知識と実践を紡ぐGenAI / Connecting Knowledge and experience with GenAI

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εΫϥϜϑΣε৽ׁ BLJN !"LJ@.PPO@ ஌ࣝͱ࣮ફΛ๰͙(FO"*

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ࣗݾ঺հ w ໊લBLJN !"LJ@.PPO@ w w झຯ ஍ํεΫϥϜϑΣεΛՈ଒ͱߦ٭͍ͯ͠·͢ Ո଒ʹͱͬͯ৽ׁݝ͸ Ұ൪ָ͠ΈͩͬͨΒ͍͠

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εΫϥϜϑΣε৽ׁ΋͋ͱগ͠ʜ

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ϑΣεͷऴΘΓ͸ϑΣεͷ࢝·Γ ݄ ݄ ݄ ݄ ݄ ݄ ݄ ݄ ݄ ݄ ݄ ݄

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ຖ೔͋ΔίϛϡχςΟ ΄΅ຖि΍͍ͬͯΔίϛϡχςΟͨͪ ݄εΫϥϜಓؔ੢ Րςετͷ֗ᷤ০ ਫ඼઒ΞδϟΠϧ ໦෼ࢄΞδϟΠϧ

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Πϕϯτͷ౓ʹੵ·ΕΔຊ IUUQTXXXQIPUPBDDPNNBJOEFUBJM

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஌ࣝ΁ΞΫηε͢Δোน͸Լ͕͖͍ͬͯͯΔ ஌ࣝΛ࣮ફ͢Δোน΋Լ͕͖͍ͬͯͯΔʁ

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ࢥߟ࣮ݧͰ͖Δ৔͕͋ΔͷͰԼ͕͍ͬͯΔ͸ͣ IUUQTTQFBLFSEFDLDPNUBLBLJOHTDSVNUPCSFBLBXBZGSPNJUEFQFOET TMJEF

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ͱ͸͍͑஌ࣝΛ࣮ફ͢Δোน͸·ͩ·ͩ͋Δ w ஌Γ߹͍͕΄ͱΜͲ͍ͳ͍தͰ૬ஊ͢ΔͳΜͯ༐ؾ͕͍Δͳʜ w ࣾ֎ʹ࿩ͤͳ͍಺༰͕ͨ͘͞Μ͋Δʜ w ίϛϡχςΟͷ࣌ؒଳ͕ͳ͔ͳ͔ࣗ෼ͷੜ׆ϦζϜͱ߹Θͳ͍ʜ

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ͦ͜Ͱ(FO"*ͷग़൪ʂʂ

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࣮ફোนΛԼ͛Δ(FO"* w ஌Γ߹͍͕΄ͱΜͲ͍ͳ͍தͰ૬ஊ͢ΔͳΜͯ༐ؾ͕͍Δͳʜ ˠԿΛฉ͍ͯ΋ஏ͔ͣ͘͠ͳ্͍ʹ஌Γ߹͍͕Ͱ΋࣮ફՄೳ w ࣾ֎ʹ࿩ͤͳ͍಺༰͕ͨ͘͞Μ͋Δʜ ˠઃఆ͑͞ؾΛ͚ͭΕ͹࣮ફՄೳ w ίϛϡχςΟͷ࣌ؒଳ͕ͳ͔ͳ͔ࣗ෼ͷੜ׆ϦζϜͱ߹Θͳ͍ʜ ˠࣗ෼͕౎߹ͷ͍͍λΠϛϯάͰ࣮ફՄೳ

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ൃදͷલఏ

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ൃදͷલఏ w ࣗ෼͕ΞδϟΠϧίʔνϯάͷ࣮ફΛγϛϡϨʔγϣϯͨ͠ྫΛ࿩͢ w POɺεΫϥϜΠϕϯτͳͲͷϑΝγϦςʔγϣϯɺνʔϜϝϯόʔͱͷ σΟεΧογϣϯͳͲਓ͕བྷΉ࿩ʹ͸స༻͠΍͍͔͢΋͠Εͳ͍ w ݸਓͰߦ͏ϓϩάϥϛϯά΍ܦඅਃ੥Λ͸͡Ίͱͨ͠ࣄ຿࡞ۀͳͲɺਓಉ ࢜ͷձ࿩͕ൃੜ͠ͳ͍࡞ۀʹؔͯ͠͸స༻͕೉͍͔͠΋͠Εͳ͍

