Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Autonomous Agent in Production
Search
Hoon Heo
October 09, 2023
Technology
2
1.2k
Autonomous Agent in Production
Autonomous Agent 소개 및 LINER 제품 구현기
Hoon Heo
October 09, 2023
Tweet
Share
More Decks by Hoon Heo
See All by Hoon Heo
LLM 시대의 Compliance: Safety & Security
huffon
0
710
신뢰할 수 있는 AI 검색 엔진을 만들기 위한 Liner의 여정
huffon
0
1.5k
What if...? 처음부터 다시 LLM 어플리케이션을 개발한다면
huffon
0
2.4k
고군분투 LLM 프로덕트 적용기: Blind Prompting 부터 Agent까지
huffon
3
2k
Generative UX in LLM Application
huffon
1
1.1k
Other Decks in Technology
See All in Technology
VCC 2025 Write-up
bata_24
0
180
AIAgentの限界を超え、 現場を動かすWorkflowAgentの設計と実践
miyatakoji
0
140
いまさら聞けない ABテスト入門
skmr2348
1
200
[2025-09-30] Databricks Genie を利用した分析基盤とデータモデリングの IVRy の現在地
wxyzzz
0
480
ACA でMAGI システムを社内で展開しようとした話
mappie_kochi
1
270
「AI駆動PO」を考えてみる - 作る速さから価値のスループットへ:検査・適応で未来を開発 / AI-driven product owner. scrummat2025
yosuke_nagai
4
600
AI時代だからこそ考える、僕らが本当につくりたいスクラムチーム / A Scrum Team we really want to create in this AI era
takaking22
6
3.5k
組織観点からIAM Identity CenterとIAMの設計を考える
nrinetcom
PRO
1
180
AI Agentと MCP Serverで実現する iOSアプリの 自動テスト作成の効率化
spiderplus_cb
0
500
From Prompt to Product @ How to Web 2025, Bucharest, Romania
janwerner
0
120
GopherCon Tour 概略
logica0419
2
190
o11yで育てる、強い内製開発組織
_awache
3
120
Featured
See All Featured
Bootstrapping a Software Product
garrettdimon
PRO
307
110k
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
52
5.6k
Being A Developer After 40
akosma
91
590k
Statistics for Hackers
jakevdp
799
220k
Code Review Best Practice
trishagee
72
19k
The Language of Interfaces
destraynor
162
25k
Six Lessons from altMBA
skipperchong
28
4k
