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
コードや知識を組み込む / Incorporating Codes and Knowledge
Search
Kenji Saito
PRO
April 26, 2025
Technology
0
200
コードや知識を組み込む / Incorporating Codes and Knowledge
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5-6回で使用したスライドです。
Kenji Saito
PRO
April 26, 2025
Tweet
Share
More Decks by Kenji Saito
See All by Kenji Saito
マニフェスト: 人類の知のフロンティアに向けた拡張的足場へ / Manifesto: Toward Expansive Scaffolding for Humanity's Knowledge Frontier
ks91
PRO
0
8
続・スマートコントラクトと分散ファイナンス / Smart Contracts and Decentralized Finance, Continued
ks91
PRO
0
43
スマートコントラクトと分散ファイナンス / Smart Contracts and Decentralized Finance
ks91
PRO
0
63
シン・ブロックチェーン / Truth of Blockchain
ks91
PRO
0
97
パスワード/パスフレーズと認証 / Password, Passphrase and Authentication
ks91
PRO
0
37
git と GitHub / git and GitHub
ks91
PRO
0
36
ソフトウェアの開発と保守 / Software Development and Maintenance
ks91
PRO
0
50
インターネットの特徴 / Features of the Internet
ks91
PRO
0
34
インターネットのガバナンス / Governance of the Internet
ks91
PRO
0
30
Other Decks in Technology
See All in Technology
Lazy application authentication with Tailscale
bluehatbrit
0
220
Delta airlines®️ USA Contact Numbers: Complete 2025 Support Guide
airtravelguide
0
340
american aa airlines®️ USA Contact Numbers: Complete 2025 Support Guide
aaguide
0
320
Enhancing SaaS Product Reliability and Release Velocity through Optimized Testing Approach
ropqa
1
240
いつの間にか入れ替わってる!?新しいAWS Security Hubとは?
cmusudakeisuke
0
140
LangChain Interrupt & LangChain Ambassadors meetingレポート
os1ma
2
320
Glacierだからってコストあきらめてない? / JAWS Meet Glacier Cost
taishin
1
170
american airlines®️ USA Contact Numbers: Complete 2025 Support Guide
supportflight
1
110
NewSQLや分散データベースを支えるRaftの仕組み - 仕組みを理解して知る得意不得意
hacomono
PRO
3
180
What’s new in Android development tools
yanzm
0
340
データ基盤からデータベースまで?広がるユースケースのDatabricksについて教えるよ!
akuwano
3
130
成長し続けるアプリのためのテストと設計の関係、そして意思決定の記録。
sansantech
PRO
0
130
Featured
See All Featured
The Pragmatic Product Professional
lauravandoore
35
6.7k
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
mongodb
46
9.6k
Creating an realtime collaboration tool: Agile Flush - .NET Oxford
marcduiker
30
2.1k
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
eileencodes
35
2.4k
The World Runs on Bad Software
bkeepers
PRO
69
11k
Measuring & Analyzing Core Web Vitals
bluesmoon
7
510
Optimising Largest Contentful Paint
csswizardry
37
3.3k
Helping Users Find Their Own Way: Creating Modern Search Experiences
danielanewman
29
2.7k
Agile that works and the tools we love
rasmusluckow
329
21k
How To Stay Up To Date on Web Technology
chriscoyier
790
250k
Easily Structure & Communicate Ideas using Wireframe
afnizarnur
194
16k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
233
17k
Transcript
Generated by Stable Diffusion 3.5 — AI 2025 5-6 (WBS)
2025 5-6 — 2025-04-28 – p.1/41
ڭɾεΫϦʔϯ த৺ઢ νʔϜ νʔϜ νʔϜ νʔϜ
νʔϜ νʔϜ νʔϜ νʔϜ νʔϜ νʔϜ OK 2025 5-6 — 2025-04-28 – p.2/41
https://speakerdeck.com/ks91/collections/prompt-engineering-2025-spring 2025 5-6 — 2025-04-28 – p.3/41
. . . name, (description,) instructions Discord ( ) (
) : name 2025 5-6 — 2025-04-28 – p.4/41
( ) 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 5-6 — 2025-04-28 – p.5/41
( 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 5-6 — 2025-04-28 – p.6/41
( ) I AI ( ) 2025 5-6 — 2025-04-28
– p.7/41
— (open interpreter / 01 ) code interpreter file search
( ) Notebook LM PAT ( ) 2025 5-6 — 2025-04-28 – p.8/41
2025 5-6 — 2025-04-28 – p.9/41
2. (1) AI (2) 2024 4 24 ( ) 23:59
JST ( ) Waseda Moodle 2025 5-6 — 2025-04-28 – p.10/41
. . . . . . 48 ( ) 40
(4/25( ) ) ( ) ⇒ 2025 5-6 — 2025-04-28 – p.11/41
M ChatGPT ⇒ “Teleport” (AI ) 9 ⇒ (1990 )
2025 5-6 — 2025-04-28 – p.12/41
H [ ] [ ] ⇒ → ( ) .
