ワールドカフェI ／チューターを改良する / World Café I and Improving the Tutors

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Generative, Volatile, Uncertain, Complex and Ambiguous — generated by Stable Diffusion XL v1.0 — AI 2024 3-4 I (WBS) 2024 3-4 I — 2024-04-22 – p.1/73

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https://speakerdeck.com/ks91/collections/prompt-engineering-2024-spring 2024 3-4 I — 2024-04-22 – p.2/73

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( ) 1 4 15 LLM • 2 4 15 • 3 4 22 I • 4 4 22 • 5 4 29 6 4 29 7 5 13 8 5 13 9 5 20 II 10 5 20 (1) 11 5 27 (2) 12 5 27 (3) 13 6 3 & 14 6 3 & W-IOI 2024 3-4 I — 2024-04-22 – p.3/73

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( 20 ) 1 • 2 • 3 Discord & • 4 5 6 RPG 7 “September 12th” 8 9 10 ∼ 11 Linux (Windows )(Mac ) 12 Open Interpreter ∼ 13 14 AGI (Artiﬁcial General Intelligence) 7 (5/6 ) / (2 ) OK / 2024 3-4 I — 2024-04-22 – p.4/73

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( ) LLM ( ) GPTs 2024 3-4 I — 2024-04-22 – p.5/73

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I AI 2024 3-4 I — 2024-04-22 – p.6/73

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1. (1) AI (2) 2024 4 18 ( ) 23:59 JST ( ) Waseda Moodle 2024 3-4 I — 2024-04-22 – p.8/73

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. . . . . . 77(+2) 55(+1) (4/21( ) ) ( ) LLM GET 5 . . . 6 . . . ← · 1 . . . ( ) 2024 3-4 I — 2024-04-22 – p.9/73

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T GPT 1 “ ” ⇒ LLM ( ) LLM 2024 3-4 I — 2024-04-22 – p.10/73

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LLM (1/4) ਖ਼͘͠͸ʰथ໦๏ఊʹཱͭʱ 2024 3-4 I — 2024-04-22 – p.11/73

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LLM (2/4) ਖ਼͘͠͸ʰ۲ࢗ͠ڭतʱ ਖ਼͘͠͸ࣄނ ( ) 2024 3-4 I — 2024-04-22 – p.12/73

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( ) (1/2) 2024 3-4 I — 2024-04-22 – p.13/73

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LLM (3/4) ແ͍ ੜ෺ֶऀ ࣮ ࡏ ͢ Δ ݚ ڀ ऀ ͳ Β ڪ ॖ ͩ ͕ ͍ ͔ ʹ ΋ ͳ ໊ લ ແ͍ ແ͍ . . . 2024 3-4 I — 2024-04-22 – p.14/73

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LLM (4/4) ॻ͍͕֮ͨ͑ͳ͍ ͍΍࣮ࡏ͢Δ͚Ͳڞஶͯ͠ͳ͍ . . . 2024 3-4 I — 2024-04-22 – p.15/73

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( ) (2/2) 2024 3-4 I — 2024-04-22 – p.16/73

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×× . . . ⇒ 2024 3-4 I — 2024-04-22 – p.17/73

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T MyGPT GPT Discord ⇒ instructions ( ) 2024 3-4 I — 2024-04-22 – p.18/73

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U AI description ( ) instructions ( ) 2 AI ⇒ description ( ) description ( ) description ( ) OpenAI 2024 3-4 I — 2024-04-22 – p.19/73

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instructions 2024 3-4 I — 2024-04-22 – p.21/73

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(1/3) ( 3 ) ID ( id) (identiﬁer ) . . . ( ) . . . AI ( AI) /chat ID (assistant_id) name ( ) . . . description ( ) . . . · name description instructions ( ) . . . tools ( ) . . . · Files ( ), Code Interpreter ( ) ﬁles ( ) . . . · Files (enable) 2024 3-4 I — 2024-04-22 – p.22/73

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(2/3) ( 3 ) (assistant_id : asst_OUIhymbGuI1siXVaLs7evkaJ) ( /build ) /update ← (sandbox) Discord # ID (thread; ) ( 2 ) Discord Discord OpenAI OpenAI API thread_id /chat Discord 2024 3-4 I — 2024-04-22 – p.23/73

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(3/3) ( 3 ) ( ) “/” (/build) (Create ) (/show, /list) (Read ) (/update) (Update ) (/delete) (Delete ) · CRUD (/chat) ( )( ) /build /chat /update /build 2024 3-4 I — 2024-04-22 – p.24/73

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A ChatGPT ⇒ (1) ( ) RLHF (Reinforcement Learning from Human Feedback; ) (2) ( ) (2) 2024 3-4 I — 2024-04-22 – p.25/73

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Y LLM AI ⇒ 2024 3-4 I — 2024-04-22 – p.26/73

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H Discord GPT-4 GPT Builder ⇒ GPT Builder GPT-4 GPTs (gpt-discord-bot) GPTs ( ) · GPT Builder 2024 3-4 I — 2024-04-22 – p.27/73

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K Discord ⇒ 2 2 ( ) ^^; 2024 3-4 I — 2024-04-22 – p.28/73

