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.1/53
2. https://speakerdeck.com/ks91/collections/prompt-engineering-2026-spring Discord loglm ( ) 2026 3-4 I — 2026-04-20 – p.2/53
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.3/53
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.4/53
5. ( ) / LLM ( ) — 1 : 2 : 2026 3-4 I — 2026-04-20 – p.5/53
6. 2 : I AI 2026 3-4 I — 2026-04-20 – p.6/53
7. 2026 3-4 I — 2026-04-20 – p.7/53
8. 1. (1) AI (2) 2026 4 16 ( ) 23:59 JST ( ) Waseda Moodle 2026 3-4 I — 2026-04-20 – p.8/53
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.9/53
10. N AI AI AI AI ×AI ⇒ 2026 3-4 I — 2026-04-20 – p.10/53
11. H AI A AI X ⇒ X > A X 2026 3-4 I — 2026-04-20 – p.11/53
12. T chatgpt AI ⇒ AI ( ) AI ( ) 2026 3-4 I — 2026-04-20 – p.12/53
13. W [ ] Open Claw AI ⇒ ( ) 2026 3-4 I — 2026-04-20 – p.13/53
14. ( ) (part 1) 1 2026 3-4 I — 2026-04-20 – p.14/53
15. LLM “ ” “ ” “ ” AI “ ” “ ” (a) / (b) (c) “ ” ⇒ 2026 3-4 I — 2026-04-20 – p.15/53
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.16/53
17. PAT (GPT) LLM LLM AI AI ⇒ 2026 3-4 I — 2026-04-20 – p.17/53
18. ( ) (part 2) 2026 3-4 I — 2026-04-20 – p.18/53
19. LLM “ ” “ ” → → → AI “ ” LLM “ ” ⇒ 2026 3-4 I — 2026-04-20 – p.19/53
20. PAT (Claude) LLM LLM — LLM LLM — LLM LLM — ⇒ 2026 3-4 I — 2026-04-20 – p.20/53
21. PAT (GPT) LLM LLM AI LLM ⇒ 2026 3-4 I — 2026-04-20 – p.21/53
22. AI https://www.technologyreview.jp/s/380931/why-opinion-on-ai-is-so-divided/ https://www.technologyreview.com/2026/04/13/1135720/why-opinion-on-ai-is-so-divided/ 2026 3-4 I — 2026-04-20 – p.22/53
23. AI AI 2026 AI 73% 23% 50 AI AI ( ) Claude Code 6 Claude 2 ↑ 2026 3-4 I — 2026-04-20 – p.23/53
24. (AI) ( ) ( ) AI ( AI ) → ( ) → ( ) AI ( ) GPT-5 Codex OpenAI ( ) ( ) ( ) ( ) >AI ×AI 2026 3-4 I — 2026-04-20 – p.24/53
25. ( ) 6 11 ( ) ( . . . . . . fix ) 2026 3-4 I — 2026-04-20 – p.25/53
26. 2 : ( ) ID team< >- : team3-interpreter ( ) 2026 3-4 I — 2026-04-20 – p.26/53
27. (agent id ) agent_id team< >- : team3-interpreter . . . /chat team3 3 2026 3-4 I — 2026-04-20 – p.27/53
28. (/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.28/53
29. 2026 3-4 I — 2026-04-20 – p.29/53
30. I AI 2026 3-4 I — 2026-04-20 – p.30/53
31. ◦◦ vs. ◦◦ 1,000 ( ) 500 16 AI 3 2026 3-4 I — 2026-04-20 – p.31/53
32. (1) 1. (4-5 ) ( Zoom ) (20∼30 ) ( Discord ) ( ) 2026 3-4 I — 2026-04-20 – p.32/53
33. (2) 2. 2026 3-4 I — 2026-04-20 – p.33/53
34. (3) 3. AI 2026 3-4 I — 2026-04-20 – p.34/53
35. (4) 4. 4 2026 3-4 I — 2026-04-20 – p.35/53
36. ( 1 ) (graceful stop) ∼ 60 ( ) 2026 3-4 I — 2026-04-20 – p.36/53
37. Zoom Discord ( ) Discord 2026 3-4 I — 2026-04-20 – p.37/53
38. : 5 : ( ) 11 = ( ) ( ) ( ) AI 2026 3-4 I — 2026-04-20 – p.38/53
39. = /chat [openai_responses] # ACK (Acknowledged; ) ACK ( ) [ROUND_END] ( ) [NEW_ROUND] ( ) 2026 3-4 I — 2026-04-20 – p.39/53
40. 1 (15 ) (0 ) ( ) 1 : / / / / / 2026 3-4 I — 2026-04-20 – p.40/53
41. [ROUND_END] → ( ) 0 n(11?) 1 ( ) 2026 3-4 I — 2026-04-20 – p.41/53
42. 2 (15 ) 5 1 [NEW_ROUND] OK 2 : ( ) / / / / / 2026 3-4 I — 2026-04-20 – p.42/53
43. [ROUND_END] → ( ) 2 0 n(11?) 1 ( ) 2026 3-4 I — 2026-04-20 – p.43/53
44. 3 (15 ) 5 2 [NEW_ROUND] OK 3 : ( ) / / / / / 2026 3-4 I — 2026-04-20 – p.44/53
45. [ROUND_END] → ( ) 0 ( ) 2026 3-4 I — 2026-04-20 – p.45/53
46. 4 (15 ) 5 3 [NEW_ROUND] OK 4 : instructions AI AI / / / / / 2026 3-4 I — 2026-04-20 – p.46/53
47. [NEW_ROUND] 4 2026 3-4 I — 2026-04-20 – p.47/53
48. : , , , 2009 2026 3-4 I — 2026-04-20 – p.48/53
49. AI GAMER PAT gpt-5.4-nano OK /agent-show-full 2026 3-4 I — 2026-04-20 – p.49/53
50. 2026 3-4 I — 2026-04-20 – p.50/53
51. 2026 3-4 I — 2026-04-20 – p.51/53
52. 2. (1) AI AI AI OK (2) 2024 4 23 ( ) 23:59 JST ( ) Waseda Moodle 2026 3-4 I — 2026-04-20 – p.52/53
53. 2026 3-4 I — 2026-04-20 – p.53/53