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ϓϩϯϓτΛ࡞Δલ४උ

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ఆੑσʔλऩू ϓϩϯϓτΛ࡞Δલ४උ w ࣮ࡍʹͨ͠ൃݴΛͦͷ··σʔλͱͯ͠࢒͓ͯ͘͠ w ऩू͕खܰ w ϓϩϯϓτͷධՁࡐྉͱͯ͠స༻͕༰қ w शಘखஈ͸ݸਓ͕΍Γ΍͍͢ελΠϧͰྑ͍ w ࣗ෼Ͱจࣈى͜͠ w ࣄલΞϯέʔτ w จࣈى͜͠ػೳͷ׆༻

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ఆྔσʔλऩू ϓϩϯϓτΛ࡞Δલ४උ w Ξϯέʔτ݁Ռ w χίχίΧϨϯμʔ w QMBZFSNPEFM w $PMVNJOJUZͳͲͷνʔϜΞηεϝϯτπʔϧ ˞৔߹ʹΑͬͯఆੑʹͳΔ͜ͱ΋

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ϓϩϯϓτ࡞੒

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1SFXBSNJOHͰελʔτμογϡΛ੾Δ

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͸͡ΊͷҰา w (FO"*ʹ΍Γ͍ͨ͜ͱΛ఻͑ͯɺ΍Γ͍ͨ͜ͱͷ࣮ݱͷͨΊʹඞཁͳ৘ใ͕ Կ͔Λ֬ೝ͢Δ w (FO"*ʹٻΊͨ৘ใΛٻΊΒΕͨܗࣜͰຒΊΔ (FOFSBUFE,OPXMFEHF1SPNQUJOHGPS$PNNPOTFOTF3FBTPOJOH IUUQTBSYJWPSHBCTW 1SFXBSNJOH

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1SFXBSNJOHͷ۩ମྫ 1SFXBSNJOH

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࣮ફػձ͕ݟ͔ͭΔҎ֎ͷޮՌ 1SFXBSNJOH w ৘ใͷ੔ཧࣗ෼͕؍఺ͱ͍ͯ࣋ͬͯ͠ͳ͔ͬͨྖҬͷ೺Ѳ w ࢥΘ͵৔ॴͰ࣮ફػձΛݟ͍ͩͤΔ͜ͱ΋͋Δ w ࣗ෼ͷཧղൣғ͕ݶఆతͩͬͨΓɺ஌ࣝʹภΓ͕͋Δ͜ͱ͕෼͔Δ w ॻ੶಺༰ͷ࣮ફͷ৔߹ ྡ઀ྖҬɺϢʔεέʔεɺݱࡏͷ஌ࣝϨϕϧʜॻ੶಺ ༰Λ࣮ફ͢Δ·Ͱʹ৐Γӽ͑Δ΂͖ϋʔυϧ͕෼͔Δ

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1SFXBSNJOHͷݶք w 1SFXBSNJOH͚ͩͰे෼ͳਫ਼౓ͷϓϩϯϓτ͕׬੒͢ΔՄೳੑ͸௿͍ w ந৅౓͕ߴ͍݁ՌʹͳΓ͕ͪ w ࣮ફ͢Δ৔ͷίϯςΩετ΍࣮ફ͍ͨ͠஌ࣝͷิ଍Λ௥ՃͰೖྗ͢Δඞཁ ͕ग़͖͕ͯͪ w ͨͩ͠ɺܦݧ͕ઙ͍ྖҬͰ͸͜ͷஈ֊Ͱ͕Μ͕Μ࣮ફ࢝͠ΊΔͷ΋͋Γ w ܦݧ͕ઙ͍ྖҬͰ͸ద੾ʹνϡʔχϯάͰ͖ΔՄೳੑ͕௿͍ 1SFXBSNJOH

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ਫ਼౓ͷධՁ

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ਫ਼౓ͷධՁ w લ४උͨ͠σʔλΛςετͷظ଴஋ͱ͓ͯ࣋ͬͯ͘͠ w ॻ੶Ͱॻ͔Ε͍ͯΔ۩ମྫΛظ଴஋ͱ͓ͯ࣋ͬͯ͘͠ w දݱͷϦΞϧ͞͸ධՁର৅֎ͱͨ͠ํָ͕

