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」2026 春の第7-8回で使用したスライドです。

Transcript

1. Generated by Stable Image Core × Nano Banana 2 — AI 2026 7-8 (WBS : ) 2026 7-8 — 2026-05-11 – p.1/33
2. ڭ୎ɾεΫϦʔϯ νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  OK 2026 7-8 — 2026-05-11 – p.2/33
3. https://speakerdeck.com/ks91/collections/prompt-engineering-2026-spring 2026 7-8 — 2026-05-11 – p.3/33
4. ( ) 1 4 13 LLM ( ) • 2 4 13 ( ) • 3 4 20 I ( ) • 4 4 20 ( ) • 5 4 27 • 6 4 27 • 7 5 11 • 8 5 11 • 9 5 18 II ( ) 10 5 18 & (1) ( ) 11 5 25 & (2) 12 5 25 & (3) 13 6 1 & 14 6 1 & W-IOI 2026 7-8 — 2026-05-11 – p.4/33
5. ( 20 ) 1 • 2 • 3 (Windows WSL ) • 4 (macOS Lima ) • 5 (macOS ) • 6 • 7 • 8 9 RPG 10 “September 12th” 11 12 13 ← NEW! 14 AGI (Artificial General Intelligence) 7 (4/27 ) / (2 ) OK 3,4,5 3 / 2026 7-8 — 2026-05-11 – p.5/33
6. ( ) — code_execution ( ) knowledge_sources ( ) Notebook LM GAMER PAT ( ) 2026 7-8 — 2026-05-11 – p.6/33
7. ( ) ( ) ( ) 2026 7-8 — 2026-05-11 – p.7/33
8. 2026 7-8 — 2026-05-11 – p.8/33
9. 3. (1) AI AI AI AI AI (2) 2026 5 7 ( ) 23:59 JST ( ) Waseda Moodle 2026 7-8 — 2026-05-11 – p.9/33
10. . . . . . . 62 57 (5/8( ) ) ( ) AI . . . ( . . . ) . . . ( ) TA . . . ( ) 2026 7-8 — 2026-05-11 – p.10/33
11. S Agent Import knowledge_sources Gem GPTs ⇒ 2 ( ) : 2026 7-8 — 2026-05-11 – p.11/33
12. (OpenAI ) HQU HQU HQUNJOJ HQUSFBMUJNF NPEFMT
     0QFO"* ʹ͔͠ ৮Εͳ͍  ɾίϯγϡʔϚʔ޲͚ ɾ։ൃऀ޲͚
     νϡʔτϦΞϧ༻
     ؆୯ͳ͓ࢼ͠ ɾίϯγϡʔϚʔ޲͚ ɾֶशऀ޲͚  ϚϧνϢʔβʔ
     ޓ͍ʹ؍࡯΍հೖ͕Մೳ ɾۀ຿޲͚
     Έͳ͞Μ͕ۀ຿Ͱ ɹ։ൃͨ͠Γ࢖ͬͨΓ͢Δ ɹͷ͸ଟ෼͜Ε ະ஌Ͱ͋Γ࿅शͷ͠Α͏͕ͳ͍ HQUP ͳΜͰ΋ Ͱ͖Δ νϟοτ Ͱ͖Δ ˢ ൓෮తʹɹ ࢖͏͜ͱ΋ ˣ (15 ⣋ Λఏڙ ͔͜͜Β໼ҹͷઌͷ ΄ͱΜͲΛମݧͯ͠ ֶ΂Δ तۀͰ࢖͏ େ·͔ʹಉ͕ͩ͡ˢͷํ͕৭ʑͰ͖Δ ֓೦తͳ
    0QFO"*
    "1* XFC
    ΞϓϦ XFC
    ΞϓϦ XFC
    ΞϓϦ %JTDPSE XFC
    ΞϓϦ (15 ⣋ DPEF
    JOUFSQSFUFS XFC
    TFBSDI %"--& WFDUPS
    TUPSF 1MBZHSPVOE $IBU(15 (15T ΞϓϦ ϩδοΫ ΞϓϦ ϩδοΫ (15 ⣋ Λఏڙ EJTDPSE BHFOU IVC ƅ˜ƅ ů ˞
    (15
    (FOFSBUJWF
    1SFUSBJOFE
    5SBOTGPSNFS
    ͸͋͘·Ͱ ɹ
    ࣄલੜ੒ֶश͞ΕͨτϥϯεϑΥʔϚʔͷ͜ͱͰɺHQU ɹ
    ͱ͔ͷϞσϧͷ͜ͱͰ͕͢ɺͦ͜ʹ
    DPEF
    JOUFSQSFUFS
    ΍ ɹ
    WFDUPS
    TUPSF ͳͲͷػೳΛ઀ଓͨ͠ɺ֦ு͞Εͨ
    (15
    γεςϜ ɹ
    ͷ͜ͱΛɺ0QFO"*
    ͸ϚʔέςΟϯά্
    Ϣʔβʔ͸ෳࡶͳ ɹ
    ༻ޠମܥΛ޷·ͳ͍ͷͰ ɺಉ͘͡ʮ(15ʯͱݺΜͰ͍·͢ɻ ɹ
    ͜ΕΛຊདྷͷ (15 ͱ۠ผ͢ΔͨΊʹɺ͜ͷतۀͰ͸ (15 ⣋ ɹ
    ϚʔέςΟϯά༻ޠͱͯ͠ͷ (15 ͱݺΜͰΈ·͠ΐ͏ɻ HQU ϑΝΠϯ νϡʔχϯά ͞Εͨ ϑΝΠϯ νϡʔχϯά ͞Εͨ Codex ( ) (codex) Anthropic Google Claude (Code) Gemini (CLI) 2026 7-8 — 2026-05-11 – p.12/33
13. ⇔ ⇔ ( ) ۓٸं྆ (15 ܥͷ "*