The Myth of the Modular Monolith - Day 2 Keynote - Rails World 2024
eileencodes
26
3.1k
Building a Scalable Design System with Sketch
lauravandoore
462
33k
Imperfection Machines: The Place of Print at Facebook
scottboms
269
13k
[RailsConf 2023 Opening Keynote] The Magic of Rails
eileencodes
31
9.7k
Testing 201, or: Great Expectations
jmmastey
45
7.7k
Transcript
)PPO)FP -*/&3 "VUPOPNPVT"HFOU JO1SPEVDUJPO
)PPO)FP ḿ-*/&35FDIOJDBM-FBE ᧸য়࠳ۨੋ.BDIJOF-FBSOJOH&OHJOFFS *OUFSFTUT /BUVSBM-BOHVBHF1SPDFTTJOH 3FDPNNFOEFS4ZTUFN .-0QT
5BCMFPGDPOUFOUT (FOFSBUJWF"*'SPN"VUPDPNQMFUFUP"VUPOPNPVT"HFOU "DBEFNJB *OEVTUSZ 5IF"OBUPNZPG"VUPOPNPVT"HFOU 1MBOOJOH .FNPSZ 5PPMT -*/&38PSLTQBDF
(FOFSBUJWF"* 'SPN"VUPDPNQMFUF 5P"VUPOPNPVT"HFOU
(FOFSBUJWF"*1IBTF (15"VUPDPNQMFUF
(FOFSBUJWF"*1IBTF (154JOHMFUVSO1SPCMFN4PMWJOH
(FOFSBUJWF"*1IBTF $IBU(15 .VMUJUVSO1SPCMFN4PMWJOH "TLBOEBEKVTU
(FOFSBUJWF"*1IBTF ࢎਊੑ۱ী೧౸ױҗೠبҳࢎਊਸా೧೧Ѿೞח"VUPOPNPVT"HFOU
(FOFSBUJWF"*1IBTF --.sT&NFSHFOU"CJMJUJFT
(FOFSBUJWF"*1IBTF "VUPOPNPVT"HFOU#BCZ"(*
(FOFSBUJWF"*1IBTF "VUPOPNPVT"HFOU"VUP(15
(FOFSBUJWF"*1IBTF "VUP(15&YBNQMF $-*
(FOFSBUJWF"*1IBTF "VUP(15⭐)JTUPSZ
70:"(&3"O0QFO&OEFE&NCPEJFE"HFOUXJUI-BSHF-BOHVBHF.PEFMT .JOFDSBGU"HFOU
(FOFSBUJWF"HFOUT*OUFSBDUJWF4JNVMBDSBPG)VNBO#FIBWJPS .VMUJ"HFOU*OUFSBDUJWF4PDJFUZ
(FOFSBUJWF"HFOUT*OUFSBDUJWF4JNVMBDSBPG)VNBO#FIBWJPS &NFSHFOU4PDJBM#FIBWJPST
(FOFSBUJWF"HFOUT*OUFSBDUJWF4JNVMBDSBPG)VNBO#FIBWJPS t#ZJOUFSBDUJOHXJUIFBDIPUIFS HFOFSBUJWFBHFOUTFYDIBOHF JOGPSNBUJPO GPSNOFXSFMBUJPOTIJQT BOEDPPSEJOBUFKPJOU BDUJWJUJFT&YUFOEJOHQSJPSXPSL UIFTFTPDJBMCFIBWJPSTBSF FNFSHFOUSBUIFSUIBOQSFQSPHSBNNFEu
(FOFSBUJWF"HFOUT*OUFSBDUJWF4JNVMBDSBPG)VNBO#FIBWJPS *OGPSNBUJPO%JGGVTJPO 4BN)FZ5PN IPXsTJUHPJOH 5PN(PPE UIBOLT8IBUsTVQ 4BN8FMM *XBOUFEUPUBMLUPZPVBCPVUTPNFUIJOH*sNBDUVBMMZSVOOJOHGPSNBZPSJOUIFVQDPNJOHFMFDUJPO