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νϡʔχϯά લ४උͨ͠σʔλͷ౤ೖ

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લ४උͰऩूͨ͠σʔλͷ౤ೖ νϡʔχϯά σʔλ౤ೖ w ༻ҙ͍ͯ͠ΔσʔλΛͱΓ͋͑ͣશͯೖΕΔͷ΋ख w σʔλͷछผͰภΓ͕ੜ͗͢͡ͳ͍Α͏ʹ஫ҙ w ஌ࣝͷภΓ w ఆੑఆྔͷόϥϯε w ಉछผͷσʔλ͸ݸ͋Ε͹ྑ͍͜ͱ͕ଟ͍ 㲈GFXTIPUͷߟ͑ํ

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ఆੑσʔλͷ౤ೖ ϓϩϯϓτͷνϡʔχϯά σʔλ౤ೖ w ҉໧తʹิ׬͞Ε͍ͯΔ৘ใΛ௥ه w ࢦࣔޠ w ϢϏΩλεݴޠ w ൚༻తա͗ͯҙຯͷղऍ͕ਓʹΑͬͯҟͳΔݴ༿ ඼࣭

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ఆྔσʔλͷ౤ೖ ϓϩϯϓτͷνϡʔχϯά σʔλ౤ೖ w ਺஋ͷ෇Ճ৘ใΛηοτͰ౤ೖ w ਺஋ͷมભ ࣗ෼͕ࢼͯ͠ΈͨݶΓͰ͸͜Ε͕Ұ൪ޮՌߴ͍ w ฏۉ஋தԝ஋ w ͦͷ਺஋ͩͱى͜Δ؍ଌՄೳͳݱ৅ w ಠࣗͷϨϕϧఆٛิ଍ ˞ఆྔσʔλͷํʹಛʹڧ͘ҾͬுΒΕΔͷͰ஫ҙ

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౤ೖσʔλͷ࡟আͱ௥Ճ

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σʔλΛ௥Ճͨ͠΄͏͕͍͍৔߹ w (FO"*͕ճ౴ਫ਼౓Λ্͛Δ༨஍͕͋Δͱߟ͍͑ͯΔ৔߹ w ·ͣ͸ਖ਼֬ͳ൑அʹ଍Γ͍ͯͳ͍৘ใ͕ͳ͍͔ฉ͘ QSFXBSNJOHͱಉཁྖ w ̋ʮͲΕ͘Β͍ͷ֬཰Ͱճ౴Λ͢ΔͩΖ͏ͱਪ࡯͍ͯ͠·͔͢ʁʯ w ☓ʮ൑அΛ͢ΔͷʹԿ͔଍Γ͍ͯͳ͍৘ใ͸͋ͬͨΓ͠·͔͢ʁʯ w ☓ʮਫ਼౓Λ্͛ΔͨΊʹඞཁͳ৘ใ͸͋ͬͨΓ͠·͔͢ʁʯ ˠ଍Γ͍ͯͳ͍΋ͷ͕͋Δ͔ਘͶΔͱແݶʹ৘ใΛཁٻͯ͘͠Δ w ࣗ৴Λ࣋ͯͳ͍ͳΒ ʮ਺஋ ࣗ৴ ΛߴΊΔͨΊʹඞཁͳ৘ใ͸Կ͕͋Γ·͔͢ʁʯΛ ฉ͘ ϓϩϯϓτͷνϡʔχϯά ౤ೖσʔλͷ࡟আͱ௥Ճ

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σʔλΛݮΒͨ͠΄͏͕͍͍৔߹ w Ұఆͷ৘ใྔ͕͋Δͷʹճ౴ʹҰ؏ੑ͕ͳ͍৔߹ w ࿦ཧతʹഁ୼͍ͯ͠Δจষ͕ग़ྗ͞ΕΔ৔߹ w ࣗ෼ͷܦݧ্ɺͲ͜Ͱࠞཚ ഁ୼ ͍ͯ͠Δͷ͔͸(FO"*΋෼͔͍ͬͯͳ͍͜ ͱ͕ଟ͍ͷͰɺ(FO"*ʹ໰͍߹Θͤͤͣʹࣗ਎ͷ൑அͰσʔλΛՃݮ͍ͯ͠ ͘ͷ͕๬·͍͠ ϓϩϯϓτͷνϡʔχϯά ౤ೖσʔλͷ࡟আͱ௥Ճ