    Ξγελϯτ  ΤʔδΣϯτΛ࡞ͬͯ࢖͑Δπʔϧ ಉ͡΋ͷΛಉ͡ͱݟΔ ҰൠԽ㱻ಛघԽ ΋ͪΖΜҟͳΔͷ͕ͩɺফ๷ंΛӡస͍ͯͨ͠ਓ͕ ٸʹٹٸंΛӡస͢Δ͜ͱʹͳͬͯ΋ ʮݪཧ͕ҟͳΔͷͰӡసͰ͖·ͤΜʂʯͱ͍͏͜ͱʹ͸ͳΒͳ͍͠ɺ ͳΜͳΒ࿅श༻ͷେܕࣗಈं EJTDPSEBHFOUIVC ͸ผ్ଘࡏ͢Δ ࣗಈं͸όοςϦʔͰ͸ͳ͍͠ɺਓؒ΁ͷڅ༉ ϑΝΠϧͷΞοϓϩʔυ ͸ Ͱ͖ͳ͍ɻͨͩɺ͜ͷྫͰΤϯδϯ͸Ϡόͯ͘ɺ ྫ͑͹ফ๷ंͷ͜ͱΛ pSF
    FOHJOF ͱݺͿจԽ͸ଘࡏ͢Δ (15 ͷ֦ுγεςϜͷ͜ͱ΋ (15 ͱݺΜͰ͠·͏ ҧ͏΋ͷΛҧ͏ͱݟΔ ෼ղ㱻౷߹ ٹٸं (15T ࣗಈं BTTJTUBOUBHFOU Τϯδϯ NPEFM όοςϦʔ DPEF
    FYFDVUJPO ϋϯυϧ UISFBE ӡసख JOTUSVDUJPOT ਓؒ QSPNQU ҰൠԽ͢Δͱ ಉ͡ʹݟ͑Δ JTB ؔ܎ JTB ؔ܎ IBTB ؔ܎ ৐٬ NFTTBHF ফ๷ं 1MBZHSPVOE 5"9* 2026 7-8 — 2026-05-11 – p.13/33
14. T AI ⇒ 12 2026 7-8 — 2026-05-11 – p.14/33
15. 2026 (2/21∼23) Team Iter. Outcome / style Blue 12 Completed; multi-dimensional feedback; servo-terminology adopted Yellow 6 Context changed each iteration; no convergence Purple 5 Interspersed with other activities Pink 4 Shifted to pen-gripping task Green 3 Interrupted by initialization errors Red 2 Shifted to gripping and circle-drawing 2026 7-8 — 2026-05-11 – p.15/33
16. O AI code_execution knowledge_source AI AI ⇒ 2026 7-8 — 2026-05-11 – p.16/33
17. N AI AI AI ⇒ 2026GW (5/2∼5) iPad ( ) 2026 7-8 — 2026-05-11 – p.17/33
18. F (LLM) ( ) (loglm) AI — — ⇒ AI 2026 7-8 — 2026-05-11 – p.18/33
19. K [ ] ⇒ 2026 7-8 — 2026-05-11 – p.19/33
20. H ⇒ 2026 7-8 — 2026-05-11 – p.20/33
21. ( ) ( ) ( ) 2026 7-8 — 2026-05-11 – p.21/33
22. discord-agent-hub 4 28 92c1d71 Add knowledge source detail command /knowledge-show source_id: knowledge source media type chunk backend remote store /knowledge-show source_id autocomplete eadc768 Attach generated LaTeX source files ```latex ```tex fenced code block .tex Discord GAMER PAT LaTeX 1b94b80 Ignore empty chat messages + provider user message DB OpenAI / Claude / Gemini item 2026 7-8 — 2026-05-11 – p.22/33
23. ( ) ⇒ AI cf. 11 ( ) OK 2026 7-8 — 2026-05-11 – p.23/33
24. AI ( ) 2026 7-8 — 2026-05-11 – p.24/33
25. ( ) 2026 7-8 — 2026-05-11 – p.25/33
26. ( ) 2026 7-8 — 2026-05-11 – p.26/33
27. ڭ୎ɾεΫϦʔϯ νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  OK 2026 7-8 — 2026-05-11 – p.27/33
28. ( ) 2026 7-8 — 2026-05-11 – p.28/33
29. ڭ୎ɾεΫϦʔϯ νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  OK 2026 7-8 — 2026-05-11 – p.29/33
30. 2026 7-8 — 2026-05-11 – p.30/33
31. 2026 7-8 — 2026-05-11 – p.31/33
32. 4. (1) (2) (rules) (roles; ) (tools) AI ( ) (3) 2026 5 14 ( ) 23:59 JST ( ) Waseda Moodle 2026 7-8 — 2026-05-11 – p.32/33
33. 2026 7-8 — 2026-05-11 – p.33/33