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K GPT GPT GPT GPT ⇒ 2024 3-4 I — 2024-04-22 – p.29/73

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S ChatGPT ⇒ GitHub : https://github.com/KeioAIConsortium/gpt-discord-bot : https://github.com/ks91/gpt-discord-bot ← ChatGPT (GPT OpenAI ) OpenAI assistant API 2024 3-4 I — 2024-04-22 – p.30/73

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H GPT ⇒ general ( ) generative ( ) ( ) 2024 3-4 I — 2024-04-22 – p.31/73

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F ChatGPT API Excel AI Python Python AI Python ⇒ LLM ( LLM ) AI 2024 3-4 I — 2024-04-22 – p.32/73

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N LLM Claude3 Gemini GPT LLM ⇒ ( ) https://github.com/Mooler0410/LLMsPracticalGuide 2024 3-4 I — 2024-04-22 – p.33/73

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K “ ” ⇒ LLM code interpreter 2024 3-4 I — 2024-04-22 – p.34/73

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Y Discord ⇒ (tutor) ( ) (AI ) 2024 3-4 I — 2024-04-22 – p.35/73

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I GTPs[ ] ⇒ ^^; GPTs Additional Settings “Use conversation data in your GPT to improve our models” OK “By default, OpenAI will not use data submitted by customers via our API to train OpenAI models or improve OpenAI’s service offering” “However, OpenAI will allow users to opt-in to share their data to improve model performance” OpenAI OpenAI OpenAI API OpenAI 2024 3-4 I — 2024-04-22 – p.36/73

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S GPT ChatGPT OpenAI ChatGPT ChatGPT ChatGPT ChatGPT ⇒ 2024 3-4 I — 2024-04-22 – p.37/73

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K Chat GPT GPT Generative Pre-trained Transformer Transformer ⇒ 2024 3-4 I — 2024-04-22 – p.38/73

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I AI 2024 3-4 I — 2024-04-22 – p.39/73

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◦◦ vs. ◦◦ 1,000 ( ) 500 16 +AI 2024 3-4 I — 2024-04-22 – p.40/73

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(1) 1. (4-5 ) ( ) (20∼30 ) ( Discord ) ( ) ( ) 2024 3-4 I — 2024-04-22 – p.41/73

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(2) 2. 2024 3-4 I — 2024-04-22 – p.42/73

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(4) 4. 4 2024 3-4 I — 2024-04-22 – p.44/73

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( 1 ) (graceful stop) ∼ 2024 3-4 I — 2024-04-22 – p.45/73

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Discord ( ) Discord 2024 3-4 I — 2024-04-22 – p.46/73

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: 5 : 4 ( 3 ) 20 ( ) ( ) ( ) AI 2024 3-4 I — 2024-04-22 – p.47/73

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= /chat assistant_id: asst_C96SZm2jWPWmh4npsbPvJzop /chat search: /chat “search” ( ) · OK assistant_id asst_C96SZm2jWPWmh4npsbPvJzop, name # ACK (Acknowledged; ) ( ) 2024 3-4 I — 2024-04-22 – p.48/73

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1 (15 ) ( ) 1 : / / / / / 2024 3-4 I — 2024-04-22 – p.49/73

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1 2024 3-4 I — 2024-04-22 – p.50/73

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2 (15 ) 5 1 OK 2 : ( ) / / / / / 2024 3-4 I — 2024-04-22 – p.51/73

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2 2024 3-4 I — 2024-04-22 – p.52/73

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3 (15 ) 5 2 OK 3 : ( ) / / / / / 2024 3-4 I — 2024-04-22 – p.53/73

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3 2024 3-4 I — 2024-04-22 – p.54/73

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4 (15 ) 5 3 OK 4 : instructions / / / / / 2024 3-4 I — 2024-04-22 – p.55/73

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: , , , 2009 2024 3-4 I — 2024-04-22 – p.57/73

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( ) 2024 3-4 I — 2024-04-22 – p.59/73

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: ɾ ࿹࣌ܭͷετοϓ΢Υονػೳ ɹͷ࢖͍ํͰ͢ ɾ ϘλϯΛԡ͢ͱɺ ঢ়ଶ͕มΘΔ ɹ༷ࢠΛඳ͍͍ͯ·͢ ɾ ঢ়ଶʹԠͯ͡ɺ Ϙλϯ͸ ɹҧͬͨҙຯΛ࣋ͪ·͢ ܭଌΛ࢝Ί·͢ ͕࣌ؒܦա ͕࣌ؒܦա ܭଌΛετοϓ ͠·͢ ϥοϓλΠϜ Λදࣔ͠·͢ ϥοϓλΠϜ ΛΫϦΞ͠·͢ ܭଌΛετοϓ ͠·͢ ܭଌΛ࠶։ ͠·͢ ܭଌΛ࠶։ ͠·͢ Ϧηοτ͠·͢ ա ܭଌத ϥοϓλΠϜ ϥοϓλΠϜ ܭଌ ࣌ؒ ج४࣌ؒ ϥοϓλΠϜ ΛΫϦΞ͠·͢ run : A ( )→ B ( ) → B ( )→ A ( ) → B ( ) 2024 3-4 I — 2024-04-22 – p.60/73

