コードや知識を組み込む / Incorporating Codes and Knowledge

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5-6回で使用したスライドです。

Transcript

1. Generated by Stable Diffusion 3.5 — AI 2025 5-6 (WBS) 2025 5-6 — 2025-04-28 – p.1/41
2. ڭ୎ɾεΫϦʔϯ த৺ઢ νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  OK 2025 5-6 — 2025-04-28 – p.2/41
3. https://speakerdeck.com/ks91/collections/prompt-engineering-2025-spring 2025 5-6 — 2025-04-28 – p.3/41
4. . . . name, (description,) instructions Discord ( ) ( ) : name 2025 5-6 — 2025-04-28 – p.4/41
5. ( ) 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 5-6 — 2025-04-28 – p.5/41
6. ( 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 5-6 — 2025-04-28 – p.6/41
7. ( ) I AI ( ) 2025 5-6 — 2025-04-28 – p.7/41
8. — (open interpreter / 01 ) code interpreter file search ( ) Notebook LM PAT ( ) 2025 5-6 — 2025-04-28 – p.8/41
9. 2025 5-6 — 2025-04-28 – p.9/41
10. 2. (1) AI (2) 2024 4 24 ( ) 23:59 JST ( ) Waseda Moodle 2025 5-6 — 2025-04-28 – p.10/41
11. . . . . . . 48 ( ) 40 (4/25( ) ) ( ) ⇒ 2025 5-6 — 2025-04-28 – p.11/41
12. M ChatGPT ⇒ “Teleport” (AI ) 9 ⇒ (1990 ) 2025 5-6 — 2025-04-28 – p.12/41
13. H [ ] [ ] ⇒ → ( ) . . . ( ) ( ) ⇒ ( ) 2025 5-6 — 2025-04-28 – p.13/41
14. Y duolingo key ⇒ LLM LLM 2025 5-6 — 2025-04-28 – p.14/41
15. A ChatGPT AGI : : AI : AGI ⇒ ^^; . . . — — ( ) — ( ) — ( ) 2025 5-6 — 2025-04-28 – p.15/41
16. M 20 AI ⇒ ^^; 2016 AI ( ) ( : 2018 ) 2019 2022 2 “generative tools” SF (2015) SF 2025 5-6 — 2025-04-28 – p.16/41
17. T AI ⇒ ( ) 1 (Live and Let (them) Think) (AI+ ) 2025 5-6 — 2025-04-28 – p.17/41
18. U ⇒ 2025 5-6 — 2025-04-28 – p.18/41
19. W [ AI ] AI ⇒ AGI JR JR ⇒ AGI ( ) 2025 5-6 — 2025-04-28 – p.19/41
20. M AGI ⇒ 2025 5-6 — 2025-04-28 – p.20/41
21. M GPTs LLM ⇒ 2025 5-6 — 2025-04-28 – p.21/41
22. M GEC AI AI ⇒ (AI ) ( ) “ ” CSL https://www.itmedia.co.jp/news/articles/2501/22/news190.html 2025 5-6 — 2025-04-28 – p.22/41
23. M Moodle ⇒ Zoom ( ) 2025 5-6 — 2025-04-28 – p.23/41
24. I GPT X ⇒ LLM SCAMPER 2025 5-6 — 2025-04-28 – p.24/41
25. H iPhone iPhone AI ⇒ ↑ 2025 5-6 — 2025-04-28 – p.25/41
26. M Chatgpt LLM Chatgpt ⇒ LLM ( ) ChatGPT 2025 5-6 — 2025-04-28 – p.26/41
27. — . . . ( ) 5 . . . 2025 5-6 — 2025-04-28 – p.27/41
28. code interpreter 2025 5-6 — 2025-04-28 – p.28/41
29. ( ) ( ) ( ← ChatGPT ) (Python ) ( ) API (Application Programming Interface) ( ) 2025 5-6 — 2025-04-28 – p.29/41
30. Code Interpreter GPT (Python) ҧ͍͸Ͳ͜ʹʁ : asst_8cOUcKMZHWImBFOzv38gxANR : asst_QxUkyrymu9It05FV0ZQYFwk6 2025 5-6 — 2025-04-28 – p.30/41
31. 4 4 10 2025 5-6 — 2025-04-28 – p.31/41
32. Code Interpreter (asst_yNHA7eVJmoAMrIYa3JAd98Ey) Python 2025 5-6 — 2025-04-28 – p.32/41
33. AI “vibe coding” ( ) code interpreter Cursor (https://www.cursor.com/) Devin (https://devin.ai) ( ) — 2025 5-6 — 2025-04-28 – p.33/41
34. file search ( ) Notebook LM PAT 2025 5-6 — 2025-04-28 – p.34/41
35. File Search GPT transformer.pdf: gpt1.pdf: GPT gpt2.pdf: GPT-2 gpt3.pdf: GPT-3 gpt4.pdf: GPT-4 how-assistants-work.pdf: OpenAI Assistant API 22:0 source 1:1 GPT (10 ) 2025 5-6 — 2025-04-28 – p.35/41
36. NotebookLM PAT NotebookLM (https://notebooklm.google.com) PAT (Paper Authoring Tutor) (https://github.com/ks91/pat) — 2025 5-6 — 2025-04-28 – p.36/41
37. 2025 5-6 — 2025-04-28 – p.37/41
38. ( ) 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 5-6 — 2025-04-28 – p.38/41
39. 2025 5-6 — 2025-04-28 – p.39/41
40. 3. (1) ( ) name instructions (tutor) ( ): https://ja.wikipedia.org/wiki/ (2) 2025 5 8 ( ) 23:59 JST ( ) Waseda Moodle 2025 5-6 — 2025-04-28 – p.40/41
41. ( ) 2025 5-6 — 2025-04-28 – p.41/41