AI とサイバネティクス的経営観 / AI and a Cybernetic Approach to Management

2026年6月4日(木)、EMBA Essense での講義にて使用したスライドです。

Transcript

1. Generated by Stable Image Core AI AI — EMBA Essense — 2026-06-04 – p.1/47
2. https://speakerdeck.com/ks91 AI — EMBA Essense — 2026-06-04 – p.2/47
3. AI AI ( ) AI AI : (feedback loop) AI — EMBA Essense — 2026-06-04 – p.3/47
4. ( ) ( ) 1993 ( ) 2006 ( ) SFC 25 P2P (Peer-to-Peer) 2011 ( ) 2018 2019 2024 AI( ) 2024 AI( ) 2025 (Live and Let Think) 2025 Secret Vision Institute ( ) 2025 GWeeeeeeK !! 2025 SuuuuuuMMeR !! 2026 2026 2026 GW (Generative Week) → ( ) AI — EMBA Essense — 2026-06-04 – p.4/47
5. 2026 1 (2025) : — AI — EMBA Essense — 2026-06-04 – p.5/47
6. ( ) . . . (Meta Nature) 2 ( ) ( → ex. ) AI — EMBA Essense — 2026-06-04 – p.6/47
7. Kenji Saito, Rei Tajika, Satoru Shibuya, Hiroshi Kanno, “Generative AI Use in Professional Graduate Thesis Writing: Adoption, Perceived Outcomes, and the Role of a Research-Specialized Agent”, arXiv:2604.02792, 2026 Kenji Saito, Shinji Hatta, Yasuhiro Yoshimura, and Toshiya Hanada, “Learning to Govern the Orbital Commons: A Serious Game on Incentivizing Debris Removal”, GALA 2025, 2026, pp.313–323 Kenji Saito, “Proof of Authenticity of General IoT Information with Tamper-Evident Sensors and Blockchain”, 2025 IEEE 13th Region 10 Humanitarian Technology Conference (R10-HTC), 2025, pp.264–269 Kenji Saito and Rei Tadika, “GAMER PAT: Research as a Serious Game”, arXiv:2510.21719, 2025 , , , , – – , , Vol.46, No.5, 2025, pp.8–12 Kenji Saito, Riki Toriyama, Kokone Noguchi, Tomoyoshi Yamamoto, Jonah Egashira, and Rei Tadika, “We Never Took the Kobayashi Maru Test Until Now. What Do You Think of Our Solutions? Journeys of the Mind Through a No-Win Game”, 2025 IEEE Conference on Games (CoG), 2025, pp.1–8 , AGI , , 39 , 4 , 2025, pp.361–373 2025 ← ( ) “GAMER PAT” AI — EMBA Essense — 2026-06-04 – p.7/47
8. —— loglm : https://github.com/ks91/loglm ( AI ) GAMER PAT 1 GitHub CLI $ loglm agent install ks91/gamer-pat GAMER PAT (CLI) : https://github.com/ks91/gamer-pat ( ) 1 L A TEX2e discord-agent-hub : https://github.com/ks91/discord-agent-hub ( ) 1 GitHub CLI ⇒ 1 ( ) AI — EMBA Essense — 2026-06-04 – p.8/47
9. 1 . . . ( ) 1 : AI (1) AI (2) (3) 1 . . . 2 . . . (4) AI 3 . . . AI 2 : AI (5) (6) 2 . . . (7) —— 3 . . . AI 3 AI — EMBA Essense — 2026-06-04 – p.9/47
10. AI ( 1 ) ࣗ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 — EMBA Essense — 2026-06-04 – p.10/47
11. ( 1 ) → → → → → (OpenAI 3) AI — EMBA Essense — 2026-06-04 – p.11/47
12. 1 . . . AI AI . . . AI ( ) 20 (1990 ) AI — EMBA Essense — 2026-06-04 – p.12/47
13. 1 : AI (1) AI (2) (3) (4) AI AI — EMBA Essense — 2026-06-04 – p.13/47
14. (1) AI AGI (Artificial General Intelligence ( )) 5 → → → → LLM (Large Language Model; ) LLM AI — EMBA Essense — 2026-06-04 – p.14/47
15. AGI AGI : Artificial General Intelligence ( ) ( ) ( AGI ) [ AGI] “Star Trek: The Next Generation” ( ) (1) ( ) ( ) Jean-Luc Picard “Computer, tea. Earl Grey. Hot.” ( ) (2) ( ) ( ) ( ) (1) AI — EMBA Essense — 2026-06-04 – p.15/47
