAWAII” 2024 AI( ) 2025 (Live and Let Think) 2025 Secret Vision Institute ( ) 2025 GWeeeeeeK !! 2025 SuuuuuuMMeR !! → ( ) AI — 2025-11-05 – p.4/42
5. (2024∼2025) 2025 (Live and Let Think) 2024 AI( ) ( ) (Raspberry Pi 4B) “Open Interpreter” 5cm AI https://github.com/ks91/Freenove_Dog 2025 (Live and Let Think) “01” https://github.com/ks91/01 AI — 2025-11-05 – p.5/42
6. (2025) 2025 GWeeeeeeK !! 2025 GWeeeeeeK !! (6 ) “01” Vibe Coding X (ex. ) A (ex. ) A . . . X . . . AGI 2025 SuuuuuuMMeR !! A + AI — 2025-11-05 – p.6/42
7. ( ) ( ) AI — 2025-11-05 – p.7/42
8. ( ) ϩϘοτ ਓؒ 
   -JHIU ਓؒ 
   ·ͩ  େ೴ αʔόʔ খ೴ Ի੠Ͱ΍ΓͱΓ ΫϥΠΞϯτ ͭͳ͗ Ϟʔλʔ΍ηϯαʔ جຊ ࢦྩ ͍·ɺ͋ͳͨͷ೴ʹ ௚઀࿩͔͚͍ͯ͠·͢ ϩϘοτ ΞʔϜͰ͸ ͍ͬ͠ΐ ͨ͘ ϩ Ϙ ỽ τ ͷ छ ྨ ͝ ͱ ʹ ҟ ͳ Δ HQUPSFBMUJNFQSFWJFX HQUPNJOJ 01 OpenAI GPT-4o-realtime-preview GPT-4o-mini ( ) (2025 8 ) AI — 2025-11-05 – p.8/42
9. . . . (↑ ) ( ) . . . ( GB 90 ) AI → → (← ) → AI — 2025-11-05 – p.9/42
10. ChatGPT LLM (Large Language Model) AGI (Artificial General Intelligence) AI — 2025-11-05 – p.10/42
11. AI — 2025-11-05 – p.11/42
12. a ( ) 10 a : 1 ( ) AI — 2025-11-05 – p.12/42
13. : Marshall McLuhan and Eric McLuhan, Laws of Media: The New Science. University of Toronto Press, 1992. ( , , , NTT , 2002) AI — 2025-11-05 – p.13/42
14. = R. Buckminster Fuller, Operating Manual for Spaceship Earth. Southern Illinois University Press, 1969. ( , , , 2000) ⇒ { ( ) ( ) } = a ( : ChatGPT ) a : ( )AI AI — 2025-11-05 – p.14/42
15. (tetrad) = 4 : ? : ? : ? : ? — AI — 2025-11-05 – p.15/42
16. (4 ) ← ↑ AI — 2025-11-05 – p.16/42
17. Honda UNI-CUB ( ) AI — 2025-11-05 – p.17/42
18. ( ) (4 ) ( ) ( ) . . . AI — 2025-11-05 – p.18/42
19. SAY NO TO BULLSHIT JOBS David Graeber, Bullshit Jobs: A Theory, Penguin, 2018. ( , , , — , , 2020) Bullshit Jobs ( ) Shit Jobs ( ) ( ) . . . AI — 2025-11-05 – p.19/42
20. Alexa, ত࿨࣌୅
    
