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C-Shared Buildで突破するAI Agent バックテストの壁
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po3rin
December 05, 2025
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C-Shared Buildで突破するAI Agent バックテストの壁
po3rin
December 05, 2025
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Transcript
C-Shared BuildͰಥഁ͢ΔAI Agent όοΫςετͷน layerx.go #3 / pon
)JSPNV/BLBNVSB )JSPNV /BLBNVSB QPSJO "*.-0QT&OHJOFFS*OUFSFTUJOH JO*OGPSNBUJPO3FUSJFWBM
1
2
☀#BTTFNFS7FOUVSF1BSUOFSTᐌ͘ 3 جૅϞσϧͷύϑΥʔϚϯε͕ऩଋ͢ΔʹͭΕɺਅͷࠩผԽཁҼ୯ͳΔ ਫ਼Ͱͳ͘ɺϞσϧ͕ڥͰͲͷΑ͏ʹɺ͍ͭɺͦͯ͠ͳͥػೳ͢Δ͔ Λਖ਼֬ʹѲ͢Δ͜ͱʹͳΔͰ͠ΐ͏ɻධՁΛεέʔϥϒϧͰઆ໌Մೳɺ ͦͯ͠ΤϯλʔϓϥΠζରԠʹͰ͖ΔελʔτΞοϓ͕ͦ͜ɺ"*ಋೖͷ࣍ͷ ΛΓ։͖ɺΠϯϑϥͷ৽ͨͳϑϩϯςΟΞΛఆٛ͢ΔͰ͠ΐ͏ɻ
🙌"*"HFOUͷաڈσʔλΛͬͨόοΫςετج൫͕ཉ͍͠ 4 🛠%FW"*"HFOUػೳͷ࣮ݧධՁ͕͔ͲΔ 👔4BMFTఏҊʹ͑Δ ͜ͷػೳΛಋೖ͢ΔͱҰϲ݄Ͱ͕ࠩ͠͠/݅ݮΓ·͢ 👩💼6TFSࣗͰઃఆͨ͠"*"HFOUػೳͷޮՌΛνΣοΫͰ͖Δ 🤖"HFOUࣗͰ࡞ͬͨϨϏϡʔϧʔϧΛνΣοΫ͠ɺࣗݾम෮ΛճͤΔΑ͏ʹͳΔɻ
❄4OPXGMBLFͰաڈσʔλʹΞΫηε 5 -BZFS9ͰաڈσʔλʹΞΫηε͢Δࡍʹศརͳϓϩγʔδϟ ςʔϒϧ໊ͱಉ͡ Λ ఆ͍ٛͯ͠Δɻ͜ΕΛ5"#-&ؔʹ͔ͯ͋ͨ͠ςʔϒϧͱͯ͠ΞΫηε ͍ͯ͠ΔΑ͏ʹݟ͍ͤͯΔ
