コードや知識を組み込む / Incorporate Code 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」2026 春の第5-6回で使用したスライドです。

Transcript

1. Generated by Stable Image Core × Nano Banana 2 — AI 2026 5-6 (WBS : ) 2026 5-6 — 2026-04-27 – p.1/38
2. ڭ୎ɾεΫϦʔϯ νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  νʔϜ  OK 2026 5-6 — 2026-04-27 – p.2/38
3. https://speakerdeck.com/ks91/collections/prompt-engineering-2026-spring 2026 5-6 — 2026-04-27 – p.3/38
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 5-6 — 2026-04-27 – p.4/38
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 5-6 — 2026-04-27 – p.5/38
6. ( ) 2 : I AI 2026 5-6 — 2026-04-27 – p.6/38
7. — code_execution ( ) knowledge_sources ( ) Notebook LM GAMER PAT ( ) 2026 5-6 — 2026-04-27 – p.7/38
8. 2026 5-6 — 2026-04-27 – p.8/38
9. 2. (1) AI AI AI OK (2) 2026 4 23 ( ) 23:59 JST ( ) Waseda Moodle 2026 5-6 — 2026-04-27 – p.9/38
10. . . . . . . 62 ( ) 61 (4/26( ) ) ( ) AI AI ( ) . . . 2026 5-6 — 2026-04-27 – p.10/38
11. → → → → → (OpenAI 3) 2026 5-6 — 2026-04-27 – p.11/38
12. O ⇒ . . . 2026 5-6 — 2026-04-27 – p.12/38
13. O AI ⇒ realtime API 2026 5-6 — 2026-04-27 – p.13/38
14. I Web AI ⇒ agent hub “The Interpreter” ( ) 2026 5-6 — 2026-04-27 – p.14/38
15. A IT AI AI AI 100% ⇒ 2026 5-6 — 2026-04-27 – p.15/38
16. S Ubuntu ⇒ 2026 5-6 — 2026-04-27 – p.16/38
17. T “ ” AI ⇒ 2026 5-6 — 2026-04-27 – p.17/38
18. Y AI AI ⇒ (Embodied Cognition) 2026 5-6 — 2026-04-27 – p.18/38
19. N AI LLM ⇒ (Situated Cognition) ( ) GAMER PAT (Claude) ( ) 2026 5-6 — 2026-04-27 – p.19/38
20. — 2026 5-6 — 2026-04-27 – p.20/38
21. ϩϘοτ ਓؒ MPHMN ਓؒ MP ·ͩ $PEFY େ೴ ϥΠϒϥϦ খ೴ ΩʔϘʔυͰ΍ΓͱΓ Ϟʔλʔ΍ηϯαʔ جຊ ࢦྩ ͍·ɺ͋ͳͨͷ೴ʹ ௚઀࿩͔͚͍ͯ͠·͢ ϩ Ϙ ỽ τ ͷ छ ྨ ͝ ͱ ʹ ҟ ͳ Δ HQU HQUNJOJ Codex OpenAI gpt-5.5 gpt-5.4-mini 2026 5-6 — 2026-04-27 – p.21/38
22. (1/2) — (1 6 ) 1 : : 0 ( ) - 90 ( ; ) - 180 ( ) 2 : : 0 ( ) - 90 ( ; ) - 180 ( ) 3 : : 0 ( ) - 90 ( ; ) - 180 ( ) 4 : : 0 ( ) - 90 ( ; ) - 180 ( ) 5 : : 0 ( ) - 90 ( ; ) - 180 ( ) - 265 ( ) 6 : : 0 ( ) and 180 ( ; ) — / ( ) LED ( : 0∼50 ) 2026 5-6 — 2026-04-27 – p.22/38
23. (2/2) opencv ∼ 2026 5-6 — 2026-04-27 – p.23/38
24. ( ) 1 ( ) . . . . . . . . . !! ( ) ( ) 12 ( ) 2026 5-6 — 2026-04-27 – p.24/38
25. code_execution ( ) GPT, Claude, Gemini code_execution 2026 5-6 — 2026-04-27 – p.25/38
26. ( ) ( ) ( ) ( ← ChatGPT ) (Python ) ( ) API (Application Programming Interface) ( ) 2026 5-6 — 2026-04-27 – p.26/38
27. code execution LLM (Python) ҧ͍͸Ͳ͜ʹʁ 2026 5-6 — 2026-04-27 – p.27/38
28. 5 5 10 2026 5-6 — 2026-04-27 – p.28/38
29. AI “vibe coding” ( ) Cursor (https://www.cursor.com/) Devin (https://devin.ai) Codex, Claude Code, Gemini CLI ( ) — 2026 5-6 — 2026-04-27 – p.29/38
30. (AI) ( ) AI ( AI ) → ( ) → ( ) AI ( ) GPT-5 Codex OpenAI ( ) ( ) ( ) ( ) >AI ×AI 2026 5-6 — 2026-04-27 – p.30/38
31. knowledge_sources ( ) GPT, Claude, Gemini knowledge_sources Notebook LM GAMER PAT 2026 5-6 — 2026-04-27 – p.31/38
32. knowledge sources GPT transformer.pdf: gpt1.pdf: GPT gpt2.pdf: GPT-2 gpt3.pdf: GPT-3 gpt4.pdf: GPT-4 gpt5.pdf: GPT-5 gpt-5.4-nano GPT (10 ) 2026 5-6 — 2026-04-27 – p.32/38
33. knowledge sources (1/2) (1) ( ) ( OK) /knowledge-import source_id ID ID 3 team3- 2 backend 3 openai_file_search provider openai_responses & RETURN/ENTER /knowledge-import overwrite: true ↑ 2026 5-6 — 2026-04-27 – p.33/38
34. knowledge sources (2/2) (2) agent knowledge_sources: ID ( overwrite: true ) /agent-import 2026 5-6 — 2026-04-27 – p.34/38
35. 2026 5-6 — 2026-04-27 – p.35/38
36. 2026 5-6 — 2026-04-27 – p.36/38
37. 3. (1) AI AI AI AI AI (2) 2026 5 7 ( ) 23:59 JST ( ) Waseda Moodle 2026 5-6 — 2026-04-27 – p.37/38
38. ( ) 2026 5-6 — 2026-04-27 – p.38/38