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
試作とデモンストレーション / Prototyping and Demonstrations
Search
Kenji Saito
PRO
May 11, 2025
Technology
0
180
試作とデモンストレーション / Prototyping and Demonstrations
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7-8回で使用したスライドです。
Kenji Saito
PRO
May 11, 2025
Tweet
Share
More Decks by Kenji Saito
See All by Kenji Saito
シン・ブロックチェーン / Truth of Blockchain
ks91
PRO
0
52
パスワード/パスフレーズと認証 / Password, Passphrase and Authentication
ks91
PRO
0
25
git と GitHub / git and GitHub
ks91
PRO
0
27
ソフトウェアの開発と保守 / Software Development and Maintenance
ks91
PRO
0
33
インターネットの特徴 / Features of the Internet
ks91
PRO
0
18
インターネットのガバナンス / Governance of the Internet
ks91
PRO
0
19
暗号学的ハッシュ関数 / Cryptographic Hash Function
ks91
PRO
0
26
デジタル署名 / Digital Signature
ks91
PRO
0
19
Web3 のリアリティ / Web3 Reality
ks91
PRO
0
100
Other Decks in Technology
See All in Technology
CI/CDとタスク共有で加速するVibe Coding
tnbe21
0
210
新卒3年目の後悔〜機械学習モデルジョブの運用を頑張った話〜
kameitomohiro
0
330
Whats_new_in_Podman_and_CRI-O_2025-06
orimanabu
3
180
Autonomous Database サービス・アップデート (FY25)
oracle4engineer
PRO
2
780
Agentic DevOps時代の生存戦略
kkamegawa
0
500
kubellが挑むBPaaSにおける、人とAIエージェントによるサービス開発の最前線と技術展望
kubell_hr
1
320
比起獨自升級 我更喜歡 DevOps 文化 <3
line_developers_tw
PRO
0
240
Amazon Q Developer for GitHubとAmplify Hosting でサクッとデジタル名刺を作ってみた
kmiya84377
0
3.5k
産業機械をElixirで制御する
kikuyuta
0
170
New Cache Hierarchy for Container Images and OCI Artifacts in Kubernetes Clusters using Containerd / KubeCon + CloudNativeCon Japan
pfn
PRO
0
170
白金鉱業Meetup_Vol.19_PoCはデモで語れ!顧客の本音とインサイトを引き出すソリューション構築
brainpadpr
2
420
「規約、知識、オペレーション」から考える中規模以上の開発組織のCursorルールの 考え方・育て方 / Cursor Rules for Coding Styles, Domain Knowledges and Operations
yuitosato
6
1.9k
Featured
See All Featured
YesSQL, Process and Tooling at Scale
rocio
172
14k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
43
2.4k
Responsive Adventures: Dirty Tricks From The Dark Corners of Front-End
smashingmag
252
21k
Art, The Web, and Tiny UX
lynnandtonic
299
21k
個人開発の失敗を避けるイケてる考え方 / tips for indie hackers
panda_program
107
19k
What’s in a name? Adding method to the madness
productmarketing
PRO
22
3.5k
The World Runs on Bad Software
bkeepers
PRO
68
11k
Large-scale JavaScript Application Architecture
addyosmani
512
110k
Speed Design
sergeychernyshev
31
990
Producing Creativity
orderedlist
PRO
346
40k
Building Flexible Design Systems
yeseniaperezcruz
328
39k
Exploring the Power of Turbo Streams & Action Cable | RailsConf2023
kevinliebholz
32
5.9k
Transcript
Generated by Stable Diffusion 3.5 — AI 2025 7-8 (WBS)
2025 7-8 — 2025-05-12 – p.1/39
ڭɾεΫϦʔϯ த৺ઢ νʔϜ νʔϜ νʔϜ νʔϜ
νʔϜ νʔϜ νʔϜ νʔϜ νʔϜ νʔϜ OK 2025 7-8 — 2025-05-12 – p.2/39
https://speakerdeck.com/ks91/collections/prompt-engineering-2025-spring 2025 7-8 — 2025-05-12 – p.3/39
( ) 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 7-8 — 2025-05-12 – p.4/39
( 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 7-8 — 2025-05-12 – p.5/39
( ) — (open interpreter / 01 ) code interpreter
file search ( ) Notebook LM PAT ( ) 2025 7-8 — 2025-05-12 – p.6/39
( ) ( ) ( ) 2025 7-8 — 2025-05-12
– p.7/39
2025 7-8 — 2025-05-12 – p.8/39
