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試作とデモンストレーション / Prototyping and Demonstrations
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Kenji Saito
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May 11, 2025
Technology
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170
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
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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