AI時代のソフトウェア開発を考える（2025/07版） / Agentic Software Engineering Findy 2025-07 Edition

"*࣌୅ͷιϑτ΢ΣΞ։ൃΛߟ͑Δ ʢ൛ʣ 5BLVUP8"%" +VM !'JOEZ։ൃੜ࢈ੑΧϯϑΝϨϯε !U@XBEB !UXBEB 📷🙆 🙆 !UXBEB
JEUXBEB ։ൃੜ࢈ੑDPO@ fi OEZ SFW

5IF&OEPG1SPHSBNNJOHBT8F,OPX*U IUUQTXXXPSFJMMZDPNSBEBSUIFFOEPGQSPHSBNNJOHBTXFLOPXJU 5JN0`3FJMMZ

ʮ7JCF$PEJOHʯͷ஀ੜ IUUQTYDPNLBSQBUIZTUBUVT

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೥ɺੈք͸7JCF$PEJOHͷ೤ʹแ·Εͨ

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IUUQTXXXSFEEJUDPNS1SPHSBNNFS)VNPSDPNNFOUT[EWQXCIPX@PQFOBJ@DIBUHQU@IFMQT@TPGUXBSF@EFWFMPQNFOU ͜Ε͕ʮ೥ͷ֑ʯͷ೥ʹى͜Δͱ͸ʜʜ

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ੜ੒"*ͷొ৔ʹΑΓ ੜ࢈ੑ͕ަࠩ͢Δ఺͕લ౗͠ʹͳͬͨ ͍·͸਺೔͔Βिؒ͘Β͍͔ IUUQTNBSUJOGPXMFSDPNBSUJDMFTJTRVBMJUZXPSUIDPTUIUNM ͕࣌Ճ଎͠ɺଛӹ෼ذ఺͕Ҡಈͨ͠

ద੾ʹઃܭ͕͞Ε͍ͯΕ͹ʜʜ΋෮׆ IUUQTYDPNU@XBEBTUBUVT

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མͪண͍ͯݟΔͱɺ໰୊ͷߏ଄͸͋·ΓมΘ͍ͬͯͳ͍ɻಓ۩͕มΘΓɺݦࡏԽ͢Δ ͷ͕͋·Γʹ΋ૣ͘ͳ͚ͬͨͩ w ϓϩάϥϛϯάΛӽ͑ͯιϑτ΢ΣΞΤϯδχΞϦϯά͕ඞཁʹͳΔλΠϛϯά͕େ ෯ʹૣ·ͬͨ ໰୊ͷߏ଄͸มΘΒͣɺѹ౗తʹݦࡏԽ͕ૣ·͚ͬͨͩ

ιϑτ΢ΣΞ ΤϯδχΞϦϯάͱ ໰୊ղܾͷྺ࢙

IUUQTXXXPSFJMMZDPKQCPPLT ʰ(PPHMFͷιϑτ΢ΣΞΤϯδχΞϦϯάʱQY ιϑτ΢ΣΞΤϯδχΞϦϯά͸࣌ؒͰੵ෼ͨ͠ϓϩάϥϛϯά

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w ιϑτ΢ΣΞ։ൃ͸ະ஌ͱط஌ͷਞऔΓήʔϜ w ઃܭʹऴΘΓ͸ͳ͍ w ऴΘΒͳ͍ઃܭΛࣗಈςετͱϦϑΝΫλϦϯάͰࢧ͑Δ w ࣮૷͔Βઃܭ΁ͷϑΟʔυόοΫ͕͋Δ 5%%͔ΒԿΛֶΜ͔ͩ IUUQTXXXPINTIBDPKQCPPL

w υϝΠϯΤΩεύʔτͱͷର࿩ͱڞ௨ͷޠኮ͕େࣄ w ڥք෇͚ΒΕͨίϯςΫετͷதͰҰ؏ͨ͠ޠኮΛ࢖͏ w ίʔυͱϞσϧ͸ޓ͍ʹϑΟʔυόοΫ͋͠͏ɻҰํ௨ߦͰ͸ͳ͍ w ίʔυͱυΩϡϝϯτ͸ޓ͍ʹϑΟʔυόοΫ͋͠͏ɻҰํ௨ߦͰ͸ͳ͍ %%%͔ΒԿΛֶΜ͔ͩ IUUQTXXXTIPFJTIBDPKQCPPLEFUBJM
IUUQTXXXPSFJMMZDPKQCPPLT