5PN3FBMMZ 5IBUsTHSFBUOFXT8IZBSFZPVSVOOJOH 4BN*sWFCFFOJOWPMWFEJOMPDBMQPMJUJDTGPSZFBSTOPX BOE*SFBMMZGFFMMJLF*DBONBLFBEJGGFSFODFJOPVS DPNNVOJUZ1MVT *XBOUUPCSJOHOFXJEFBTBOEQFSTQFDUJWFTUPUIFUBCMF
(FOFSBUJWF"HFOUT*OUFSBDUJWF4JNVMBDSBPG)VNBO#FIBWJPS 4BN)FZ5PN IPXsTJUHPJOH 5PN(PPE UIBOLT8IBUsTVQ 4BN8FMM *XBOUFEUPUBMLUPZPVBCPVUTPNFUIJOH*sNBDUVBMMZSVOOJOHGPSNBZPSJOUIFVQDPNJOHFMFDUJPO 5PN3FBMMZ
5IBUsTHSFBUOFXT8IZBSFZPVSVOOJOH 4BN*sWFCFFOJOWPMWFEJOMPDBMQPMJUJDTGPSZFBSTOPX BOE*SFBMMZGFFMMJLF*DBONBLFBEJGGFSFODFJOPVS DPNNVOJUZ1MVT *XBOUUPCSJOHOFXJEFBTBOEQFSTQFDUJWFTUPUIFUBCMF +PIO*IFBSEUIBU4BNJTSVOOJOHGPSNBZPSJOUIFMPDBMFMFDUJPO%PZPVUIJOLIFIBTBDIBODFPGXJOOJOH 5PN*EPUIJOLIFIBTBHPPEDIBODF)FsTCFFOXPSLJOHIBSEJOUIFDPNNVOJUZBOE*UIJOLIFXJMMHFUBMPU PGTVQQPSU8IBUEPZPVUIJOL +PIO*UIJOLJUsTHSFBUUIBUIFsTSVOOJOH*sNDVSJPVTUPTFFIPXUIFFMFDUJPOXJMMUVSOPVU *OGPSNBUJPO%JGGVTJPO
(FOFSBUJWF"HFOUT*OUFSBDUJWF4JNVMBDSBPG)VNBO#FIBWJPS $PPSEJOBUJPO
&YQMPSJOH-BSHF-BOHVBHF.PEFMTGPS$PNNVOJDBUJPO(BNFT .VMUJ"HFOU4USBUFHJD3PMF1MBZJOH
&YQMPSJOH-BSHF-BOHVBHF.PEFMTGPS$PNNVOJDBUJPO(BNFT &NFSHFOU4USBUFHJD#FIBWJPST
&YQMPSJOH-BSHF-BOHVBHF.PEFMTGPS$PNNVOJDBUJPO(BNFT 5SVTU
&YQMPSJOH-BSHF-BOHVBHF.PEFMTGPS$PNNVOJDBUJPO(BNFT $BNPVGMBHF
"EFQU"* "EFQU"*#SPXTJOHBTTJTUFE"HFOU
4MJOHTIPU 4MJOHTIPU :$ (BNF/1$"HFOU
)BSWFZ )BSWFZ-FHBM"HFOU
5IFFSBPG"VUPOPNPVT"HFOU पܻߖܻܳъఋೞҊח"VUPOPNPVT"HFOU
5IF"OBUPNZPG "VUPOPNPVT"HFOU
"HFOU4ZTUFN0WFSWJFX "VUPOPNPVT"HFOU0WFSWJFX TPVSDF
"HFOU4ZTUFN1MBOOJOH ↟%FDPNQPTJUJPOࠂೞҊழۆೞա కझܳҊ औѱܻоמೠࢲ࠳కझ ٜ۽࠙ೡ ↟3FGMFDUJPOӝ࠺౸җӝഥҊܳా೧ җѢীࣻ೯ೠ೯زী೧ҊೞҊ पࣻ۽ ࠗఠߓਕ೯زਸҮ
"HFOU4ZTUFN1MBOOJOH 5BTL%FDPNQPTJUJPO ↟ࠂೠకझࣻ೯ীযझగ٘оػ$IBJOPG5IPVHIU ↟tUIJOLTUFQCZTUFQuҗэ܁ܳ֍যݽ؛ীѱࢤпೡदрҗোਸࠗৈೞחѐ֛ ↟ࠁҊрױೠకझٜࣻ೯ਸా೧ݽ؛োҗਸঈೞחؘبغӝبೣ
