試作とデモンストレーション / Prototyping and Demonstrations

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7-8回で使用したスライドです。

Transcript

1. Generated by Stable Diffusion 3.5 — AI 2025 7-8 (WBS) 2025 7-8 — 2025-05-12 – p.1/39
2. ڭ୎ɾεΫϦʔϯ த৺ઢ νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  OK 2025 7-8 — 2025-05-12 – p.2/39
3. https://speakerdeck.com/ks91/collections/prompt-engineering-2025-spring 2025 7-8 — 2025-05-12 – p.3/39
4. ( ) 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 7-8 — 2025-05-12 – p.4/39
5. ( 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 7-8 — 2025-05-12 – p.5/39
6. ( ) — (open interpreter / 01 ) code interpreter file search ( ) Notebook LM PAT ( ) 2025 7-8 — 2025-05-12 – p.6/39
7. ( ) ( ) ( ) 2025 7-8 — 2025-05-12 – p.7/39
8. 2025 7-8 — 2025-05-12 – p.8/39
9. 3. (1) ( ) name instructions (tutor) ( ): https://ja.wikipedia.org/wiki/ (2) 2025 5 8 ( ) 23:59 JST ( ) Waseda Moodle 2025 7-8 — 2025-05-12 – p.9/39
10. . . . . . . 48 42 (5/10( ) ) ( ) names / Savora / py / PersonaTalk / ( Ver) / WBS 7 / / / AI / / / ( ) / / R / / / The / GPT / AI / / AI / secretarial family / / / AI AI / / Waseda Hack / / / / / E-Buddy / / / / / / / CaseMate / / ( ) ( OK) : (TA) 2025 7-8 — 2025-05-12 – p.10/39
11. ( . . . ) . . . ( ; GUI : Graphical User Interface) ( ; ) . . . ChatGPT ⇒ A . . . 2025 7-8 — 2025-05-12 – p.11/39
12. LLM ( ) (No one has ever changed the world by doing what the world has told them to do) — Eddy Zhong 2025 7-8 — 2025-05-12 – p.12/39
13. M ⇒ ( ) OpenAI API assistant instructions GPT assistant ( ) 2025 7-8 — 2025-05-12 – p.13/39
14. T Instructions Prompt ⇒ Prompt ( ) AI ( ) Linux $ cd 01/software $ ( ) Instructions ( ) Prompt OpenAI instructions 2025 7-8 — 2025-05-12 – p.14/39
15. ( ) ( ) : Example? ( “Example?” ) 1 : ( ) gpt-discord-bot GPTs ( is-a ) 2 : code interpreter assistant (has-a ) : 1 : ( ) gpt-discord-bot GPTs 2 : ( ) 2 2025 7-8 — 2025-05-12 – p.15/39
16. ⇔ ⇔ ( ) ۓٸं྆ (15 ܥͷ "*
    ΞγελϯτΛ࡞ͬͯ࢖͑Δπʔϧ ಉ͡΋ͷΛಉ͡ͱݟΔ ҰൠԽ㱻ಛघԽ ΋ͪΖΜҟͳΔͷ͕ͩɺফ๷ंΛӡస͍ͯͨ͠ਓ͕ ٸʹٹٸंΛӡస͢Δ͜ͱʹͳͬͯ΋ ʮݪཧ͕ҟͳΔͷͰӡసͰ͖·ͤΜʂʯͱ͍͏͜ͱʹ͸ͳΒͳ͍͠ɺ ͳΜͳΒ࿅श༻ͷେܕࣗಈं HQUEJTDPSECPU ͸ผ్ଘࡏ͢Δ ࣗಈं͸όοςϦʔͰ͸ͳ͍͠ɺਓؒ΁ͷڅ༉ ϑΝΠϧͷΞοϓϩʔυ ͸ Ͱ͖ͳ͍ɻͨͩɺ͜ͷྫͰΤϯδϯ͸Ϡόͯ͘ɺ ྫ͑͹ফ๷ंͷ͜ͱΛ pSF