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IUUQTXXXPINTIBDPKQCPPL

w ͻͨ͢Β৽ػೳ௥Ճʹᬏਐͯ͠͠·͍͕ͪ w "*΋͜ͷ܏޲͕ڧ͍ɻجຊతʹ଍͠ࢉࢦ޲ w େࣄͳͷ͸0VUQVUΑΓ0VUDPNFʢ੒Ռʣ΍*NQBDU w 0VUDPNFʹͭͳ͕Βͳ͍ͳΒ0VUQVUΛͲΕ͚ͩ૿΍ͯ͠΋ҙຯ͕ͳ͍ ϏϧυτϥοϓΛආ͚Δ IUUQTXXXPSFJMMZDPKQCPPLT

໨ࢦ͢΂͖͸ "*ͱιϑτ΢ΣΞ ΤϯδχΞϦϯάͷ༥߹

7JCF$PEJOH͔Β"HFOUJD$PEJOH΁ IUUQTBSYJWPSHQEG

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λεΫͷϨϏϡʔΛߦ͍ɺඞཁͰ͋Ε͹ٞ࿦ʹ໭Δ w λεΫϦετ͔ΒλεΫΛͭબͼɺαϒλεΫʹ෼ׂ w αϒλεΫͷॱ൪Λ5%%ͷϫʔΫϑϩʔʹ͋Θͤͯௐ੔ w λεΫຖʹίʔσΟϯάΤʔδΣϯτͷηογϣϯΛ্ཱͪ͛ͯʢ͋Δ͍͸DPNQBDUͯ͠ʣ࣮૷ w λεΫຖʹ(JUͷϒϥϯνΛ࡞੒ʢμϝͩͬͨΒϒϥϯνΛഇغ͢Δʣ w 5%%ͷϫʔΫϑϩʔΛࢦఆ͠ɺϨϏϡʔෆೳͳྔͷίʔυ͕Ұ౓ʹੜ੒͞ΕΔ͜ͱΛ๷͙ w 5%%ͷεςοϓຖʹ$POWFOUJPOBM$PNNJUTͷϧʔϧͰίϛοτͤ͞Δ w ϚʔδલʹશମϨϏϡʔɻඞཁͰ͋Ε͹ਓ͕ؒख௚͠͠ɺϒϥϯνΛϚʔδ w ֶͼΛ൓өͤ͞ΔͨΊʹ࠶ͼ--.ͱٞ࿦͢Δ యܕతͳʮ"*ͱ൐૸ʯͷύλʔϯʢॳՆ࣌఺ʣ

ࣗಈԽ͔ΒࣗಇԽ΁

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IUUQTXXXPSFJMMZDPKQCPPLT

ٻΊΔ඼࣭ಛੑΛఆྔతදݱͰ"*ʹ఻͑Δ IUUQTXXXUIPVHIUXPSLTDPNJOTJHIUTCMPHHFOFSBUJWFBJDBOWJCFDPEJOHQSPEVDFQSPEVDUJPOHSBEFTPGUXBSF

πʔϧϥΠϒϥϦ࡞ऀ͸--.਌࿨ੑΛߟ͑Δ࣌୅ AssertionError [ERR_ASSERTION]: # Human-readable format: assert(scoreOf(rollsOf(frames)) === 132) |
| | | | | | | | 132 | | | false | | [[1,4],[4,5],[6,4],[5,5],[10],[0,1],[7,3],[6,4],[10],[2,8,6]] | [1,4,4,5,6,4,5,5,10,0,1,7,3,6,4,10,2,8,6] 133 # AI-readable format: Assertion failed: assert(scoreOf(rollsOf(frames)) === 132) === arg:0 === Step 1: `frames` => [[1,4],[4,5],[6,4],[5,5],[10],[0,1],[7,3],[6,4],[10],[2,8,6]] Step 2: `rollsOf(frames)` => [1,4,4,5,6,4,5,5,10,0,1,7,3,6,4,10,2,8,6] Step 3: `scoreOf(rollsOf(frames))` => 133 Step 4: `132` => 132 Step 5: `scoreOf(rollsOf(frames)) === 132` => false IUUQTHJUIVCDPNUXBEBQPXFSBTTFSUNPOPSFQPQVMM