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( 3 ) (1) /chat assistant_id: asst_OUIhymbGuI1siXVaLs7evkaJ — (2) /chat search: (2) /build name: ( ) ( ) ( ) ( ) — /update ID (3) /chat assistant_id: ID — 3 2024 3-4 I — 2024-04-22 – p.61/73

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( ) /chat assistant_id asst_OUIhymbGuI1siXVaLs7evkaJ 2024 3-4 I — 2024-04-22 – p.62/73

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(/build ) /build name: description ( ) instructions ( ) ( ) code interpreter 2024 3-4 I — 2024-04-22 – p.63/73

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/build EFTDSJQUJPO આ໌ ͸ʁ ਓؒͷ ͨΊͷ ୹͍આ໌Λ ॻ͘ ϓϩϯϓτ Λॻ͘ Ξγελϯτʹ ໊લΛ෇͚Δ &OBCMFPS %JTBCMF :FT /P ϑΝΠϧ ܈Λ·ͱ Ίͯυϩ οϓ͢Δ &OBCMFPS %JTBCMF͔ͭ 'JMFT༗ޮ %JTBCMF͔ͭ 'JMFTແޮ JOTUSVDUJPOT ࢦࣔ ͸ʁ 'JMFT ϑΝΠϧ ಡΈࠐΈ ͸ ༗ޮʁແޮʁ $PEF*OUFSQSFUFS ϓϩάϥϜͷ ੜ੒ɾ࣮ߦ ͸ ༗ޮʁແޮʁ ϑΝΠϧΛ ௥Ճ͢Δʁ ϑΝΠϧ଴ͪ Ξγελϯτ ੜ੒׬ྃ 2024 3-4 I — 2024-04-22 – p.64/73

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(/update ) /update assistant_id: ID “.” ( ) 2(3?) GPTs /update (/build 1 ) 2024 3-4 I — 2024-04-22 – p.65/73

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/update EFTDSJQUJPO આ໌ ͸ʁ ਓؒͷ ͨΊͷ ୹͍৽͍͠ આ໌Λॻ͘ มߋ͠ͳ͍ ͳΒlz Λଧͭ มߋ͠ͳ͍ ͳΒlz Λଧͭ ৽͍͠ ϓϩϯϓτ Λॻ͘ Ξγελϯτ *% Λ ࢦఆ͢Δ &OBCMFPS %JTBCMF :FT :FTPS /P /P ϑΝΠϧ ܈Λ·ͱ Ίͯυϩ οϓ͢Δ &OBCMFPS %JTBCMF͔ͭ 'JMFT༗ޮ %JTBCMF͔ͭ 'JMFTແޮ JOTUSVDUJPOT ࢦࣔ ͸ʁ 'JMFT ϑΝΠϧ ಡΈࠐΈ ͸ ༗ޮʁແޮʁ $PEF*OUFSQSFUFS ϓϩάϥϜͷ ੜ੒ɾ࣮ߦ ͸ ༗ޮʁແޮʁ ࠓ͋ΔϑΝΠϧ Λอ࣋͢Δʁ ϑΝΠϧΛ ௥Ճ͢Δʁ ϑΝΠϧ଴ͪ Ξγελϯτ ߋ৽׬ྃ 2024 3-4 I — 2024-04-22 – p.66/73

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Ϗϧμʔͱ࿩͢ εϨου ૬ஊ͢Δ ର࿩͢Δ ͪΐͬͱ ҧ͏ͳ ςΩετνϟϯωϧ ͔Β %JTDPSE͔Βίϐʔͨ͠ ಺༰ΛϝϞாͰ ฤूͯ͠ ίϐϖ͢Δͱ Α͍͔΋ ˣ ߋ৽εϨου͔Β ςΩετνϟϯωϧ ͔Β ςΩετνϟϯωϧ ͔Β Α͠ࢼͯ͠ΈΑ͏ ॳճDIBU DIBU ॳճ CVJME ߋ৽ VQEBUF આ໌΍ ࢦࣔΛ ೖྗ͢Δ ΞγελϯτΛ࡞Γ ߋ৽͢ΔεϨου ΞγελϯτΛ ࢼ͢εϨου 2024 3-4 I — 2024-04-22 – p.67/73

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(1/2) ([ ] ) /build name: ( Discord ) /chat [assistant_id: ID][thread_id: ID] [search: ] ( Discord ) ID Discord 20 /delete assistant_id: ID ID 2024 3-4 I — 2024-04-22 – p.68/73

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(2/2) ([ ] ) /list [offset: ][max: ] [search: ] ( ) 20 ( 0) 1 1,500 /show assistant_id: ID 1 1,500 /update assistant_id: ID ( Discord ) /build 2024 3-4 I — 2024-04-22 – p.69/73

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( ) /update /build 2024 3-4 I — 2024-04-22 – p.70/73

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2. (1) AI (2) 2024 4 25 ( ) 23:59 JST ( ) Waseda Moodle 2024 3-4 I — 2024-04-22 – p.72/73

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