    FOHJOF ͱݺͿจԽ͸ଘࡏ͢Δ (15 ͷ֦ுγεςϜͷ͜ͱ΋ (15 ͱݺΜͰ͠·͏ ҧ͏΋ͷΛҧ͏ͱݟΔ ෼ղ㱻౷߹ ٹٸं (15T ࣗಈं BTTJTUBOU Τϯδϯ NPEFM όοςϦʔ DPEF
    JOUFSQSFUFS ϋϯυϧ UISFBE ӡసख JOTUSVDUJPOT ਓؒ QSPNQU ҰൠԽ͢Δͱ ಉ͡ʹݟ͑Δ JTB ؔ܎ JTB ؔ܎ IBTB ؔ܎ ৐٬ NFTTBHF ফ๷ं 1MBZHSPVOE 5"9* 2025 7-8 — 2025-05-12 – p.16/39
17. K ChatGPT ChatGPT GPT ⇒ . . . 2025 7-8 — 2025-05-12 – p.17/39
18. M IT AI OpenAI 2 AI AI AI ⇒ ( ) Open Interpreter (2023) AI OpenAI AGI AI 2025 7-8 — 2025-05-12 – p.18/39
19. M I AI YouTube ⇒ arXiv . . . ( ) MIT YouTuber ( ) 2025 7-8 — 2025-05-12 – p.19/39
20. K ⇒ AI ⇒ ( ) instructions ( ) LLM instructions ( ) 2025 7-8 — 2025-05-12 – p.20/39
21. H O AI / / GPT ⇒ AI 13 2025 7-8 — 2025-05-12 – p.21/39
22. M Y AI× ( ) ⇒ ^^; . . . ( ) 2025 7-8 — 2025-05-12 – p.22/39
23. A AI AI ⇒ AI AGI 2025 7-8 — 2025-05-12 – p.23/39
24. I AI [ ] [ ] AI ⇒ . . . 2025 7-8 — 2025-05-12 – p.24/39
25. Facebook https://www.facebook.com/tadasu.takamine/posts/10172162133520529 2025GWeeeeeeK !! 2025 7-8 — 2025-05-12 – p.25/39
26. Y : MBA [ ] : R summary() ⇒ 2025 7-8 — 2025-05-12 – p.26/39
27. I CaseMate WBS → CaseMate 1 2 3 ⇒ 2025 7-8 — 2025-05-12 – p.27/39
28. K LLM Discord AI ⇒ ( ) Google https://www.kaggle.com/whitepaper-prompt-engineering Gemini ( API ) LLM 2025 7-8 — 2025-05-12 – p.28/39
29. ( ; ) ϩϘοτ ਓؒ 
    -JHIU ϩϘοτ HIU U ਓؒ 
    ·ͩ  େ೴ αʔόʔ খ೴ Ի੠Ͱ΍ΓͱΓ ΫϥΠΞϯτ ͭͳ͗ Ϟʔλʔ΍ηϯαʔ جຊ ࢦྩ ͍·ɺ͋ͳͨͷ೴ʹ ௚઀࿩͔͚͍ͯ͠·͢ ϩ Ϙ ỽ τ ͷ छ ྨ ͝ ͱ ʹ ҟ ͳ Δ HQUPSFBMUJNFQSFWJFX HQUPNJOJ 01 OpenAI GPT-4o-realtime-preview GPT-4o-mini 2025 7-8 — 2025-05-12 – p.29/39
30. ( ) ( ) ( ) 2025 7-8 — 2025-05-12 – p.30/39
31. ( ) ⇒ AI cf. 8 ( ) OK 2025 7-8 — 2025-05-12 – p.31/39
32. ( ) 2025 7-8 — 2025-05-12 – p.32/39
33. ( ) 2025 7-8 — 2025-05-12 – p.33/39
34. ( ) 2025 7-8 — 2025-05-12 – p.34/39
35. ( ) 2025 7-8 — 2025-05-12 – p.35/39
36. 2025 7-8 — 2025-05-12 – p.36/39
37. 2025 7-8 — 2025-05-12 – p.37/39
38. 4. (1) (2) (rules) (roles; ) (tools) AI (3) 2025 5 15 ( ) 23:59 JST ( ) Waseda Moodle 2025 7-8 — 2025-05-12 – p.38/39
39. 2025 7-8 — 2025-05-12 – p.39/39