最新 DX 推進論 / Latest DX Promotion Theory

Slide 1

Slide 1 text

— generated by Stable Diffusion XL v1.0 DX ( ) DX — 2024-08-24 – p.1/60

Slide 2

Slide 2 text

DX (Digital Transformation) 180 AI DX DX DX — 2024-08-24 – p.2/60

Slide 3

Slide 3 text

( ) ( ) CSO (Chief Science Ofﬁcer) 1993 ( ) 2006 ( ) SFC 23 P2P (Peer-to-Peer) 2011 ( ) 2018 2019 VR 2021.9 & VR 2022.3 2023 AI VR&RPG 2023.5 “Don’t Be So Serious” 2023 2024 AI( ) 2024 “ALOHA FROM HAWAII” 2024 2024 AI( ) ( ) → ( ) DX — 2024-08-24 – p.3/60

Slide 4

Slide 4 text

2023 2018 SCIgen 2023 AI DX — 2024-08-24 – p.4/60

Slide 5

Slide 5 text

SAY NO TO BULLSHIT JOBS David Graeber, Bullshit Jobs: A Theory, Penguin, 2018. ( , , , — , , 2020) Bullshit Jobs ( ) Shit Jobs ( ) ( ) . . . DX — 2024-08-24 – p.5/60

Slide 6

Slide 6 text

Alexa, ত࿨࣌୅ ੈلޙ൒ ࣾձγεςϜ ࣾձ؀ڥ ػց ٕज़ ਓؒ ࣗಈγεςϜ ྩ࿨࣌୅ ੈلલ൒ ిؾ͚ͭͯ ͸͍ ͸͍ ిؾ͚ͭͯ ͜ͷ৚݅ͷͱ͖ ٕज़Ͱ͋Γࣾձ؀ڥˠࣗવ؀ڥ ਓ ⇒ ( ) ⇒ ( ) DX — 2024-08-24 – p.6/60

Slide 7

Slide 7 text

ࣗ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 DX — 2024-08-24 – p.7/60

Slide 8

Slide 8 text

( ) 1 : (15 ) 2 : (4 ) (20 ) AGI (Artiﬁcial General Intelligence) 3 : AGI (20 ) 4 : (5 ) DX — 2024-08-24 – p.8/60

Slide 9

Slide 9 text

DX — 2024-08-24 – p.9/60

Slide 10

Slide 10 text

( GDX ) DX ( ) 3 ( ) ( ) GPT-4 ( ) ChatGPT DX — 2024-08-24 – p.10/60

Slide 11

Slide 11 text

. . . . . . ← OK OK ( ) : 15 : 8 DX — 2024-08-24 – p.11/60

Slide 12

Slide 12 text

Y CS ⇒ DX DX — 2024-08-24 – p.12/60

Slide 13

Slide 13 text

M 1 2 > 3 DX Play DX ⇒ DX — 2024-08-24 – p.13/60

Slide 14

Slide 14 text

4 (Discord ) AI ACK DX — 2024-08-24 – p.14/60

Slide 15

Slide 15 text

Discord ( QR ) Discord web OK . . . 1 . . . ( ) @mentions → 2 ( ) ( ) ( ) DX — 2024-08-24 – p.15/60

Slide 16

Slide 16 text

= ( OK) /chat assistant_id: asst_C96SZm2jWPWmh4npsbPvJzop /chat search: /chat “search” ( ) · OK assistant_id asst_C96SZm2jWPWmh4npsbPvJzop, name # ACK (Acknowledged; ) ( ) DX — 2024-08-24 – p.16/60

Slide 17

Slide 17 text

1 : (15 ) : 180 : ↔ ↔ 10 5 ← : DX — 2024-08-24 – p.17/60

Slide 18

Slide 18 text

. . . DX — 2024-08-24 – p.18/60

Slide 19

Slide 19 text

1. 2. 3. 4. ( ) 5. ( ) 6. ( ) ( ) ( ) ( ) ← : 1∼6 ( ) : 1∼6 DX — 2024-08-24 – p.19/60

Slide 20

Slide 20 text

( ) ( ) ( ) ( ) (The Manifesto for Agile Software Development) DX — 2024-08-24 – p.20/60