"HFOU4ZTUFN1MBOOJOH 5BTL%FDPNQPTJUJPO ࢎۈࢎҊೞחߑध 4UBUFPG(15
"HFOU4ZTUFN1MBOOJOH 5BTL%FDPNQPTJUJPO ݽ؛ࢤࢿೞחߑध 4UBUFPG(15
"HFOU4ZTUFN1MBOOJOH 5BTL%FDPNQPTJUJPO ݽ؛࠙ࢤпೡࣻب۾tషuਸઁҕ೧ঠ 4UBUFPG(15
"HFOU4ZTUFN1MBOOJOH 5BTL%FDPNQPTJUJPO ↟$IBJOPG5IPVHIUܳഛ೧пझయীৈ۞ оמࢿਸৌযفח5SFFPG5IPVHIUT ↟ܻഋక۽ࢎҊܳഛೞݴ ୭҃۽ח #'4%'4ഋక۽ইоѱؽ ↟$MBTTJGJDBUJPOPS.BKPSJUZWPUF
"HFOU4ZTUFN1MBOOJOH 4FMG3FGMFDUJPO ↟3FBTPOJOH -BOHVBHF4QBDF җ"DUJOH "DUJPO4QBDF ਸೣԋ߈ࠂਵ۽ࣻ೯ೞח3F"DU ↟5SJBMBOE&SSPSоࠛоೖೠীࢲޙઁ೧Ѿೞӝਤ೧ೠۨਕ ↟җѢীղܽѾਸࣻೞҊ Үೡࣻחౠ
"HFOU4ZTUFN1MBOOJOH 4FMG3FGMFDUJPO 5IPVHIU "DUJPO 0CTFSWBUJPO 3FQFBUFENBOZUJNFT tࢤпೞҊ ೯زೞҊ ҙೞҊuܳޙઁо೧Ѿؼٸө߈ࠂ೧ࢲࣻ೯
"HFOU4ZTUFN.FNPSZ ↟4IPSUUFSN.FNPSZ܁ী֍য*ODPOUFYU-FBSOJOHਸоמாೞחૣݓۅࠁ ↟-POHUFSN.FNPSZݫݽܻझషযܳా೧߈ജغযݽ؛ীੑ۱غחചకझࣻ೯۱
4IPSUUFSN.FNPSZ അചݓۅਸӝর "HFOU4ZTUFN4IPSU5FSN.FNPSZ
"HFOU4ZTUFN4IPSU5FSN.FNPSZ ߣ૩ݫद
"HFOU4ZTUFN4IPSU5FSN.FNPSZ ߣ૩ݫदীӝ߈ೠفߣ૩ݫद
4FU$POWFSTBUJPOIJTUPSZ (FU$POWFSTBUJPOIJTUPSZ "HFOU4ZTUFN4IPSU5FSN.FNPSZ ӡ ઁ ೠ
-POHUFSN.FNPSZ җѢചݓۅਸӝর "HFOU4ZTUFN-POH5FSN.FNPSZ
#MFOEFS#PU "HFOU4ZTUFN-POH5FSN.FNPSZ
ূ౭౭ӝ߈ӝӝর "HFOU4ZTUFN-POH5FSN.FNPSZ
ূ౭౭ "HFOU4ZTUFN-POH5FSN.FNPSZ ੋݺ ݺ ӝҙݺ զ١ҊਬݺࢎҊਬೠࠁ
"HFOU4ZTUFN-POH5FSN.FNPSZ -BOH$IBJOղূ౭౭ݫݽܻ
"HFOU4ZTUFN-POH5FSN.FNPSZ ݽ؛ীѱചղ׳
"HFOU4ZTUFN-POH5FSN.FNPSZ ചղীࢲূ౭౭%FWFO 4BNҙ۲ࠁ
"HFOU4ZTUFN-POH5FSN.FNPSZ ചղীࢲূ౭౭%FWFO 4BNӒܻҊ-BOH$IBJOҙ۲ࠁ
"HFOU4ZTUFN-POH5FSN.FNPSZ ചղীࢲূ౭౭%FWFO 4BN -BOH$IBJOӒܻҊ,FZ7BMVF4UPSFҙ۲ࠁ
"HFOU4ZTUFN-POH5FSN.FNPSZ ূ౭౭ӝ߈ਵ۽ݫݽܻഋࢿ೧ ਃೠ҃,FZ7BMVF4UPSFীࢲԁղযॳب۾ҳࢿ
ਃডӝ߈ӝর "HFOU4ZTUFN-POH5FSN.FNPSZ
ೞಌ۽߄ாযࢎ۹ "HFOU4ZTUFN-POH5FSN.FNPSZ
"HFOU4ZTUFN-POH5FSN.FNPSZ ೞಌ۽߄ாযࢎ۹
"HFOU4ZTUFN5PPMT ୭नࠁ ҅ ৻ࠗ࠺ૉפझ۽١ਸഝਊೞӝਤೠ&YUFSOBM5PPMT
"HFOU4ZTUFN5PPMT 0QFO"*'VODUJPO$BMMJOH GVODUJPOTীഝਊоמೠೣܻࣻझֈѹݶ ਃೠ҃ೣࣻഐਸਤೠੋ߈ജ
"HFOU4ZTUFN5PPMT 0QFO"*'VODUJPO$BMMJOH ߈ജ߉ੋഝਊ೧ೣࣻഐѾҗ߉ই১