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৴པੑͷߴ͍࣮ߦ݁Ռʹ୹͍࣌ؒͰ౸ୡ͢Δঢ়ଶΛอͭ͜ͱͰɺ"*ʹࠜڌ ͋Δ൑அج४Λ༩͑ɺιϑτ΢ΣΞͷ੒௕Λ࣋ଓՄೳʹ͢Δ͜ͱ ࣗಈςετͷॏཁੑ͸ΑΓߴ·Δ

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w HJUʹΑΔมߋτϨʔαϏϦςΟ֬อ w $POWFOUJPOBM$PNNJUT w ,FFQBDIBOHFMPH แׅతͳߏ੒؅ཧ IUUQTXXXDPOWFOUJPOBMDPNNJUTPSHKBW

w όάθϩͷθϩϦεΫ৴ڼ͔Β཭ΕΔ w ֬৴ɺ೺Ѳͷ౓߹͍Λམͱͯ͠։ൃεϧʔϓοτΛ͋͛Δ w ιϑτ΢ΣΞ։ൃ͸;ͨͨͼ6OLOPXO6OLOPXOྖҬʹ໭Ζ͏ͱ͍ͯ͠Δ w ,OPXO6OLOPXO΍6OLOPXO6OLOPXOͱઓ͏෢ثΛ૿΍͢ɻ1SPQFSUZ CBTFE5FTUJOH΍ɺΦϒβʔόϏϦςΟͷ޲্Ͱઓ͏ .5#'͔Β.553΁
IUUQTXXXMBNCEBOPUFDPNQSPEVDUTQSPQFS IUUQTXXXPSFJMMZDPKQCPPLT

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#FIBWJPS$IBOHFͷϨϏϡʔίετͱ4USVDUVSF$IBOHFͷϨϏϡʔίε τ͸ҟͳΔ w #FIBWJPS$IBOHF͸ෆՄٯมߋɻ͖ͪΜͱϨϏϡʔ͢Δ w 4USVDUVSF$IBOHF͸Մٯมߋɻ ιϑτ΢ΣΞΤϯδχΞϦϯάͷ؍఺Ͱ࢓૊ΈԽͯ͠ ϨϏϡʔίετΛʹ͚͍ۙͮͨ ϨϏϡʔෛՙܰݮͷ޻෉ IUUQTXXXPSFJMMZDPKQCPPLT

ݱ࣮ΛݟͭΊΑ͏

w զʑ͸࠷ॳ͔Βਖ਼͍͠ઃܭΛ͢Δ͜ͱ͸Ͱ͖ͳ͍ w ίʔυΛॻ͖࢝Ίɺͦͷͱ͖ॳΊͯ໰୊Λཧղ͢Δ͜ͱ͹͔Γ w ࣮૷͔Βઃܭ΁ͷϑΟʔυόοΫ͕ඞͣ͋Δ w Θ͔Βͳ͍΋ͷ͸ϨϏϡʔ΋Ͱ͖ͳ͍ w ͋Δͱ͖ਖ਼͍͠ઃܭͩͬͨ΋ͷ΋ɺ͕࣌ؒܦͭͱਖ਼͘͠ͳ͘ͳΔ
w γεςϜઃܭͱ͸ɺ͋Δ࣌఺ͷ߹໨తతͳઃܭ͔Βɺ࣍ͷ࣌఺ͷ߹໨తతͳઃܭ ·Ͱͷঢ়ଶભҠɺͦͷҙࢥܾఆͷ࿈ଓͰ͋Δ ਖ਼௚ʹݱ࣮ΛݟͭΊΑ͏