Slide 21

Slide 21 text

DevOps (Dev) (Ops) IT ( ) QA ( ) : https://ja.wikipedia.org/wiki/DevOps DX — 2024-08-24 – p.21/60

Slide 22

Slide 22 text

AI ( ) ( ) : M. McLuhan, “The Gutenberg Galaxy”, University of Toronto Press, 1962 ( , , , 1986) DX — 2024-08-24 – p.22/60

Slide 23

Slide 23 text

by ⇒ ⇒ DX — 2024-08-24 – p.23/60

Slide 24

Slide 24 text

by SNS AI AI / ⇒ ( ) ⇒ DX — 2024-08-24 – p.24/60

Slide 25

Slide 25 text

(4 ) : M. McLuhan and E. McLuhan, “Laws of Media: The New Science”, University of Toronto Press, 1988 ( , , , NTT , 2002) DX — 2024-08-24 – p.25/60

Slide 26

Slide 26 text

(tetrad) = ( ) 4 : ? : ? : ? : ? — DX — 2024-08-24 – p.26/60

Slide 27

Slide 27 text

(4 ) ↑ DX — 2024-08-24 – p.27/60

Slide 28

Slide 28 text

Honda UNI-CUB ( ) ( ) DX — 2024-08-24 – p.28/60

Slide 29

Slide 29 text

(4 ) ↑ ( ) DX — 2024-08-24 – p.29/60

Slide 30

Slide 30 text

2 : (4 ) (20 ) : 15 OK ( ) DX — 2024-08-24 – p.30/60

Slide 31

Slide 31 text

(4 ) ← DX — 2024-08-24 – p.31/60

Slide 32

Slide 32 text

AGI (Artiﬁcial General Intelligence) ChatGPT ( ) ChatGPT AGI DX — 2024-08-24 – p.32/60

Slide 33

Slide 33 text

ChatGPT LLM (Large Language Model; ) ChatGPT . . . p.6 (Chat)GPT → ( ) DX — 2024-08-24 – p.33/60

Slide 34

Slide 34 text

ChatGPT GPT ChatGPT GPT OpenAI (GPT-3.5, GPT-4) GPT Generative Pre-trained Transformer ( ) (deep learning) a GPT ( ) GPT-3.5, GPT-4 a : ( ) DX — 2024-08-24 – p.34/60

Slide 35

Slide 35 text

— ( ) ↓ ELSIE PREPARE TO MEET THY GOD ( ( )) e t h ← Wikipedia “re” (2 ) “e[ ]” (2 ) “th” “the” “th” 1 “th-e” “art-iﬁc-ial”’ DX — 2024-08-24 – p.35/60

Slide 36

Slide 36 text

—          (p = 0.xx) (p = 0.yy) . . . GPT ( ) GPT DX — 2024-08-24 – p.36/60

Slide 37

Slide 37 text

( → → ) OpenAI 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 ( ) DX — 2024-08-24 – p.37/60

Slide 38

Slide 38 text

OpenAI Assistants API (GPTs ) GPT-4 Turbo ( ← ) . . . AI DX — 2024-08-24 – p.38/60

Slide 39

Slide 39 text

GPT ( ( ← DX )) GPT Alec Radford, Karthik Narasimhan, Tim Salimans, and Ilya Sutskever. 2018. “Improving Language Understanding by Generative Pre-Training”. Available at: https://cdn.openai.com/research-covers/language-unsupervised/language_understanding_paper.pdf. GPT-2 Alec Radford, Jeff Wu, Rewon Child, David Luan, Dario Amodei, and Ilya Sutskever. 2019. “Language Models are Unsupervised Multitask Learners”. Available at: https://paperswithcode.com/paper/language-models-are-unsupervised-multitask. GPT-3 Tom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel M. Ziegler, Jeffrey Wu, Clemens Winter, Christopher Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, and Dario Amodei. 2020. “Language Models are Few-Shot Learners”. Available at: https://doi.org/10.48550/arXiv.2005.14165. GPT-4 OpenAI. 2023. “GPT-4 Technical Report”. Available at: https://doi.org/10.48550/arXiv.2303.08774. DX — 2024-08-24 – p.39/60