6 "*ਃϨϏϡʔ෦ͰαʔϏεͷ"1*ʹґଘ͍ͯ͠Δɻ"1*Λୟ͍ͨઌ ʹ࠷৽σʔλ͔͠ೖͬͯͳ͍ɻ ਃཧAPI ςφϯτཧAPI AIਃϨϏϡʔAgent ΞϓϦέʔγϣϯDB(࠷৽σʔλͷΈ) 😭"*"HFOUόοΫςετͷ͠͞
😭"*"HFOUόοΫςετͷ͠͞ 7 ґଘσʔλऔಘઌΛ4OPXGMBLFͰؙʑೖΕସ͑Δͱɺ"1*Ͱ͍ͬͯͨ σʔλͷલޙॲཧΛؙʑ"HFOUଆʹҠ২͠ͳ͍ͱ͍͚ͳ͍ AIਃϨϏϡʔAgent "1*Ͱ͍ͬͯͨσʔλͷલޙॲཧΛ શͯ4OPXGMBLFͷΫΤϦͰ࠶ݱ͍ͯ͘͠ͷʁ σʔλ͕Ұக͍ͯ͠Δ͔ΛͲ͏ςετ͢Δͷʁ 🤔
😭"*"HFOUόοΫςετͷ͠͞ 8 "1*ܦ༝ͳΒσʔλॲཧؚΊΔ͜ͱ͕Ͱ͖Δɻ͚ͲɺαʔϏε"1*ʹ 4OPXGMBLFΓସ͑ػߏΛೖΕΔͷʁΫΤϦϏϧμʔ͔ΒมߋʹͳΔͻͱ ʹɺ4OBQTIPUࢦఆύϥϝʔλΛൖͤ͞Δॲཧඞཁ͕͋Δɻ݁ߏେ ͖ͳࣄͩͳ͊ɻɻɻ ਃཧAPI ςφϯτཧAPI AIਃϨϏϡʔAgent
9 "1*ͷ࣮Λ΄ͱΜͲม͑ͣʹ"1*෦ॲཧʹ4OPXGMBLF Γସ͑ࢦఆΛࠩ͠ࠐΊͳ͍͔ʁ
10 ❄'JSO 'JSOʢϑΟϧϯʣͱɺੵͬͨઇ͕ظؒܦ༹͚ͬͯͣʹͬͨɺઇͱණͷதؒஈ֊ͷੵઇͰ͢ ɻઇͷ݁থಉ࢜ͷܺؒʢۭܺʣ͕શʹด͡ ͍ͯͳ͍ঢ়ଶΛࢦ͠ɺࠃཱۃݚڀॴͷݚڀͰۃͷණচܗաఔͰॏཁͳׂΛՌͨ͢΄͔ɺաڈͷେؾΛ෮ݩ͢ΔͨΊͷใݯͱͯ͠ ׆༻͞Ε͍ͯ·͢ ɻ ࣾ(03.1MVHJOύοέʔδʮ'JSOʯΛ࡞ͬͨʂ 🤖--.Λ༻ͨ͠42-ࣗಈม 📅
ಛఆ࣌ͷεφοϓγϣοτσʔλͷಁաతͳΞΫηε 🔌(03.ϓϥάΠϯͱͯ͠ͷγʔϜϨεͳ౷߹ 🛡ΫΤϦΨʔυػೳʹΑΔηΩϡϦςΟอޢ
11 ❄'JSO ͜Ε͚ͩͰɺ--.͕෦ͰରΛͬͯ42-Λ4OBQTIPUΫΤϦʹॻ͖͑Δɻ %#ΫϥΠΞϯτॳظԽʹ͜ΕΛ͔·͚ͩ͢Ͱɺ"1*ͷଞͷίʔυมߋҰෆཁɻ
12 'JSOͰHPSN%#ࠩ͠ସ͑ HPSN%#Λࠩ͠ସ͑Δ͚ͩͰɺΞϓϦέʔγϣϯ%#ͱ4OPXGMBLFͷ͖ઌ Λࠩ͠ସ͑ɺ--.ͰॳظԽ࣌ʹͨ͠ରͰΫΤϦΛॻ͖͑Δ ਃཧAPI ςφϯτཧAPI AIਃϨϏϡʔAgent Snapshot ΞϓϦέʔγϣϯDB(࠷৽σʔλͷΈ) ❄
FirnͰΓସ͑