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ϓϩϯϓτͷνϡʔχϯάΞϯνύλʔϯ

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աֶश w લ४උͰ༻ҙ͍ͯͨ͠ςετσʔλͷग़ྗ݁Ռʹա౓ʹ͚ۙͮΑ͏ͱ͢Δ w දݱྗͷ௿Լ w ෳ਺ͷςετσʔλΛ࡞ͬͯݕূ ϓϩϯϓτͷνϡʔχϯάΞϯνύλʔϯ

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൚༻తͳಛੑʹͳΓ͖Δ w ͋Δಛੑ ಛʹੑ֨తಛੑ ʹԊͬͯ΋Β͏Α͏ͳϩʔϧϓϨΠϯάతͳಈ͖Λ ͯ͠΋Β͏ w ਓ͕ͲΜͳ؀ڥ ͲΜͳίϯσΟγϣϯͰ΋Ұ؏ͨ͠ಛੑΛ࣋ͭ͜ͱ͸গͳ͍ w ޱௐͩͬͨΓݴ༿ͷಛ௃తͳบͳͲ͕޼ົʹ࠶ݱ͞Ε͍ͯΔ͜ͱʹ໨͕޲͘ w ʮʙʹͳΓ͖ͬͯʯ౳ͷ3PMFQSPNQUJOH͸ࠓճͷΑ͏ͳϢʔεέʔεͰ͸ආ ͚Δ ϓϩϯϓτͷνϡʔχϯάΞϯνύλʔϯ

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ܟҙ͋Δίϛϡχέʔγϣϯ w (FO"*ΛܟͬͯίϛϡχέʔγϣϯΛऔΓଓ͚Δ w ݴ༿ʹӅΕ͍ͯΔൃݴͷ֩৺Ͱ͸ͳ͘ද໘తͳݴ༿ͷχϡΞϯεΛͦͷ··ड ͚औͬͯ͠·͏ w ૬खΛ഑ྀͨ͠ݴ͍ճ͠͸࣮ੈքͰͷΈߦ͏ ϓϩϯϓτͷνϡʔχϯάΞϯνύλʔϯ

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৭ʑͱίπΛઆ໌͖͕ͯͨ͠ ࢼߦࡨޡ͗ͣͬ͢͠͞͞ͱಈ͔ͯ͠ΈΔͷ΋ॏཁ

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͓·͚

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ϓϩϯϓτΤϯδχΞϦϯάͷςΫχοΫ ͓·͚ w (FO"*Λѻ͏্ͰීวతʹݴΘΕ͍ͯΔΑ͏ͳ͜ͱ΋༗ޮ w TUFQCZTUFQ w UFYUDIVOLJOH w 5FYU4UZMF6OCVOEMJOH w DIBJOPGUIPVHIU w POFTIPUGFXTIPU w QSFXBSNJOH

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·ͱΊ

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·ͱΊ w ϓϩϯϓτʹೖྗͰ͖ΔܗͰσʔλΛอ͓࣋ͯ͘͠ w 1SFXBSNJOHͰελʔτμογϡΛ͖Δ w ఆੑσʔλΛೖΕΔࡍ͸҉໧తʹิ׬͞Ε͍ͯΔ৘ใΛ໌ࣔతʹ͢Δ w ఆྔσʔλΛೖΕΔࡍ͸਺஋ͷ෇Ճ৘ใΛೖΕΔ w (FO"*͕ࣗ਎ͷग़ྗʹࣗ৴Λ࣋ͯͳ͍৔߹͸৘ใΛ௥Ճ͠ɺҰఆྔͷ৘ใ͕͋ Δͷʹ࿦ཧతʹໃ६͕ੜͨ͡ΒσʔλΛݮΒ͢ w Ξϯνύλʔϯ աֶश൚༻తͳಛੑʹͳΓ͖Δܟҙ͋Δίϛϡχέʔγϣϯ w ׬ᘳΛٻΊ͗ͣ͢࢖ͬͯΈΔͷ΋ॏཁ