Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
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
230
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
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
More Decks by Kenji Saito
See All by Kenji Saito
アカデミーキャンプ 2026秋「位置ゲーに秀でよ!ウチらとヤツらのゲーム・デザイン」DAY 4 / Academy Camp 2026 Fall - Excel at Location-Based Games! Our and Their Game Design DAY 4
ks91
PRO
0
15
アカデミーキャンプ 2026秋「位置ゲーに秀でよ!ウチらとヤツらのゲーム・デザイン」DAY 3 / Academy Camp 2026 Fall - Excel at Location-Based Games! Our and Their Game Design DAY 3
ks91
PRO
0
42
アカデミーキャンプ 2026秋「位置ゲーに秀でよ!ウチらとヤツらのゲーム・デザイン」DAY 2 / Academy Camp 2026 Fall - Excel at Location-Based Games! Our and Their Game Design DAY 2
ks91
PRO
0
89
アカデミーキャンプ 2026秋「位置ゲーに秀でよ!ウチらとヤツらのゲーム・デザイン」DAY 1 / Academy Camp 2026 Fall - Excel at Location-Based Games! Our and Their Game Design DAY 1
ks91
PRO
0
38
責任2.0/3.0 ∼ 知的創造過程の脱領土化 / Responsibility 2.0 and 3.0: The Deterritorialization of the Intellectual Creative Process
ks91
PRO
0
39
国と地域のマネジメントと AGI / National and Regional Management and AGI
ks91
PRO
0
27
2026 年度「AI による研究・教育サポート」ワークショップ (教員向け) / AY 2026 “AI-Based Research and Education Support” Workshop (For Faculty)
ks91
PRO
0
55
エージェント化するAI:現在地とその先に起きる変化 / AI as Agents: The Current State and the Changes Ahead
ks91
PRO
0
220
文化的ループ (推論, エージェント) と思考プロセスの検証可能性 / Cultural Loops (Inference, Agents) and the Verifiability of Thought Processes
ks91
PRO
0
50
Other Decks in Technology
See All in Technology
Railsのように考える: See through the Master
snoozer05
PRO
5
1.2k
エージェントはローカル、検証はMicroVM — Lambda MicroVMsでつくるServerless CI
fujioka6789
3
660
開発投資の期待値を上げるプロダクトロードマップづくり ~プロダクトエンジニアが越境して事業を伸ばす~
kekekenta
1
240
現場で役立つ技術負債の効果的な返済方法
masuda220
PRO
10
5k
おい、エージェントを使って終わらせろ
nwiizo
2
850
人間はどの意思決定を手放せるのか
kawasima
15
7.9k
技術的負債から考える、AI時代のエンジニアリング投資 — ビズリーチの技術的負債と向き合った経験から、変更し続けられるソフトウェアを考える/ technical-debt-con2026
visional_engineering_and_design
4
3.5k
Oracle Cloud Network Path Analyzerを試してみた/I Tried Out Oracle Cloud Network Path Analyzer
masakiokuda
1
110
beyond jj: config & tools ecosystem
indirect
0
5.8k
Azure Serverless 2026:Production-ready な AI エージェント基盤 / Azure Serverless 2026: Production-Ready AI Agent Platform
miyake
2
490
AIエージェントの自己改善をどう設計するか / How to Design Self-Improvement for AI Agents
22mi
25
17k
SREへの勘違いに気づいた後の話
tomodakengo
0
130
Featured
See All Featured
Jess Joyce - The Pitfalls of Following Frameworks
techseoconnect
PRO
1
420
KATA
mclloyd
PRO
35
15k
The State of eCommerce SEO: How to Win in Today's Products SERPs - #SEOweek
aleyda
2
12k
Statistics for Hackers
jakevdp
799
230k
Max Prin - Stacking Signals: How International SEO Comes Together (And Falls Apart)
techseoconnect
PRO
0
470
Designing Dashboards & Data Visualisations in Web Apps
destraynor
232
55k
A Tale of Four Properties
chriscoyier
163
24k
How to build an LLM SEO readiness audit: a practical framework
nmsamuel
1
910
The Director’s Chair: Orchestrating AI for Truly Effective Learning
tmiket
1
300
Performance Is Good for Brains [We Love Speed 2024]
tammyeverts
12
1.8k
Tell your own story through comics
letsgokoyo
1
1.1k
More Than Pixels: Becoming A User Experience Designer
marktimemedia
3
530
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