16. AGI 5 (OpenAI ) 1 (ChatGPT) 2 (o1, o3) 3 ( ) (> Deep research, Codex) (A ) 4 ( ) (X ) 5 (AGI ) A . . . ( A ) X . . . ( ) X A A . . . JR SF (← ) 3 5 AI — EMBA Essense — 2026-06-04 – p.16/47
17. A X — A M. A /X MIT 2013 LEGO X A A X A X X X (2013 ) ⇒ 10 A Codex Claude Code A . . . AI — EMBA Essense — 2026-06-04 – p.17/47
18. ( → → → ) OpenAI API ( ; Responses ) "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 ( ) AI — EMBA Essense — 2026-06-04 – p.18/47
19. → → → → → ( ) AI — EMBA Essense — 2026-06-04 – p.19/47
20. (2) = AI AI AI — EMBA Essense — 2026-06-04 – p.20/47
21. LLM → → → → → LLM : ( ) : : ( ) : 2023 2025 AI — EMBA Essense — 2026-06-04 – p.21/47
22. (3) AI ⇒ [ → ] → → → → → AI — EMBA Essense — 2026-06-04 – p.22/47
23. 1 (Codex, Claude Code ) UP 2 (Deep research ) 3 1 (OpenClaw, Hermes Agent ) 1 AI ( ) ( SNS ) ( ) ( Mac mini , ) 4 AI — EMBA Essense — 2026-06-04 – p.23/47
24. AI AI ( AI ) → ( ) → ( ) AI ( ) GPT-5 Codex OpenAI ( ) ( ) ( ) ( ) >AI ×AI AI — EMBA Essense — 2026-06-04 – p.24/47
25. Codex ( 1 ) https://chatgpt.com/ja-JP/codex/ OpenAI (GPT ) API ( ) Codex Anthropic Claude Code Google Gemini (CLI) AI — EMBA Essense — 2026-06-04 – p.25/47
26. 1 . . . (Codex (CLI)) iPhone Pythonista 3 → AI — EMBA Essense — 2026-06-04 – p.26/47
27. GAMER PAT (GAme MastER, Paper Authoring Tutor) ( 2 ) https://github.com/ks91/gamer-pat WBS ( ) : 1 PAT NPC AI (AI) OK NPC 3 NPC “weak accept” AI AI — EMBA Essense — 2026-06-04 – p.27/47
28. 2 . . . (GAMER PAT CLI on Claude Code) ( OK) SaaS AI — EMBA Essense — 2026-06-04 – p.28/47
29. → / (A ) (X ) / . . . . . . AI — EMBA Essense — 2026-06-04 – p.29/47
30. (4) AI 3 : → 4 : → 5 : AI — EMBA Essense — 2026-06-04 – p.30/47
31. Hermes Agent ( 3 ) https://hermes-agent.org — “The AI agent that grows with you.” Nous Research OpenClaw ( ) gpt-5.5 AI — EMBA Essense — 2026-06-04 – p.31/47
32. 3 . . . AI AI AI ( ) Mac mini Hermes Agent Discord ( ) AI — EMBA Essense — 2026-06-04 – p.32/47
33. CEO × Hermes Agent ( ) WATCHER / . . . Wikipedia #events ANALYST / . . . ( ) #signals STRATEGIST / CEO . . . #ceo-room (CEO) DRAFTER / CEO . . . #recommendations AI — EMBA Essense — 2026-06-04 – p.33/47
34. 1 ( ) AI AI ( 4) AI — EMBA Essense — 2026-06-04 – p.34/47
35. 2 : AI (5) (6) (7) —— AI — EMBA Essense — 2026-06-04 – p.35/47
36. (5) AI — EMBA Essense — 2026-06-04 – p.36/47
37. (1948∼) → → → → → ( ) : : . . . Hermes Agent : → ( ) AI (ICT) AI — EMBA Essense — 2026-06-04 – p.37/47
38. (1959) 5 : 1) (implementation), 2) (coordination), 3) (control)( ), 4) (intelligence)( ), 5) (policy)( ) ( ) PDCA ( ) AI AI — EMBA Essense — 2026-06-04 – p.38/47
39. (6) 2 . . . AI — EMBA Essense — 2026-06-04 – p.39/47
40. 33 30 ( )( )(100%) . . . 27 . . . 3 ( ) 20 (1990 ) 10 9 ( ) AI — EMBA Essense — 2026-06-04 – p.40/47
41. DAO (Decentralized Autonomous Organization) ( 2 ) ಺෦ࢿຊˢ͋Δ ɹɹɹɹˣͳ͍ தԝʹࣗಈ ɹɹɹɹɹWT ɹɹɹɹɹɹதԝʹਓؒ ׬શͳ "* σʔϞϯ˞ ϑΥʔϥϜ˞ XFC αʔϏε ϩϘοτΛ࢖໾ %"0 %"QQ˞ ݹయత૊৫ ɹɹɹɹɹ
    
