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ワールドカフェI /チューターを改良する / World Café I and Improvi...
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Kenji Saito
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April 19, 2025
Technology
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190
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」2025 春の第3-4回で使用したスライドです。
Kenji Saito
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April 19, 2025
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Transcript
Generated by Stable Diffusion 3.5 — AI 2025 3-4 I
(WBS) 2025 3-4 I — 2025-04-21 – p.1/46
https://speakerdeck.com/ks91/collections/prompt-engineering-2025-spring 2025 3-4 I — 2025-04-21 – p.2/46
( ) 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 3-4 I — 2025-04-21 – p.3/46
( 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 3-4 I — 2025-04-21 – p.4/46
( ) LLM ( ) GPTs ( ) 2025 3-4
I — 2025-04-21 – p.5/46
I AI 2025 3-4 I — 2025-04-21 – p.6/46
2025 3-4 I — 2025-04-21 – p.7/46
1. (1) AI (2) 2025 4 17 ( ) 23:59
JST ( ) Waseda Moodle 2025 3-4 I — 2025-04-21 – p.8/46
. . . . . . 62 ( ) 49
(4/18( ) ) ( ) A X 2013 20 (1990 ) ( X ) ↑ ^^; A AGI X X X A X A ⇒ A critical reasoning ( ) X A 2025 3-4 I — 2025-04-21 – p.9/46
S ⇒ 4 2025 3-4 I — 2025-04-21 – p.10/46
I ⇒ AI AGI ⇒ 2025 3-4 I — 2025-04-21
– p.11/46
T Discord Microsoft Edge Chrome Chrome ( ) ⇒ Firefox
Safari Chrome Edge (Edge ) ( + ) 2025 3-4 I — 2025-04-21 – p.12/46
N GPT ( ) AI ⇒ 2025 3-4 I —
2025-04-21 – p.13/46
H Discord Ai ⇒ 2025 3-4 I — 2025-04-21 –
p.14/46
M OpenAI ( ) ⇒ . . . Deep Research
11 https://chatgpt.com/share/6802044d-21a0-8010-8cc4-18b0f1e90daa 2025 3-4 I — 2025-04-21 – p.15/46
M ⇒ AI Stable Diffusion https://beta.dreamstudio.ai/generate 2025 3-4 I —
2025-04-21 – p.16/46
K AGI GPT 3 2 ⇒ ( ) “ ”
ChatGPT . . . . . .? ⇒ LLM Web Playground Web GPTs GPTs 2025 3-4 I — 2025-04-21 – p.17/46
( ) GPT 3 1. (GPT ) 2. ( )
3. ( ) AGI 3 (↑ 3. ) 3. (GPT ) 2025 3-4 I — 2025-04-21 – p.18/46
K GPT ⇒ GPT (Generative Pre-trained Transformer) LLM code interpreter
GPT (Deep Research ) 2025 3-4 I — 2025-04-21 – p.19/46
H ⇒ ( ) 2025 3-4 I — 2025-04-21 –
p.20/46
I AI ⇒ 2025 3-4 I — 2025-04-21 – p.21/46
( ) : https://diamond.jp/articles/-/360966 ( ) : https://diamond.jp/articles/-/360967 AGI 2025
3-4 I — 2025-04-21 – p.22/46
I AI 2025 3-4 I — 2025-04-21 – p.23/46
◦◦ vs. ◦◦ 1,000 ( ) 500 16 AI 2
2025 3-4 I — 2025-04-21 – p.24/46
(1) 1. (4-5 ) ( Zoom ) (20∼30 ) (
Discord ) ( ) 2025 3-4 I — 2025-04-21 – p.25/46
(2) 2. 2025 3-4 I — 2025-04-21 – p.26/46
(3) 3. AI 2025 3-4 I — 2025-04-21 – p.27/46
(4) 4. 4 2025 3-4 I — 2025-04-21 – p.28/46
( 1 ) (graceful stop) ∼ 60 ( ) 2025
3-4 I — 2025-04-21 – p.29/46
Zoom Discord ( ) Discord 2025 3-4 I — 2025-04-21
– p.30/46
: 5 : 10 = ( ) ( ) (
) AI 2025 3-4 I — 2025-04-21 – p.31/46
= /chat assistant_id: asst_C96SZm2jWPWmh4npsbPvJzop /chat search: /chat “search” ( )
· OK assistant_id asst_C96SZm2jWPWmh4npsbPvJzop, name # ACK (Acknowledged; ) ACK ( ) 2025 3-4 I — 2025-04-21 – p.32/46
1 (15 ) (0 ) ( ) 1 : /
/ / / / 2025 3-4 I — 2025-04-21 – p.33/46
AI 1 → ( ) 0 n(10?) 1 ( )
2025 3-4 I — 2025-04-21 – p.34/46
2 (15 ) 5 1 OK 2 : ( )
/ / / / / 2025 3-4 I — 2025-04-21 – p.35/46
AI 2 → ( ) 2 0 n(10?) 1 (
) 2025 3-4 I — 2025-04-21 – p.36/46
3 (15 ) 5 2 OK 3 : ( )
/ / / / / 2025 3-4 I — 2025-04-21 – p.37/46
AI 3 → ( ) 0 ( ) 2025 3-4
I — 2025-04-21 – p.38/46
4 (15 ) 5 3 OK 4 : instructions (AI)
/ / / / / 2025 3-4 I — 2025-04-21 – p.39/46
2025 3-4 I — 2025-04-21 – p.40/46
: , , , 2009 2025 3-4 I — 2025-04-21
– p.41/46
/chat assistant_id: asst_OUIhymbGuI1siXVaLs7evkaJ /chat search: /chat “search” ( ) assistant_id
asst_OUIhymbGuI1siXVaLs7evkaJ, name 2025 3-4 I — 2025-04-21 – p.42/46
ίϯηϓτΛ࿅Δɾ "* ͱ ૬ஊ͢Δ ૬ஊ͢Δɾߟ͑Δ ର͢Δ ͪΐͬͱ ҧ͏Μͩͳʔ Α͠ࢼͯ͠ΈΑ͏ ࢥͬͯͨͷͱ
ҧ͏ Α͠ ࡞ͬͯ ΈΑ͏ ߟ͑͢ ࢦࣔ ࢿྉΛ ೖྗ͢Δ ΞγελϯτΛ࡞Γ ߋ৽͢Δ ΞγελϯτΛ ࢼ͢ 2025 3-4 I — 2025-04-21 – p.43/46
2025 3-4 I — 2025-04-21 – p.44/46
2. (1) AI (2) 2024 4 24 ( ) 23:59
JST ( ) Waseda Moodle 2025 3-4 I — 2025-04-21 – p.45/46
2025 3-4 I — 2025-04-21 – p.46/46