w ʮ"*͸஌ࣝͷ୅ସͰ͸ͳ͘૿෯ثʯCZ5PNPIJTB5BLBPLB͞Μ w ʮߴ౓ͳ"*͸ࣗ෼ͷڸΈ͍ͨͳ΋ͷͰɺ"*͔ΒҾ͖ग़ͤΔੑೳ͸ɺࣗ෼ͷೳྗʹ ͦͷ··ൺྫ͢ΔʯCZNJ[DIJ͞Μ w ߴ౓ͳ"*͸૊৫ͷڸΈ͍ͨͳ΋ͷͰɺ"*͔ΒҾ͖ग़ͤΔੑೳ͸ɺ૊৫ͷೳྗ ʹͦͷ··ൺྫ͢Δ w ࿑ྗ͸֎஫Ͱ͖Δ͕ɺೳྗ͸֎஫Ͱ͖ͳ͍
w ݸਓͱ૊৫͕ڞʹೳྗΛ্͛ͳ͚Ε͹ͳΒͳ͍ ݸਓͱ૊৫͕ೳྗΛ্͛ͳ͚Ε͹ͳΒͳ͍

w 0VUQVUΛग़ͨ͢Ί͚ͩͰͳ͘ɺࣗ෼ͨͪͷೳྗΛ্͛ΔͨΊʹ΋"*Λ࢖͏ w ઃܭͷόσΟͱͯ͠࢖͏ w ൷൑తϨϏϡΞʔͱͯ͠࢖͏ w ࠜෛ͚͠ͳ͍ٞ࿦૬खͱͯ͠࢖͏ w ৽͍͠ݴޠΛֶͿͨΊʹ΋࢖͏
w ͋͑ͯͷΦʔΨχοΫɾίʔσΟϯά΋ྑ͍ w Ξ΢τϓοτ࠷খɺϑΟʔυόοΫ࠷େʹͳΔ ೳྗ޲্ͷͨΊʹ΋"*Λ࢖͏

ֶͼʹ΋௥͍෩͕ਧ͍͍ͯΔ IUUQTYDPNU@XBEBTUBUVT

มԽΛ๊༴ͤΑ

w ݁ہͷͱ͜ΖʮDPEFBJ EPDT ʯ͸΄ͱΜͲͷ৔߹੒ΓཱͭͷͩΖ͏͔ʁ w طଘίʔυΛ௚͢ΑΓɺυΩϡϝϯτ͔Βੜ੒͠௚͢ํ͕͸΍͔ͭ͘ྑ͘ͳ ΔͷͩΖ͏͔ʁ w ݁ہͷͱ͜Ζந৅౓͕Ұஈ্͕ΔͷͩΖ͏͔ʁίʔυ͸Ξηϯϒϥ૬౰ʹ ͳΓɺࣗવݴޠ͕ίʔυ૬౰ʹͳΔͷͩΖ͏͔ʁ
w Ξηϯϒϥ͸͔֬ʹҰํ௨ߦͩ w ͱ΋͢Δͱʮ໰୊͸কདྷͷ"*͕ղܾͯ͘͠ΕΔ͸ͣʯͱߟ͕͑ͪ w ίʔσΟϯά͸ڝ૪ྗΛࣦ͏ͷͩΖ͏͔ʁ w զʑ͸ίʔσΟϯάΛ΍ΊΔ΂͖ͳͷͩΖ͏͔ʁ ʮṌ͚Δʯ΂͖͔൱͔

w զʑ͸͍·ੜ੒"*ͷޫʹ໨Λম͔Εͯࢹ໺ڱࡥΛى͜͠ɺόΠΞεͷԼʹ͍Δ w ʰܾఆྗਖ਼ղΛಋͭ͘ͷϓϩηεʱΛಡΉͱόΠΞεͱͷઓ͍ํ͕Θ͔Δ w ʮʙ΂͖͔൱͔ʯͱ͍͏໰͍ͷཱͯํ͸ࣦഊʹಋ͔Ε΍͍͢ w XIFUIFSPSOPUͰ͸ͳ͘DPNQBSFBOEDPOUSBTU w 903Ͱ͸ͳ͘"/%
w ܾఆΛ஗Ԇ͢Ε͹ྑ͍ɻબ୒ࢶΛ޿͛Ε͹ྑ͍ɻ Ṍ͚ΔͷͰ͸ͳ͘ʮ྆ʹΒΈʯͰߦ͚͹ྑ͍ w ෆ࣮֬ͳঢ়گԼʹ͓͍ͯબ୒ࢶΛڱΊΔͷ͸ةݥͰ͔͠ͳ͍ ʮʙ΂͖͔൱͔ʯͱ͍͏໰͍ͷཱͯํ͸ޡ͍ͬͯΔ IUUQTXXXBNB[PODPKQEQ#)4*1