     ੈلޙ൒ ࣾձγεςϜ ࣾձ؀ڥ ػց ٕज़ ਓؒ ࣗಈγεςϜ ྩ࿨࣌୅
    
     ੈلલ൒ ిؾ͚ͭͯ ͸͍ ͸͍ ిؾ͚ͭͯ ͜ͷ৚݅ͷͱ͖ ٕज़Ͱ͋Γࣾձ؀ڥ
    ˠ
    ࣗવ؀ڥ ਓ ⇒ ( ) ⇒ ( ) AI — 2025-11-05 – p.20/42
21. ࣗಈԽ γϛϡϨʔγϣϯ ਓؒͷ֦ு ϓϩϯϓτ ΤϯδχΞϦϯά ੜ੒ "* ˞
    ͔͋ͨ΋࿑ಇऀΛ૿΍͢ ˞
    ਓؒʹ࡞༻͠޲্ͤ͞Δ ˞
    ϞσϧͰ༧ଌ͠౷ޚ͢Δ େ೴ͷ Φʔτϝʔγϣϯ খ೴ɾے೑ͷ Φʔτϝʔγϣϯ ਓମ΁ͷ࡞༻ σδλϧϨΠόʔ σδλϧπΠϯ αΠόʔϑΟδΧϧ ػցֶश ༧๷ҩྍ γϦΞεήʔϜ Ϗοάσʔλ ςϨΤάδελϯε ϦϞʔτϫʔΫ Ծ૝ɾ֦ுݱ࣮ Y3 ࠶ੜҩྍ #.* ৽ༀ ԕִҩྍ ϩϘςΟΫε ݴ༿Ͱ "* ͱର࿩͠ɺΰʔϧͷ ୡ੒ʹ޲͔͏ͨΊͷϓϩϯϓτ ΤϯδχΞϦϯά͕ɺ͢΂ͯͷ جૅʹҐஔ͚ͮΒΕ͍ͯ͘ ؀ڥٕज़ "* લఏࣾձʹ͓͍ͯɺ ؾީมಈ౳ɺਓؒͷपΓͷ ॏେͳ໰୊ʹରͯ͠΋ ࣗಈԽͱγϛϡϨʔγϣϯ ʹΑཱͬͯͪ޲͔͍ͬͯ͘ "* લఏࣾձʹ͓͍ͯɺ ΤωϧΪʔ΍৯ྉΛ͸͡Ίͱ͢Δ ੜ࢈΍ྲྀ௨ͷࣗಈԽ΍ɺ ೔ৗੜ׆ͷϩϘςΟΫεʹΑΔࢧԉ͕ ࢝·͍͖ͬͯɺ·ͨɺ ϗϫΠτΧϥʔͷ࿑ಇऀ͕ैࣄ͢Δ ࢓ࣄͷଟ͘͸σδλϧϨΠόʔͷํ͕ ͏·͘΍ΕΔΑ͏ʹͳ͍ͬͯ͘ "* લఏࣾձʹ͓͍ͯɺ ݸਓ͕Τϯύϫʔ͞Εɺ ਓͻͱΓ͕Ͱ͖Δ͜ͱ͕ ֦େ͍ͯ͘͜͠ͱʹՃ͑ɺ ݈߁͕޲্͠ɺ ߴྸԽΛՃ଎ͤͭͭ͞ ࣗಈԽʹΑΓ શһ͕࿑ಇਓޱ͔Β ୀग़Λ࢝Ί͍ͯ͘ "* લఏࣾձʹ͓͍ͯɺ ͔͋ͨ΋શਓྨͷ ༧ଌɾ෼ੳೳྗ͕޲্͢Δ ( ) AI — 2025-11-05 – p.21/42
22. ChatGPT LLM (Large Language Model; ) (ChatGPT) (Chat)GPT → ( ) AI — 2025-11-05 – p.22/42
23. ChatGPT GPT ChatGPT GPT OpenAI ( GPT-5) GPT Generative Pre-trained Transformer ( ) (deep learning) a (attention) GPT ( ) GPT-3.5 a : ( ) AI — 2025-11-05 – p.23/42
24. — ( ) ↓ ELSIE PREPARE TO MEET THY GOD ( ( )) e t h ← Wikipedia “re” (2 ) “e[ ]” (2 ) “th” “the” “th” 1 “th-e” “art-ific-ial”’ AI — 2025-11-05 – p.24/42
25. —          (p = 0.xx) (p = 0.yy) . . . GPT ( ) GPT AI — 2025-11-05 – p.25/42
26. ( → → ) OpenAI ( ) API (2025 Assistants API Responses API ) "TTJTUBOUT $IBU $PNQMFUJPOT ػೳͷ֊૚ͱͯ͠ݟΔ ग़དྷΔ͜ͱͷ֦͕Γͱͯ͠ݟΔ $PNQMFUJPOT $IBU "TTJTUBOUT ଓ͖Λॻ͍ͯ͘ΕΔ νϟοτ΋Ͱ͖Δ ิ׬͢ΔػೳΛ Ԡ༻͢Δ ର࿩͢ΔػೳΛ Ԡ༻͢Δ ഇࢭ΁ ഇࢭ΁ ͲΜͳ૬खͳͷ͔΋ ͋Β͔͡ΊϓϩάϥϛϯάͰ͖Δ API : Application Programming Interface ( ) LLM( ) ( Gemini Claude Grok ) AI — 2025-11-05 – p.26/42
27. GPT Codex CLI : (CLI : Command Line Interface) AI CLI (AI ) : Claude Code, Gemini CLI, Cursor CLI ( ), GitHub CLI ( ) ChatGPT Atlas : AI ( ) GUI (Graphical User Interface) CLI . . . AI — 2025-11-05 – p.27/42
