Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
ワールドカフェI /チューターを改良する / World Café I and Improvi...
Search
Kenji Saito
PRO
April 19, 2025
Technology
0
170
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
PRO
April 19, 2025
Tweet
Share
More Decks by Kenji Saito
See All by Kenji Saito
ロール・ツール群の開発 / Development of Roles and Tools
ks91
PRO
0
96
ワールドカフェ再び、そしてロール・ツール群の開発 / World Café Again, and the Development of a Suite of Roles and Tools
ks91
PRO
0
120
01 を動かす〜音声で対話できる自動化されたアシスタント / Running 01 - Automated Assistant with Voice Interaction
ks91
PRO
0
29
AGI (Artificial General Intelligence) の論点 / AGI (Artificial General Intelligence) Issues
ks91
PRO
0
28
Open Interpreter を動かす 〜 自動化されたアシスタントの誕生 / Running Open Interpreter - The Birth of an Automated Assistant
ks91
PRO
0
28
Linux 仮想マシンを動かす(Windows 編)(Mac 編) / Running a Linux Virtual Machine (Windows Edition) (Mac Edition)
ks91
PRO
0
38
(メタ・) ネイチャーポジティブと物質・エネルギーの循環経済 / Being (Meta-)Nature Positive and the Circular Economy of Materials and Energy
ks91
PRO
0
6
対話による知の拡張 / Extending Knowledge Through Dialogue
ks91
PRO
0
49
プロンプトに対する攻撃と対策 / Attacks Against Prompts and Countermeasures
ks91
PRO
0
52
Other Decks in Technology
See All in Technology
AIオンボーディングとAIプロセスマイニング
nrryuya
5
970
Scale Security Programs with Scorecarding
ramimac
0
310
マップを速く表示するために
tsuboyan5
0
170
Zero Data Loss Autonomous Recovery Service サービス概要
oracle4engineer
PRO
1
7.1k
Digitization部 紹介資料
sansan33
PRO
1
3.7k
Oracle Base Database Service 技術詳細
oracle4engineer
PRO
8
65k
Things you never dared to ask about LLMs — v2
glaforge
1
400
Data Hubグループ 紹介資料
sansan33
PRO
0
1.7k
Type Challengesに新しい問題を追加して Type ChallengesのMaintainerになった話
ysknsid25
3
640
AWS LambdaでSocket通信サーバーレスアプリケーションのリアルタイム通信 / 20250523 Kumiko Hennmi
shift_evolve
1
310
継続戦闘能⼒
sansantech
PRO
0
180
変化に強いテーブル設計の勘所 / Table design that is resistant to changes
soudai
48
13k
Featured
See All Featured
Practical Orchestrator
shlominoach
187
11k
Stop Working from a Prison Cell
hatefulcrawdad
269
20k
Producing Creativity
orderedlist
PRO
345
40k
Visualization
eitanlees
146
16k
RailsConf 2023
tenderlove
30
1.1k
It's Worth the Effort
3n
184
28k
KATA
mclloyd
29
14k
A designer walks into a library…
pauljervisheath
205
24k
Mobile First: as difficult as doing things right
swwweet
223
9.6k
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
PRO
19
1.2k
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
irinanazarova
8
740
The Art of Programming - Codeland 2020
erikaheidi
54
13k
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