13 https://speakerdeck.com/po3rin/wu-hu-dang-shi-noben-fan-huan-jing-nozhuang-tai-de-ai-agentwozai-ping-jia-sitainaa-dot-dot-dot 'JSO $%$ͷৄ͍͠ղઆͪ͜Β
14 ͜͜Ͱͱ͋Δ՝͕
15 ݱঢ়"*ਃϨϏϡʔͭͷ(P"1*ʹґଘ "*ਃϨϏϡʔ1ZUIPO ɻ ୈҰײͷύλʔϯೋͭɻ 'JSOΛԿʹࠩ͠ࠐΉΜͩ طଘ"1*ʹ'JSOΛೖΕࠐΉํ๏ ৽نͰ'JSO͕ࡌ͞Εͨ"1*ΛผͰཱͯΔ
16 طଘ"1*ʹ'JSOΛೖΕࠐΉํ๏ͷσϝϦοτ ࣾͷਓؒ ։ൃऀɺϏδωεαΠυ ͕όοΫςετΛ࣮ߦ͢Δ߹ɺ طଘ"1*ʹଂ͞Ε͍ͯΔೝূػߏΛࣾ༻ʹࠩ͠ସ͑Δඞཁ͕͋Γɺ ͦͷΑ͏ͳػߏ͕ຊ൪"1*ʹ͋Δ͜ͱ͔ͳΓةݥɻ 'JSOʹΓସ͑Δॲཧ͕ग़ݱ͠ɺผνʔϜ͕ཧ͢Δίʔυϕʔε͕ෳࡶʹͳΔɻ ৽نͰ'JSO͕ࡌ͞Εͨ"1*ΛผͰཱͯΔσϝϦοτ ৽͍͠ϓϩηεΛཱͯΔඞཁ͕͋ΓɺΠϯϑϥͷྉۚɺӡ༻ίετ͕͔͞Ήɻ
ϝϯςφϯε͢Δίʔυྔ͕ଟ͘ͳΔɻ
17 Γ͍ͨͷ(Pͷؔ 'JSOࡌ Λݺͼ͍͚ͨͩͳΜʜ
18 $TIBSFE-JCSBSZܦ༝Ͱͷݺͼग़͠Λ࠾༻͠·ͨ͠ɻ͜Ε%#ΞΫηε͢ΔϦϙδτϦͷίʔ υΛ(Pͷ$TIBSFECVJMEͰ$4IBSFE-JCSBSZԽ͠ɺͦΕΛ1ZUIPOͰݺͼग़͠·͢ ɻ ৽͍͠ϓϩηεΛཱͯΔඞཁ͕ͳ͘ɺΠϯϑϥྉۚӡ༻ίετͳ͘ͳΔɻ ຊ൪ίʔυͷӨڹ͕θϩɻ $4IBSFE#VJME
19 1ZUIPO͔Βୟ͖͍ͨ(PؔΛ$ͰϏϧυͰ ͖ΔΑ͏ʹϥοϓ͠·͢ ɻ "1*ܦ༝Ͱ+40/ΛΓऔΓ͍ͯͨ͠෦Λ $DIBSͰΓͱΓ͢ΔΑ͏ʹม͢Δ͚ͩ Ͱ͢ ɻ AHPCVJMENPEFDTIBSFEAΛ͢Ε$ TIBSFEMJCSBSZΛੜͰ͖·͢
ɻ $4IBSFE#VJME
20 $TIBSFECVJMEΛ͍ͬͯΔਓ͕͋·Γ͓Βͣӡ༻ίετ্͕͕Δʂʂ $4IBSFE#VJMEͷσϝϦοτ
21 $4IBSFE#VJMEͷ։ൃࣗಈԽϓϩϯϓτ (PͷؔΛࢦఆͯ͠$4IBSFE#VJME༻ؔͷੜɺ1ZUIPOͷݺͼग़͠෦ੜͷϓϩϯϓτΛ ༻ҙͨ͠ɻ࣍$4IBSFE#VJME༻ؔੜϓϩϯϓτͷྫ