3. (1) ( ) name instructions (tutor) ( ): https://ja.wikipedia.org/wiki/
(2) 2025 5 8 ( ) 23:59 JST ( ) Waseda Moodle 2025 7-8 — 2025-05-12 – p.9/39
. . . . . . 48 42 (5/10( )
) ( ) names / Savora / py / PersonaTalk / ( Ver) / WBS 7 / / / AI / / / ( ) / / R / / / The / GPT / AI / / AI / secretarial family / / / AI AI / / Waseda Hack / / / / / E-Buddy / / / / / / / CaseMate / / ( ) ( OK) : (TA) 2025 7-8 — 2025-05-12 – p.10/39
( . . . ) . . . ( ;
GUI : Graphical User Interface) ( ; ) . . . ChatGPT ⇒ A . . . 2025 7-8 — 2025-05-12 – p.11/39
LLM ( ) (No one has ever changed the world
by doing what the world has told them to do) — Eddy Zhong 2025 7-8 — 2025-05-12 – p.12/39
M ⇒ ( ) OpenAI API assistant instructions GPT assistant
( ) 2025 7-8 — 2025-05-12 – p.13/39
T Instructions Prompt ⇒ Prompt ( ) AI ( )
Linux $ cd 01/software $ ( ) Instructions ( ) Prompt OpenAI instructions 2025 7-8 — 2025-05-12 – p.14/39
( ) ( ) : Example? ( “Example?” ) 1
: ( ) gpt-discord-bot GPTs ( is-a ) 2 : code interpreter assistant (has-a ) : 1 : ( ) gpt-discord-bot GPTs 2 : ( ) 2 2025 7-8 — 2025-05-12 – p.15/39
⇔ ⇔ ( ) ۓٸं྆ (15 ܥͷ "*ΞγελϯτΛ࡞ͬͯ͑Δπʔϧ ಉ͡ͷΛಉ͡ͱݟΔ ҰൠԽ㱻ಛघԽ
ͪΖΜҟͳΔͷ͕ͩɺফंΛӡస͍ͯͨ͠ਓ͕ ٸʹٹٸंΛӡస͢Δ͜ͱʹͳͬͯ ʮݪཧ͕ҟͳΔͷͰӡసͰ͖·ͤΜʂʯͱ͍͏͜ͱʹͳΒͳ͍͠ɺ ͳΜͳΒ࿅श༻ͷେܕࣗಈं HQUEJTDPSECPU ผ్ଘࡏ͢Δ ࣗಈंόοςϦʔͰͳ͍͠ɺਓؒͷڅ༉ ϑΝΠϧͷΞοϓϩʔυ Ͱ͖ͳ͍ɻͨͩɺ͜ͷྫͰΤϯδϯϠόͯ͘ɺ ྫ͑ফंͷ͜ͱΛ pSFFOHJOF ͱݺͿจԽଘࡏ͢Δ (15 ͷ֦ுγεςϜͷ͜ͱ (15 ͱݺΜͰ͠·͏ ҧ͏ͷΛҧ͏ͱݟΔ ղ㱻౷߹ ٹٸं (15T ࣗಈं BTTJTUBOU Τϯδϯ NPEFM όοςϦʔ DPEFJOUFSQSFUFS ϋϯυϧ UISFBE ӡసख JOTUSVDUJPOT ਓؒ QSPNQU ҰൠԽ͢Δͱ ಉ͡ʹݟ͑Δ JTB ؔ JTB ؔ IBTB ؔ ٬ NFTTBHF ফं 1MBZHSPVOE 5"9* 2025 7-8 — 2025-05-12 – p.16/39
K ChatGPT ChatGPT GPT ⇒ . . . 2025 7-8
— 2025-05-12 – p.17/39
M IT AI OpenAI 2 AI AI AI ⇒ (
) Open Interpreter (2023) AI OpenAI AGI AI 2025 7-8 — 2025-05-12 – p.18/39
M I AI YouTube ⇒ arXiv . . . (
) MIT YouTuber ( ) 2025 7-8 — 2025-05-12 – p.19/39
K ⇒ AI ⇒ ( ) instructions ( ) LLM
instructions ( ) 2025 7-8 — 2025-05-12 – p.20/39
H O AI / / GPT ⇒ AI 13 2025
7-8 — 2025-05-12 – p.21/39
M Y AI× ( ) ⇒ ^^; . . .
( ) 2025 7-8 — 2025-05-12 – p.22/39
A AI AI ⇒ AI AGI 2025 7-8 — 2025-05-12
– p.23/39
I AI [ ] [ ] AI ⇒ . .
. 2025 7-8 — 2025-05-12 – p.24/39
Facebook https://www.facebook.com/tadasu.takamine/posts/10172162133520529 2025GWeeeeeeK !! 2025 7-8 — 2025-05-12 – p.25/39
Y : MBA [ ] : R summary() ⇒ 2025
7-8 — 2025-05-12 – p.26/39
I CaseMate WBS → CaseMate 1 2 3 ⇒ 2025
7-8 — 2025-05-12 – p.27/39
K LLM Discord AI ⇒ ( ) Google https://www.kaggle.com/whitepaper-prompt-engineering Gemini
( API ) LLM 2025 7-8 — 2025-05-12 – p.28/39
( ; ) ϩϘοτ ਓؒ -JHIU ϩϘοτ HIU U ਓؒ
·ͩ େ αʔόʔ খ ԻͰΓͱΓ ΫϥΠΞϯτ ͭͳ͗ Ϟʔλʔηϯαʔ جຊ ࢦྩ ͍·ɺ͋ͳͨͷʹ ͔͚͍ͯ͠·͢ ϩ Ϙ ỽ τ ͷ छ ྨ ͝ ͱ ʹ ҟ ͳ Δ HQUPSFBMUJNFQSFWJFX HQUPNJOJ 01 OpenAI GPT-4o-realtime-preview GPT-4o-mini 2025 7-8 — 2025-05-12 – p.29/39
( ) ( ) ( ) 2025 7-8 — 2025-05-12
– p.30/39
( ) ⇒ AI cf. 8 ( ) OK 2025
7-8 — 2025-05-12 – p.31/39
( ) 2025 7-8 — 2025-05-12 – p.32/39
( ) 2025 7-8 — 2025-05-12 – p.33/39
( ) 2025 7-8 — 2025-05-12 – p.34/39
( ) 2025 7-8 — 2025-05-12 – p.35/39
2025 7-8 — 2025-05-12 – p.36/39
2025 7-8 — 2025-05-12 – p.37/39
4. (1) (2) (rules) (roles; ) (tools) AI (3) 2025
5 15 ( ) 23:59 JST ( ) Waseda Moodle 2025 7-8 — 2025-05-12 – p.38/39
2025 7-8 — 2025-05-12 – p.39/39