LLM とプロンプトエンジニアリング／チューターをビルドする / LLM, Prompt Engineering and Building Tutors

早稲田大学大学院経営管理研究科「プロンプトエンジニアリング ─ 生成AI の応用」2025 春の第1-2回で使用したスライドです。

Transcript

1. Generated by Stable Diffusion 3.5 — AI 2025 1-2 LLM (WBS) 2025 1-2 LLM — 2025-04-14 – p.1/44
2. https://speakerdeck.com/ks91/collections/prompt-engineering-2025-spring 2025 1-2 LLM — 2025-04-14 – p.2/44
3. ( ) ( ) ( ) 1993 ( ) 2006 ( ) SFC 24 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 1-2 LLM — 2025-04-14 – p.3/44
4. Dropbox Dropbox ( ) ( ) ( ) 2025 1-2 LLM — 2025-04-14 – p.4/44
5. LLM ( ) GPTs 2025 1-2 LLM — 2025-04-14 – p.5/44
6. (LLM : Large Language Model) AI (AGI : Artificial General Intelligence) ( ) ( . . . ^^;) 2025 1-2 LLM — 2025-04-14 – p.6/44
7. ( ) LLM LLM LLM ⇒ 2025 1-2 LLM — 2025-04-14 – p.7/44
8. ( ) MBA MBA · MBA ↑ MBA 2025 1-2 LLM — 2025-04-14 – p.8/44
9. ( ) 1 4 14 LLM ( ) • 2 4 14 ( ) • 3 4 21 I ( ) 4 4 21 ( ) 5 4 28 6 4 28 7 5 12 8 5 12 9 5 19 II 10 5 19 (1) 11 5 26 (2) 12 5 26 (3) 13 6 2 & ( ) 14 6 2 & ( ) W-IOI 2025 1-2 LLM — 2025-04-14 – p.9/44
10. ( 20 ) 1 • 2 • 3 • 4 5 6 RPG 7 “September 12th” 8 9 10 ∼ 11 Linux (Windows )(Mac ) 12 Open Interpreter ∼ 13 01 ∼ 14 AGI (Artificial General Intelligence) 7 (4/28 ) / (2 ) OK / 2025 1-2 LLM — 2025-04-14 – p.10/44
11. . . . . . . ( ) ( 20 ×14 ) 2025 1-2 LLM — 2025-04-14 – p.11/44
12. (2 )(160 ) (10∼20 ) and/or I (60∼80 ) II (60∼80 ) 2025 1-2 LLM — 2025-04-14 – p.12/44
13. Moodle ( Q&A ) ( ) Discord ( ) ← ( ) 2025 1-2 LLM — 2025-04-14 – p.13/44
14. = A ( ) B ( ) A A ( ) 2025 1-2 LLM — 2025-04-14 – p.14/44
15. : OpenAI Playground / Dashboard AI : Discord GPT-Discord Bot System AI GPT ChatGPT Plus Claude ( LLM) 2025 1-2 LLM — 2025-04-14 – p.15/44
16. Discord web 60 ⇒ 2 ( ) ( ) 2025 1-2 LLM — 2025-04-14 – p.16/44
17. LLM ( ) . . . ( ) 2025 1-2 LLM — 2025-04-14 – p.17/44
18. B. , , 1968 = ⇒ ( ) ( ) AI ( ) 2025 1-2 LLM — 2025-04-14 – p.18/44
19. : ⇒ = 30 . . . ( ) 30 ⇒ + LLM (2023 3 ) + LLM ( ) 2025 1-2 LLM — 2025-04-14 – p.19/44
20. m P(w1 , . . . , w m ) (Wikipedia) 1 (Wikipedia) : ( ) ← (Generative Pre-training) : ( ) ( ) https://writings.stephenwolfram.com/2023/02/what-is-chatgpt-doing-and-why-does-it-work/ 2025 1-2 LLM — 2025-04-14 – p.20/44
21. ChatGPT GPT ChatGPT GPT OpenAI (GPT-3.5, GPT-4(.5), o1, o3, etc.) GPT Generative Pre-trained Transformer ( ) GPT GPT ( ) GPT-3.5, GPT-4 2025 1-2 LLM — 2025-04-14 – p.21/44