    पลʹਓؒ ɹɹɹɹ
    
    WT पลʹࣗಈ ˞
    %"QQ
    
    εϚʔτίϯτϥΫτʹΑΔΞϓϦέʔγϣϯ
    %FDFOUSBMJ[FE
    "QQ ˞
    ϑΥʔϥϜ
    
    ਓʑ͕ಛఆͷ࿩୊ʹ͍ͭͯٞ࿦ͨ͠Γ৘ใΛަ׵ͨ͠Γ͢Δ৔ ˞
    σʔϞϯ
    
    όοΫάϥ΢ϯυͰՔಇ͠
    ΠϕϯτʹࣗಈతʹରԠ͢ΔϓϩάϥϜ . . . DAO : Decentralized Autonomous Organization ( ) Buterin DAO (2014) AI DAO DAO AI — EMBA Essense — 2026-06-04 – p.41/47
42. 2 . . . AI AI AI — EMBA Essense — 2026-06-04 – p.42/47
43. (7) —— DID(Decentralized IDentifier) / VC(Verifiable Credentials) 3 . . . AI 3 AI — EMBA Essense — 2026-06-04 – p.43/47
44. DID(Decentralized IDentifier) / VC(Verifiable Credentials) )0-%&3 อ࣋ऀ *446&3 ൃߦऀ 7FSJpBCMF %BUB
    3FHJTUSZ ݕূՄೳͳσʔλొ࿥฽ 7&3*'*&3 ݕূऀ ൃߦ ྫ
    
    ֶੜ ྫ
    
    େֶ ྫ
    
    మಓ ྫ
    
    ֶੜূ ྫ
    
    ֶੜূ ొ࿥ ొ࿥ ݕূ ৴༻ ෦෼త
    ։ࣔ 7$ 7$ VC ( DID ) DID VC DID AI — EMBA Essense — 2026-06-04 – p.44/47
45. 3 . . . AI 3 —— Q1. = 1 : VC 2 : AI VC AI AI — EMBA Essense — 2026-06-04 – p.45/47
46. AI 3 ( ) —— Q2. Q3. AI — EMBA Essense — 2026-06-04 – p.46/47
47. 2 AI AI AI — EMBA Essense — 2026-06-04 – p.47/47