ΞϚϥͷ๏ଇ 8FUFOEUPPWFSFTUJNBUFUIFF ff FDUPGBUFDIOPMPHZ JOUIFTIPSUSVOBOEVOEFSFTUJNBUFUIFF ff FDUJO UIFMPOHSVO ࢲͨͪ͸ٕज़ͷ୹ظతͳޮՌΛաେධՁ͠ɺ ௕ظతͳޮՌΛաখධՁ͢Δ܏޲͕͋Δ
IUUQTFOXJLJQFEJBPSHXJLJ3PZ@"NBSB

w ࢲͨͪ͸ٕज़ͷ୹ظతͳޮՌΛաେධՁ͠ɺ௕ظతͳޮՌΛաখධՁ͢Δ ܏޲͕͋Δ w ੈք͸ࢥͬͨΑΓ͸Ώͬ͘Γͱɺ͕࣮ͩ֬ʹେ͖͘มΘΔ w Ṍ͚ͳ͍͍ͯ͘ɻՄೳੑΛฒ΂ɺखΛಈ͔ͯ͠ධՁ͠ɺมԽΛָ͠΋͏ ʮมԽΛ๊༴ͤΑʯ

w "*Ͱ͕࣌Ճ଎͕ͨ͠ɺ໰୊ͷߏ଄ɺࠜຊతݪҼ͸ಉ͡ɻྺ࢙͔ΒֶΜͩ஌ݟ͕ࠓͦ͜ॏཁ w ϓϩάϥϛϯά͔Βιϑτ΢ΣΞΤϯδχΞϦϯά΁ɻ7JCF$PEJOH͔Β"HFOUJD$PEJOH΁ w Ϧιʔεޮ཰ॏࢹͷʮҕୗʯͱɺϑϩʔޮ཰ॏࢹͷʮ൐૸ʯɻঢ়گʹԠͯ͡ద੾ͳϞʔυΛબ୒ w ๬·͍͠ঢ়ଶΛએݴతʹఆٛ͠ɺධՁؔ਺Λ༩͑ɺ"*͕ࣗ཯తʹऩଋ͢Δ࢓૊Έ͕ࣗಇԽʹ͸ॏཁ w "*͔ΒҾ͖ग़ͤΔੑೳ͸ɺݸਓͱ૊৫ͷೳྗʹൺྫ͢Δɻೳྗ޲্΁ͷ౤ࢿ͕ෆՄܽ
w ݱ࣮Λ௚ࢹ͢Δɻ࠷ॳ͔Βਖ਼͍͠ઃܭ͸Ͱ͖ͳ͍ɻΘ͔Βͳ͍΋ͷ͸ϨϏϡʔ΋Ͱ͖ͳ͍ɻ͜ͷલఏ ͰઃܭϓϩηεΛ૊ΈཱͯΔ w ʮṌ͚ΔʯͷͰ͸ͳ͘ʮ྆ʹΒΈʯɻ903Ͱ͸ͳ͘"/%ɻܾఆΛ஗Ԇ͠ɺબ୒ࢶΛ޿͛ɺՄೳੑΛ ฒ΂ͯखΛಈ͔ͯ͠ධՁ͢Δ w զʑ͸୹ظతޮՌΛաେධՁ͠ɺ௕ظతޮՌΛաখධՁ͕ͪ͠ɻੈք͸ࢥͬͨΑΓ͸Ώͬ͘Γɺ͕ͩ ࣮֬ʹมΘΔ ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠

AI時代のソフトウェア開発を考える（2025/07版） / Agentic Software ...

AI時代のソフトウェア開発を考える（2025/07版） / Agentic Software Engineering Findy 2025-07 Edition

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