22. GPT 2025 1-2 LLM — 2025-04-14 – p.22/44
23. ChatGPT ChatGPT ← LLM LLM → 200 ( ) 2025 1-2 LLM — 2025-04-14 – p.23/44
24. ChatGPT ( 4.5) ChatGPT – Deep Research OpenAI Playground (gpt-4o) Google ( ) Perplexity Grok Claude 2025 1-2 LLM — 2025-04-14 – p.24/44
25. GPT 2025 1-2 LLM — 2025-04-14 – p.25/44
26. ( ) GPT 3 1. (GPT ) 2. ( ) 3. ( ) 3 (↑ 3. ) 3. (GPT ) 2025 1-2 LLM — 2025-04-14 – p.26/44
27. GPTs ( ) ( ) 2025 1-2 LLM — 2025-04-14 – p.27/44
28. GPTs ஫໨ʂ (GPT) ChatGPT 2025 1-2 LLM — 2025-04-14 – p.28/44
29. GPT ૑Ζ͏ͥ + 2025 1-2 LLM — 2025-04-14 – p.29/44
30. ͬͪ͜Ͱ͸Ϗϧμʔͱର࿩͠ͳ͕Β ৽͍͠ (15 Λ૑Ε·͢ ͬͪ͜Ͱ͸৽͍͠ (15 Λࢼͤ·͢ ͲΜͳϓϩϯϓτʹͳ͍ͬͯΔ͔ΛݟͨΓ ࡉ͔͘मਖ਼ͨ͠Γઃఆͨ͠ΓͰ͖·͢ GPT 2025 1-2 LLM — 2025-04-14 – p.30/44
31. ( ) GPT 3 1. (GPT ) 2. ( ) 3. ( ) 3 (↑ 3. ) 3. (GPT ) 2025 1-2 LLM — 2025-04-14 – p.31/44
32. PAT (Paper Authoring Tutor) : GPTs : https://chatgpt.com/g/g-6lW16zlHo-hatuto-pat-lun-wen-asisutanto GitHub : https://github.com/ks91/pat GPTs PAT PAT 2025 1-2 LLM — 2025-04-14 – p.32/44
33. ίϯηϓτΛ࿅Δɾ "* ͱ ૬ஊ͢Δ ૬ஊ͢Δɾߟ͑Δ ର࿩͢Δ ͪΐͬͱ ҧ͏Μͩͳʔ Α͠ࢼͯ͠ΈΑ͏ ࢥͬͯͨͷͱ ҧ͏ Α͠ ࡞ͬͯ ΈΑ͏ ߟ͑௚͢ ࢦࣔ΍ ࢿྉΛ ೖྗ͢Δ ΞγελϯτΛ࡞Γ ߋ৽͢Δ ΞγελϯτΛ ࢼ͢ 2025 1-2 LLM — 2025-04-14 – p.33/44
34. ( ) : https://diamond.jp/articles/-/360966 ( ) : https://diamond.jp/articles/-/360967 AGI 2025 1-2 LLM — 2025-04-14 – p.34/44
35. AI ࣗ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 2025 1-2 LLM — 2025-04-14 – p.35/44
36. AGI AGI : Artificial General Intelligence ( ) ( ) ( AGI ) [ AGI] “Star Trek: The Next Generation” ( ) (1) ( ) ( ) Jean-Luc Picard “Computer, tea. Earl Grey. Hot.” ( ) (2) ( ) ( ) ( ) (1) 2025 1-2 LLM — 2025-04-14 – p.36/44
37. AGI 5 (OpenAI ) 1 (ChatGPT) 2 (o1, o3) 3 ( ) (> deep research) (A ) 4 ( ) (X ) 5 (AGI ) 3 5 A X 2025 1-2 LLM — 2025-04-14 – p.37/44
38. A X — A M. A /X MIT 2013 LEGO X A A X A X X X (2013 ) ⇒ 10 A Open Interpreter ChatGPT Deep Research A . . . 2025 1-2 LLM — 2025-04-14 – p.38/44
39. (Amodei, 2024) 5 (AGI ) 1. AI 10 21 5∼10 2 2. AI 3. AI AI 4. 5. (AI ) 2025 1-2 LLM — 2025-04-14 – p.39/44
40. ( ) 6 10 ( ) — ( ; ) Saito Lab at WBS 1 ( ) (1) ( ) (2) OpenAI (ChatGPT OK) (3) ( ) Moodle OpenAI 2025 1-2 LLM — 2025-04-14 – p.40/44
41. ( ) Code interpreter File Search ( OK) ( ) 2025 1-2 LLM — 2025-04-14 – p.41/44
42. 2025 1-2 LLM — 2025-04-14 – p.42/44
43. 1. (1) AI (2) 2025 4 17 ( ) 23:59 JST ( ) Waseda Moodle 2025 1-2 LLM — 2025-04-14 – p.43/44
44. 2025 1-2 LLM — 2025-04-14 – p.44/44