. . ( ) ( ) ⇒ ( ) 2025 5-6 — 2025-04-28 – p.13/41
Y duolingo key ⇒ LLM LLM 2025 5-6 — 2025-04-28
– p.14/41
A ChatGPT AGI : : AI : AGI ⇒ ^^;
. . . — — ( ) — ( ) — ( ) 2025 5-6 — 2025-04-28 – p.15/41
M 20 AI ⇒ ^^; 2016 AI ( ) (
: 2018 ) 2019 2022 2 “generative tools” SF (2015) SF 2025 5-6 — 2025-04-28 – p.16/41
T AI ⇒ ( ) 1 (Live and Let (them)
Think) (AI+ ) 2025 5-6 — 2025-04-28 – p.17/41
U ⇒ 2025 5-6 — 2025-04-28 – p.18/41
W [ AI ] AI ⇒ AGI JR JR ⇒
AGI ( ) 2025 5-6 — 2025-04-28 – p.19/41
M AGI ⇒ 2025 5-6 — 2025-04-28 – p.20/41
M GPTs LLM ⇒ 2025 5-6 — 2025-04-28 – p.21/41
M GEC AI AI ⇒ (AI ) ( ) “
” CSL https://www.itmedia.co.jp/news/articles/2501/22/news190.html 2025 5-6 — 2025-04-28 – p.22/41
M Moodle ⇒ Zoom ( ) 2025 5-6 — 2025-04-28
– p.23/41
I GPT X ⇒ LLM SCAMPER 2025 5-6 — 2025-04-28
– p.24/41
H iPhone iPhone AI ⇒ ↑ 2025 5-6 — 2025-04-28
– p.25/41
M Chatgpt LLM Chatgpt ⇒ LLM ( ) ChatGPT 2025
5-6 — 2025-04-28 – p.26/41
— . . . ( ) 5 . . .
2025 5-6 — 2025-04-28 – p.27/41
code interpreter 2025 5-6 — 2025-04-28 – p.28/41
( ) ( ) ( ← ChatGPT ) (Python )
( ) API (Application Programming Interface) ( ) 2025 5-6 — 2025-04-28 – p.29/41
Code Interpreter GPT (Python) ҧ͍Ͳ͜ʹʁ : asst_8cOUcKMZHWImBFOzv38gxANR : asst_QxUkyrymu9It05FV0ZQYFwk6 2025
5-6 — 2025-04-28 – p.30/41
4 4 10 2025 5-6 — 2025-04-28 – p.31/41
Code Interpreter (asst_yNHA7eVJmoAMrIYa3JAd98Ey) Python 2025 5-6 — 2025-04-28 – p.32/41
AI “vibe coding” ( ) code interpreter Cursor (https://www.cursor.com/) Devin
(https://devin.ai) ( ) — 2025 5-6 — 2025-04-28 – p.33/41
file search ( ) Notebook LM PAT 2025 5-6 —
2025-04-28 – p.34/41
File Search GPT transformer.pdf: gpt1.pdf: GPT gpt2.pdf: GPT-2 gpt3.pdf: GPT-3
gpt4.pdf: GPT-4 how-assistants-work.pdf: OpenAI Assistant API 22:0 source 1:1 GPT (10 ) 2025 5-6 — 2025-04-28 – p.35/41
NotebookLM PAT NotebookLM (https://notebooklm.google.com) PAT (Paper Authoring Tutor) (https://github.com/ks91/pat) —
2025 5-6 — 2025-04-28 – p.36/41
2025 5-6 — 2025-04-28 – p.37/41
( ) ίϯηϓτΛ࿅Δɾ "* ͱ ૬ஊ͢Δ ૬ஊ͢Δɾߟ͑Δ ର͢Δ ͪΐͬͱ ҧ͏Μͩͳʔ
Α͠ࢼͯ͠ΈΑ͏ ࢥͬͯͨͷͱ ҧ͏ Α͠ ࡞ͬͯ ΈΑ͏ ߟ͑͢ ࢦࣔ ࢿྉΛ ೖྗ͢Δ ΞγελϯτΛ࡞Γ ߋ৽͢Δ ΞγελϯτΛ ࢼ͢ 2025 5-6 — 2025-04-28 – p.38/41
2025 5-6 — 2025-04-28 – p.39/41
3. (1) ( ) name instructions (tutor) ( ): https://ja.wikipedia.org/wiki/
(2) 2025 5 8 ( ) 23:59 JST ( ) Waseda Moodle 2025 5-6 — 2025-04-28 – p.40/41
( ) 2025 5-6 — 2025-04-28 – p.41/41