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
Sponsored
·
SiteGround - Reliable hosting with speed, security, and support you can count on.
→
Kenji Saito
PRO
April 19, 2025
Technology
0
210
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
アカデミーキャンプ2026 冬「ウチらとヤツらのフューチャー・デザイン」DAY3 / Acadmy Camp 2026 Winter - Future Design by Us and Them DAY3
ks91
PRO
0
37
アカデミーキャンプ2026 冬「ウチらとヤツらのフューチャー・デザイン」DAY1 / Acadmy Camp 2026 Winter - Future Design by Us and Them
ks91
PRO
0
69
アカデミーキャンプ2026 冬「ウチらとヤツらのフューチャー・デザイン」DAY2 / Acadmy Camp 2026 Winter - Future Design by Us and Them DAY2
ks91
PRO
0
53
アナログAI からの逃走とメタ・ネイチャーポジティブ / Escape from Analog AI, and Meta-Nature Positive
ks91
PRO
0
32
AI 前提社会におけるトラスト / Trust in an AI-Driven Society
ks91
PRO
0
63
非営利組織の起業/発表と総括 / Starting up a Nonprofit Organization, Presentation and Summary
ks91
PRO
0
64
自己開発 / Self-Development
ks91
PRO
1
30
あなたは何によって憶えられたいですか? / What Do You Want to be Remembered for?
ks91
PRO
0
39
ボランティアと理事会 / Volunteers and Board of Directors
ks91
PRO
0
61
Other Decks in Technology
See All in Technology
Interop Tokyo 2025 ShowNet Team Memberで学んだSRv6を基礎から丁寧に
miyukichi_ospf
0
200
三菱UFJ銀行におけるエンタープライズAI駆動開発のリアル / Enterprise AI_Driven Development at MUFG Bank: The Real Story
muit
10
19k
OCI技術資料 : 外部接続 VPN接続 詳細
ocise
1
10k
What's new in Go 1.26?
ciarana
2
220
パネルディスカッション資料 (at Tableau Now! - 2026-02-26)
yoshitakaarakawa
0
460
Snowflakeデータ基盤で挑むAI活用 〜4年間のDataOpsの基礎をもとに〜
kaz3284
1
200
論文検索を日本語でできるアプリを作ってみた
sailen2
0
120
「静的解析」だけで終わらせない。 SonarQube の最新機能 × AIで エンジニアの開発生産性を本気で上げる方法
xibuka
2
310
ソフトウェアアーキテクトのための意思決定術: Create Decision Readiness—The Real Skill Behind Architectural Decision
snoozer05
PRO
18
5.3k
競争優位を生み出す戦略的内製開発の実践技法
masuda220
PRO
2
460
Data Hubグループ 紹介資料
sansan33
PRO
0
2.8k
[続・営業向け 誰でも話せるOCI セールストーク] AWSよりOCIの優位性が分からない編(2026年2月20日開催)
oracle4engineer
PRO
0
110
Featured
See All Featured
How to Talk to Developers About Accessibility
jct
2
140
DevOps and Value Stream Thinking: Enabling flow, efficiency and business value
helenjbeal
1
130
Fireside Chat
paigeccino
41
3.8k
Are puppies a ranking factor?
jonoalderson
1
3k
Learning to Love Humans: Emotional Interface Design
aarron
275
41k
Avoiding the “Bad Training, Faster” Trap in the Age of AI
tmiket
0
93
Paper Plane (Part 1)
katiecoart
PRO
0
4.9k
Dominate Local Search Results - an insider guide to GBP, reviews, and Local SEO
greggifford
PRO
0
92
Noah Learner - AI + Me: how we built a GSC Bulk Export data pipeline
techseoconnect
PRO
0
120
The Impact of AI in SEO - AI Overviews June 2024 Edition
aleyda
5
750
Bootstrapping a Software Product
garrettdimon
PRO
307
120k
Bridging the Design Gap: How Collaborative Modelling removes blockers to flow between stakeholders and teams @FastFlow conf
baasie
0
470
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