Slide 40

Slide 40 text

Generative Pre-Training, Language Models (GPT, GPT-2, GPT-3) : : (or ) Improving Language Understanding (GPT) ( ) ( ) Unsupervised Multitask Learners (GPT-2) Few-Shot Learners (GPT-3) → GPT DX — 2024-08-24 – p.40/60

Slide 41

Slide 41 text

( ) ( ← ChatGPT ) ( ) GPT-4 BibTEX ACM HTML (abstract) ( ) ( ) GPT DX — 2024-08-24 – p.41/60

Slide 42

Slide 42 text

ChatGPT ChatGPT ← LLM LLM → 200 ( ) ( ) DX — 2024-08-24 – p.42/60

Slide 43

Slide 43 text

LLM (1/2) ਖ਼͘͠͸ʰथ໦๏ఊʹཱͭʱ GPT ( ) DX — 2024-08-24 – p.43/60

Slide 44

Slide 44 text

( ) (1/2) DX — 2024-08-24 – p.44/60

Slide 45

Slide 45 text

LLM (2/2) ॻ͍͕֮ͨ͑ͳ͍ ͍΍࣮ࡏ͢Δ͚Ͳڞஶͯ͠ͳ͍ . . . DX — 2024-08-24 – p.45/60

Slide 46

Slide 46 text

( ) (2/2) DX — 2024-08-24 – p.46/60

Slide 47

Slide 47 text

AI perplexity ( ) ( ) https://www.perplexity.ai LLM DX — 2024-08-24 – p.47/60

Slide 48

Slide 48 text

AI NotebookLM ( ) (Google Gemini 1.5 Pro) https://notebooklm.google Assistants API “EXPERIMENTAL” ( ) DX — 2024-08-24 – p.48/60

Slide 49

Slide 49 text

: Open Interpreter Code Interpreter a (CLI ) CLI : Command Line Interface UNIX Python R Javascript ( ) ( )( Linux ) : a Code Interpreter : GPT Python DX — 2024-08-24 – p.49/60

Slide 50

Slide 50 text

Open Interpreter $ python3 -m venv oi [Python ] $ source oi/bin/activate [Python ] (oi) $ pip install -U pip [ ] (oi) $ pip install open-interpreter [Open Interpreter ] (oi) $ interpreter --model gpt-4o [Open Interpreter ] [ 1] > 1 100 [ 2] > 1 : Python 2 : Raspberry Pi “Pi” Python DX — 2024-08-24 – p.50/60

Slide 51

Slide 51 text

AGI (Artiﬁcial General Intelligence) ( ) A / X — A (X ) AGI DX — 2024-08-24 – p.51/60

Slide 52

Slide 52 text

AGI AGI : Artiﬁcial General Intelligence ( ) ( ) ( ) AGI ( ) ( ) GPT-4 AGI AGI [ AGI] “Star Trek: The Next Generation” ( ) (1) ( ) ( ) Jean-Luc Picard “Computer, tea. Earl Grey. Hot.” ( ) (2) ( ) ( ) ( ) DX — 2024-08-24 – p.52/60

Slide 53

Slide 53 text

A X — A M. A /X MIT 2013 LEGO X A A X A X X X (2013 ) ⇒ 10 A Open Interpreter DX — 2024-08-24 – p.53/60

Slide 54

Slide 54 text

A X A A A A ↓ × ↑ X X X DX — 2024-08-24 – p.54/60

Slide 55

Slide 55 text

Nobel Turing Challenge https://www.nobelturingchallenge.org 2050 AI 2050 . . . ( ) X A AGI X X X A DX — 2024-08-24 – p.55/60

Slide 56

Slide 56 text

( GPT AGI) ( OpenAI) ( ) AGI → AGI ( > > ) ( ) X A ( ) A (A ) A A DX — 2024-08-24 – p.56/60

Slide 57

Slide 57 text

AGI AGI AGI A A AGI DX — 2024-08-24 – p.57/60

Slide 58

Slide 58 text

3 : AGI (20 ) : AGI ( ) / / / / / 15 DX — 2024-08-24 – p.58/60

Slide 59

Slide 59 text

4 : (5 ) Discord DX — 2024-08-24 – p.59/60

Slide 60

Slide 60 text

DX — 2024-08-24 – p.60/60