ワールドカフェI ／チューターを改良する / World Café I and Improving the 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 3-4 I (WBS : ) 2026 3-4 I — 2026-04-20 – p.1/51
2. https://speakerdeck.com/ks91/collections/prompt-engineering-2026-spring Discord loglm ( ) 2026 3-4 I — 2026-04-20 – p.2/51
3. ( ) 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 3-4 I — 2026-04-20 – p.3/51
4. ( 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 3-4 I — 2026-04-20 – p.4/51
5. ( ) / LLM ( ) — 1 : 2 : 2026 3-4 I — 2026-04-20 – p.5/51
6. 2 : I AI 2026 3-4 I — 2026-04-20 – p.6/51
7. 2026 3-4 I — 2026-04-20 – p.7/51
8. 1. (1) AI (2) 2026 4 16 ( ) 23:59 JST ( ) Waseda Moodle 2026 3-4 I — 2026-04-20 – p.8/51
9. . . . . . . 87 ( ) 72 (4/17( ) ) ( ) A X 2013 20 (1990 ) ( X ) ↑ ^^; A AGI X X X A X A ⇒ A critical reasoning ( ) X A 2026 3-4 I — 2026-04-20 – p.9/51
10. N AI AI AI AI ×AI ⇒ 2026 3-4 I — 2026-04-20 – p.10/51
11. H AI A AI X ⇒ X > A X 2026 3-4 I — 2026-04-20 – p.11/51
12. T chatgpt AI ⇒ AI ( ) AI ( ) 2026 3-4 I — 2026-04-20 – p.12/51
13. W [ ] Open Claw AI ⇒ ( ) 2026 3-4 I — 2026-04-20 – p.13/51
14. ( ) (part 1) 1 2026 3-4 I — 2026-04-20 – p.14/51
15. LLM “ ” “ ” “ ” AI “ ” “ ” (a) / (b) (c) “ ” ⇒ 2026 3-4 I — 2026-04-20 – p.15/51
16. PAT (Claude) LLM LLM LLM A AI X GPT 3 — — AI AI × AI > AI LLM LLM ⇒ ( ) 2026 3-4 I — 2026-04-20 – p.16/51
17. PAT (GPT) LLM LLM AI AI ⇒ 2026 3-4 I — 2026-04-20 – p.17/51
18. ( ) (part 2) 2026 3-4 I — 2026-04-20 – p.18/51
19. LLM “ ” “ ” → → → AI “ ” LLM “ ” ⇒ 2026 3-4 I — 2026-04-20 – p.19/51
20. PAT (Claude) LLM LLM — LLM LLM — LLM LLM — ⇒ 2026 3-4 I — 2026-04-20 – p.20/51
21. PAT (GPT) LLM LLM AI LLM ⇒ 2026 3-4 I — 2026-04-20 – p.21/51
22. (AI) ( ) ( ) AI ( AI ) → ( ) → ( ) AI ( ) GPT-5 Codex OpenAI ( ) ( ) ( ) ( ) >AI ×AI 2026 3-4 I — 2026-04-20 – p.22/51
23. ( ) 6 15 ( ) ( . . . . . . fix ) 2026 3-4 I — 2026-04-20 – p.23/51
24. 2 : ( ) ID team< >- : team3-interpreter ( ) 2026 3-4 I — 2026-04-20 – p.24/51
25. (agent id ) agent_id team< >- : team3-interpreter . . . /chat team3 3 2026 3-4 I — 2026-04-20 – p.25/51
26. (/agent-import ) /agent-import file: ( ) Windows (Notepad) macOS & ( ID ) agent hub & OK ID /import /agent-import file: overwrite: True / overwrite ( ) 2026 3-4 I — 2026-04-20 – p.26/51
27. 2026 3-4 I — 2026-04-20 – p.27/51
28. I AI 2026 3-4 I — 2026-04-20 – p.28/51
29. ◦◦ vs. ◦◦ 1,000 ( ) 500 16 AI 3 2026 3-4 I — 2026-04-20 – p.29/51
30. (1) 1. (4-5 ) ( Zoom ) (20∼30 ) ( Discord ) ( ) 2026 3-4 I — 2026-04-20 – p.30/51
31. (2) 2. 2026 3-4 I — 2026-04-20 – p.31/51
32. (3) 3. AI 2026 3-4 I — 2026-04-20 – p.32/51
33. (4) 4. 4 2026 3-4 I — 2026-04-20 – p.33/51
34. ( 1 ) (graceful stop) ∼ 60 ( ) 2026 3-4 I — 2026-04-20 – p.34/51
35. Zoom Discord ( ) Discord 2026 3-4 I — 2026-04-20 – p.35/51
36. : 5 : ( ) 15 = ( ) ( ) ( ) AI 2026 3-4 I — 2026-04-20 – p.36/51
37. = /chat [openai_responses] # ACK (Acknowledged; ) ACK ( ) [ROUND_END] ( ) [NEW_ROUND] ( ) 2026 3-4 I — 2026-04-20 – p.37/51
38. 1 (15 ) (0 ) ( ) 1 : / / / / / 2026 3-4 I — 2026-04-20 – p.38/51
39. [ROUND_END] → ( ) 0 n(15?) 1 ( ) 2026 3-4 I — 2026-04-20 – p.39/51
40. 2 (15 ) 5 1 [NEW_ROUND] OK 2 : ( ) / / / / / 2026 3-4 I — 2026-04-20 – p.40/51
41. [ROUND_END] → ( ) 2 0 n(15?) 1 ( ) 2026 3-4 I — 2026-04-20 – p.41/51
42. 3 (15 ) 5 2 [NEW_ROUND] OK 3 : ( ) / / / / / 2026 3-4 I — 2026-04-20 – p.42/51
43. [ROUND_END] → ( ) 0 ( ) 2026 3-4 I — 2026-04-20 – p.43/51
44. 4 (15 ) 5 3 [NEW_ROUND] OK 4 : instructions AI AI / / / / / 2026 3-4 I — 2026-04-20 – p.44/51
45. 2026 3-4 I — 2026-04-20 – p.45/51
46. : , , , 2009 2026 3-4 I — 2026-04-20 – p.46/51
47. AI GAMER PAT gpt-5.4-nano OK /agent-show-full 2026 3-4 I — 2026-04-20 – p.47/51
48. 2026 3-4 I — 2026-04-20 – p.48/51
49. 2026 3-4 I — 2026-04-20 – p.49/51
50. 2. (1) AI AI AI OK (2) 2024 4 23 ( ) 23:59 JST ( ) Waseda Moodle 2026 3-4 I — 2026-04-20 – p.50/51
51. 2026 3-4 I — 2026-04-20 – p.51/51