22 HPQZͱ͔Θͳ͍ͷʁ ͜ΕΒͷ࣮Λϥοϓ࣮ͯ͠Ͱ͖Δ044ύοέʔδ͕͍͔ͭ͋͘Γ·͢ HPQZͳͲ ͕࠾༻͠· ͤΜͰͨ͠ɻҰ൪ͷωοΫ$MBVEF$PEFͳͲͷ։ൃ"HFOU͕͏·͘ѻ͑ͳ͍͜ͱͰͨ͠ɻ (Pͷ$TIBSFECVJMEඪ४Ͱαϙʔτ͞Ε͍ͯΔػೳͰ͋ΓɺίʔσΟϯά"HFOU࠷ॳ͔Β ༷Λཧղͯ͘͠ΕΔΑ͏Ͱͨ͠ɻͦͷͨΊɺϓϩϯϓτͰͷࣗಈੜ͕͔ͬͨ͢͠Ͱ͢ ɻͦͷͨ Ίɺࠓճඪ४ػೳͰ͋Δ$TIBSFECVJMEΛ࠾༻͠·ͨ͠ɻ
23 4OBQTIPUऔಘ͕ؔ$4IBSFE-JCͰ ϥΠϒϥϦͬΆ͘ϩʔυͰ͖ΔΑ͏ʹͳͬͨʂ C Lib(ਃऔಘ) C Lib(ςφϯτॴಘ) AIਃϨϏϡʔAgent Snapshot ΞϓϦέʔγϣϯDB(࠷৽σʔλͷΈ)
❄ FirnͰΓସ͑ C-Shared Library
24 $4IBSFE#VJMEΛຊ൪ӡ༻͢Δίπ $4IBSFE#VJMEͷ$*$%
25 $4IBSFE#VJMEͷ$*$% ࠷৽$-JC࡞ ࣗಈ13ੜΛ͏ɻ $4IBSFE#VJME͠4)"ϋογϡܭࢉ 6QMPBE -PBE ڥมมߋ13࡞ $-JC
26 ҙࢥܾఆ࣌ͷ؍ αʔϏε։ൃऀͷෛ୲͕ͳ͍ αʔϏεଆͷมߋ13Ͱ1ZUIPOଆͷςετ·ͰΔͱɺαʔϏε։ൃऀ͕1ZUIPOͷ໘ݟ Δඞཁ͕͋ΔͷͰਏ͍ɻ 1ZUIPOଆʹ13Λग़͢·ͰࣗಈԽ͢Ε"*69νʔϜ͕໘ΛݟΕΔɻ ࠷৽$-JC࡞ ࣗಈ13ੜ
27 ݒ೦ ຊ൪αʔϏεͰಈ͍͍ͯΔίʔυͱɺ$4IBSFE-JCͷڍಈ͕ζϨΔ͜ͱ͕͋Δ ͨͩ͠ɺޙํޓ͋Δͱͯ͠ɺݹ͍όʔδϣϯͰಈ͍͍ͯͯྑ͍ɻwݫີͳ߹ੑෆཁ ͦͷଞݕ౼ͨ͠ύλʔϯͷσϝϦοτ ϩʔΧϧ#VJME खಈ ˠ-JCΛߋ৽͠ͳ͍͚ͯ͘ͳ͍λΠϛϯά͕ݕͰ͖ͳ͍ (JUʹؚΊΔˠϦϙδτϦશମ͕ॏ͘ͳΔ ࠷৽$-JC࡞
ࣗಈ13ੜ
28 ·ͱΊ "1*ܦ༝ͰաڈσʔλΛͬͨධՁ͍͠ (P1ZUIPOͷนΛ$4IBSFE#VJMEͰಥഁ ӡ༻ͱͯ͠$-JCมߋͷࣗಈ13ੜΛ࠾༻ ͦͦ"*"HFOU͕֤छ"1*Λୟ͘ઃܭʹ͠ͳ͍ͱ͍͏ݕ౼ΞϦ
-BZFS9Ͱ#FU"*͢Δ(PΤϯδχΞΛઈืूதʂʂ --.Λ׆༻ͨ͠৽͍͠Ձͷ୳ࡧΛҰॹʹͬͯ΄͍͠ʂ ͱΓ͋͑ͣͱΓ·͠ΐ͏ʂʂ 29
C-Shared BuildͰಥഁ͢ΔAI Agent όοΫςετͷน layerx.go #3 / pon