28. ( AI ) ( ) . . . ( ) ( ) AI AI ← . . . ← . . . ( AI ) OpenAI → “Shipping with Codex” Codex AI — 2025-11-05 – p.28/42
29. AI AI ( ) → ( ) → ( ) GPT-5 ( ) ( ) >AI ×AI AI — 2025-11-05 – p.29/42
30. (10 ) AI AI ( ) ⇒ ( ) : AI AI ← AI — 2025-11-05 – p.30/42
31. AGI (Artificial General Intelligence) ( ) A / X — A (X ) AGI AI — 2025-11-05 – p.31/42
32. AGI AGI : Artificial General Intelligence ( ) ( ) ( ) AGI ( ) ( ) GPT-5 AGI AGI [ AGI] “Star Trek: The Next Generation” ( ) (1) ( ) ( ) Jean-Luc Picard “Computer, tea. Earl Grey. Hot.” ( ) (2) ( ) ( ) ( ) AI — 2025-11-05 – p.32/42
33. AGI 5 (OpenAI ) 1 (ChatGPT) 2 (o1, o3) 3 ( ) (> deep research) (A ) 4 ( ) (X ) 5 (AGI ) 3 5 AI — 2025-11-05 – p.33/42
34. A X — A M. A /X MIT 2013 LEGO X A A X A X X X (2013 ) ⇒ 10 A Open Interpreter AI — 2025-11-05 – p.34/42
35. A X A A A A ↓ × ↑ X X X AI — 2025-11-05 – p.35/42
36. Nobel Turing Challenge https://www.nobelturingchallenge.org 2050 AI 2050 . . . ( ) X A AGI X X X A AI — 2025-11-05 – p.36/42
37. ͜Ε·Ͱ ͜Ε͔Β ਓؒʹΑΔ ൃݟɾൃ໌ ਓྨͷ஌ࣝͷશൣғ ਓྨͷ஌ࣝͷશൣғ ࿦จ ࿦จ ࣗಈ ੜ੒ ࿦จ ࣗಈ ੜ੒ ࿦จ ࣗಈ ੜ੒ ࿦จ ͢Ͱʹ ಡΈ੾Εͳ͍ ֶҐɾ໊੠ͳͲͷ ΠϯηϯςΟϒ΍ ޷ح৺Ͱۦಈ શࣗಈ͕ͩ ௐ੔͞ΕΔ ·ͬͨ͘ ಡΈ੾Εͳ͍ ͕ɺਓྨશମ ͷ஌ͷ֦ுͷ ଍৔ͱͳΔ DG
    ;1% ཧ࿦ ϝλࣗવબ୒ AI — 2025-11-05 – p.37/42
38. OJT GAMER PAT AI ⇒ ( AI ) OJT AI AI ⇒ GAMER PAT (GAme MastER, Paper Authoring Tutor) : Research as a Serious Game GPT ( LLM ↓) GitHub : https://github.com/ks91/gamer-pat ( ) : https://doi.org/10.48550/arXiv.2510.21719 , https://doi.org/10.2139/ssrn.5555818 GPT GAMER PAT CLI (Claude Code ) : OJT : AI — 2025-11-05 – p.38/42
39. (Amodei, 2024) 5 (AGI ) 1. AI 10 21 5∼10 2 2. AI 3. AI AI 4. 5. (AI ) AI — 2025-11-05 – p.39/42
40. ( GPT AGI) ( OpenAI) ( ) AGI → AGI ( > > ) ( ) X A ( ) A (A ) A A AI — 2025-11-05 – p.40/42
41. AGI AGI AGI A A AGI AI — 2025-11-05 – p.41/42
42. AI — 2025-11-05 – p.42/42