LLM とプロンプトエンジニアリング／チューターを定義する / LLMs and Prompt Engineering, and Defining 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」2026 春の第1-2回で使用したスライドです。

Transcript

1. Generated by Stable Image Core × Nano Banana 2 — AI 2026 1-2 LLM (WBS : ) 2026 1-2 LLM — 2026-04-13 – p.1/40
2. https://speakerdeck.com/ks91/collections/prompt-engineering-2026-spring Discord loglm ( ) 2026 1-2 LLM — 2026-04-13 – p.2/40
3. ( ) ( ) ( ) 1993 ( ) 2006 ( ) SFC 25 P2P (Peer-to-Peer) 2011 ( ) 2018 2019 2023 AI VR&RPG 2023.5 “Don’t Be So Serious” 2024 AI( ) 2024 AI( ) 2025 (Live and Let Think) 2025 Secret Vision Institute ( ) 2025 GWeeeeeeK !! 2025 SuuuuuuMMeR !! 2026 2026 → ( ) 2026 1-2 LLM — 2026-04-13 – p.3/40
4. Dropbox Dropbox ( ) ( ) ( ) 2026 1-2 LLM — 2026-04-13 – p.4/40
5. LLM ( ) — 2026 1-2 LLM — 2026-04-13 – p.5/40
6. (LLM : Large Language Model) AI (AGI : Artificial General Intelligence) ( ) ( . . . ^^;) 2026 1-2 LLM — 2026-04-13 – p.6/40
7. ( ) LLM LLM LLM ⇒ 2026 1-2 LLM — 2026-04-13 – p.7/40
8. ( ) MBA MBA · MBA ↑ MBA 2026 1-2 LLM — 2026-04-13 – p.8/40
9. ( ) 1 4 13 LLM ( ) • 2 4 13 ( ) • 3 4 20 I ( ) 4 4 20 ( ) 5 4 27 6 4 27 7 5 11 8 5 11 9 5 18 II 10 5 18 (1) 11 5 25 (2) 12 5 25 (3) 13 6 1 & 14 6 1 & W-IOI 2026 1-2 LLM — 2026-04-13 – p.9/40
10. ( 20 ) 1 • 2 • 3 (Windows WSL ) • 4 (macOS Lima ) • 5 (macOS ) • 6 • 7 8 9 RPG 10 “September 12th” 11 12 13 ∼ 14 AGI (Artificial General Intelligence) 7 (4/27 ) / (2 ) OK 3,4,5 3 / 2026 1-2 LLM — 2026-04-13 – p.10/40
11. . . . . . . ( ) ( 20 ×14 ) 3,4,5 WBS 2026 1-2 LLM — 2026-04-13 – p.11/40
12. (2 )(160 ) (10∼20 ) and/or I (60∼80 ) II (60∼80 ) 2026 1-2 LLM — 2026-04-13 – p.12/40
13. Moodle ( Q&A ) ( ) Discord ( ) ( ) ← ↑ ( ) 2026 1-2 LLM — 2026-04-13 – p.13/40
14. = A ( ) B ( ) A A ( ) 2026 1-2 LLM — 2026-04-13 – p.14/40
15. Discord discord-agent-hub AI ( ) AI ChatGPT Plus Claude Gemini 3,4,5 2026 1-2 LLM — 2026-04-13 – p.15/40
16. Discord web (?) 80 ⇒ 2 ( ) ( ) 2026 1-2 LLM — 2026-04-13 – p.16/40
17. LLM ( ) . . . ( ) 2026 1-2 LLM — 2026-04-13 – p.17/40
18. B. , , 1968 = ⇒ ( ) ( ) AI ( ) 2026 1-2 LLM — 2026-04-13 – p.18/40
19. : ⇒ = 30 ( 8 ). . . ( ) 30 ⇒ + LLM (2023 3 ) + LLM ( ) 2026 1-2 LLM — 2026-04-13 – p.19/40
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/ 2026 1-2 LLM — 2026-04-13 – p.20/40
21. ChatGPT GPT ChatGPT GPT OpenAI (GPT-5.4, GPT-5.2, etc.) GPT Generative Pre-trained Transformer ( ) GPT ( ) GPT-3.5 2026 1-2 LLM — 2026-04-13 – p.21/40
22. GPT 2026 1-2 LLM — 2026-04-13 – p.22/40
23. ChatGPT ChatGPT ← LLM LLM → 200 ( ) 2026 1-2 LLM — 2026-04-13 – p.23/40
24. ChatGPT (5.3) Claude (Sonnet 4.6 ) Claude (Opus 4.6 ) Gemini 3 ( ) Google ( ) Perplexity Grok 2026 1-2 LLM — 2026-04-13 – p.24/40
25. AI 2026 1-2 LLM — 2026-04-13 – p.25/40
26. ( ) GPT 3 1. (GPT ) 2. ( ) 3. ( ) 3 (↑ 3. ) 3. (GPT ) 2026 1-2 LLM — 2026-04-13 – p.26/40
27. AI : https://github.com/ks91/loglm https://github.com/ks91/gamer-pat 2026 1-2 LLM — 2026-04-13 – p.27/40
28. ( ) : https://diamond.jp/articles/-/360966 ( ) : https://diamond.jp/articles/-/360967 AGI 2026 1-2 LLM — 2026-04-13 – p.28/40
29. 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 2026 1-2 LLM — 2026-04-13 – p.29/40
30. AGI AGI : Artificial General Intelligence ( ) ( ) ( AGI ) [ AGI] “Star Trek: The Next Generation” ( ) (1) ( ) ( ) Jean-Luc Picard “Computer, tea. Earl Grey. Hot.” ( ) (2) ( ) ( ) ( ) (1) 2026 1-2 LLM — 2026-04-13 – p.30/40
31. AGI 5 (OpenAI ) 1 (ChatGPT) 2 (o1, o3) 3 ( ) (> deep research) (Codex) (A ) 4 ( ) (X ) 5 (AGI ) 3 5 A X 2026 1-2 LLM — 2026-04-13 – p.31/40
32. A X — A M. A /X MIT 2013 LEGO X A A X A X X X (2013 ) ⇒ 10 A Codex Claude Code A . . . 2026 1-2 LLM — 2026-04-13 – p.32/40
33. (Amodei, 2024) 5 (AGI ) 1. AI 10 21 5∼10 2 2. AI 3. AI AI 4. 5. (AI ) 2026 1-2 LLM — 2026-04-13 – p.33/40
34. (AI) ( ) AI ( AI ) → ( ) → ( ) AI ( ) GPT-5 Codex OpenAI ( ) ( ) ( ) ( ) >AI ×AI 2026 1-2 LLM — 2026-04-13 – p.34/40
35. ( ) 6 15 ( ) — ( fix ) 2026 1-2 LLM — 2026-04-13 – p.35/40
36. 1 : → ( ) ( ) (AI ) 2026 1-2 LLM — 2026-04-13 – p.36/40
37. 2 : ( ) ID team< >- : team3-interpreter ( ) 2026 1-2 LLM — 2026-04-13 – p.37/40
38. 2026 1-2 LLM — 2026-04-13 – p.38/40
39. 1. (1) AI (2) 2026 4 16 ( ) 23:59 JST ( ) Waseda Moodle 2026 1-2 LLM — 2026-04-13 – p.39/40
40. 2026 1-2 LLM — 2026-04-13 – p.40/40