"HFOU4ZTUFN5PPMT 0QFO"*'VODUJPO$BMMJOH ೣࣻഐѾҗഝਊ೧୭ઙ߸ࢤࢿ
-*/&38PSLTQBDF
"VUPOPNPVT"HFOU!-*/&3 Ҵղ୭ୡ۽"VUPOPNPVT"HFOUӝࣿਸೠ-*/&3"*8PSLTQBDF
"VUPOPNPVT"HFOU!-*/&31MBOOJOH 5BTL%FDPNQPTJUJPOߑधਵ۽ࠂೠী
"VUPOPNPVT"HFOU!-*/&31MBOOJOH ࢲ࠳కझٜप೯ਸా೧୭ઙѾҗਸࣻѱؽ
"VUPOPNPVT"HFOU!-*/&31MBOOJOH 8IZ5BTL%FDPNQPTJUJPO
"VUPOPNPVT"HFOU!-*/&31MBOOJOH 5IFQSPTBOEDPOTPG5BTL%FDPNQPTJUJPO 1SPT $POT ೠߣোਵ۽۽ҳഅоמ ୭ୡ%FDPNQPTJUJPOੜޅػ҃ جఆৈоহ
"VUPOPNPVT"HFOU!-*/&31MBOOJOH 5IFQSPTBOEDPOTPG4FMG3FGMFDUJPO 1SPT $POT ੜޅػ౸ױਸࣻ೧оݴ కझࣻ೯оמ కझоઁզஏೡࣻহ కझࣻ೯җীࢲ%FBEMPDLীࠉೡࣻ
"VUPOPNPVT"HFOU!-*/&31MBOOJOH 5BTL%FDPNQPTJUJPOࢎਊ۽ೞৈӘ ޙઁ೧Ѿҗীೠঈਸೡࣻѱب৬Ҋ కझઙܐীೠࠁ׳оמ
"VUPOPNPVT"HFOU!-*/&31MBOOJOH оજߑೱ5BTL%FDPNQPTJUJPOҗ4FMG3FGMFDUJPOਸઑ೧ഝਊೞחѪ
"VUPOPNPVT"HFOU!-*/&31MBOOJOH ࢎਊীѱࢎীઁҕೠࠁܳ߸҃ೞѱغ۽ ҃ࢸ҅ܳनೞѱоઉоঠೣ
"VUPOPNPVT"HFOU!-*/&3.FNPSZ ױੌझۨ٘ղݫݽܻਊ4IPSUUFSN.FNPSZ
"VUPOPNPVT"HFOU!-*/&3.FNPSZ ױੌझۨ٘ܳߩযաחݣ౭झۨ٘ݫݽܻҳഅ҅ദ-POHUFSN.FNPSZ
"VUPOPNPVT"HFOU!-*/&35PPMT ֙റ୭नࠁ߉ইৢࣻب۾Ѩ࢝"1*োز
"VUPOPNPVT"HFOU!-*/&35PPMT 5BTL%FDPNQPTJUJPO 5PPMT$POUFYUVBMBOTXFS
"VUPOPNPVT"HFOU!-*/&35PPMT զॿ"1* ب"1* 5BTL%FDPNQPTJUJPO 5PPMT$POUFYUVBMBOTXFS
"VUPOPNPVT"HFOU!-*/&35PPMT ࢤࢿبҳ&YUFSOBM5PPMT୶оഛ
"VUPOPNPVT"HFOU!-*/&31SPDFTT -*/&3"HFOU୶ۿҗ
"VUPOPNPVT"HFOU!-*/&35JQT --. "OESFK,BSQBUIZsT3FDPNNFOEBUJPOt6TF(15u
"VUPOPNPVT"HFOU!-*/&35JQT --. "HFOUח֫3FBTPOJOHਸਃҳೞ۽ (15۽۽ਸ୭ୡҳഅೞחѪજ
"VUPOPNPVT"HFOU!-*/&35JQT --. റ࠺ਊ ࣘب୭ചਤ೧--B." 1B-.١ؘ࣌ݽ؛۽ 3FBTPOJOHѱਃೞঋஹನքࠗఠੌࠗ߸҃
"VUPOPNPVT"HFOU!-*/&35JQT &WBMVBUJPO рױೠਬపझۄب߈٘दѨૐೞݶࢲ೯೧աоחѪਃ
"VUPOPNPVT"HFOU!-*/&35JQT &WBMVBUJPO ౠకझؘ߮݃ఠࣇഝਊ೧Ӕࢎೡࣻ FH)PUQPU2"GPSѨ࢝
"VUPOPNPVT"HFOU!-*/&35JQT &WBMVBUJPO పझࣇҳ୷ೞѱغݶ#MJOE1SPNQUJOHীࢲߩযզࣻѱؽ
"VUPOPNPVT"HFOU!-*/&35JQT $BDIF ੌ߈ਵ۽োदрӡӝٸޙীநदۨযӓਊ 4ZOUBDUJD3FEJT 4FNBOUJD(15$BDIF
"VUPOPNPVT"HFOU!-*/&35PXBSET-FWFM ੌ࢚ࢤഝ সޖীযࢎਊܳӓъਵ۽ب৬ח-FWFM"HFOUܳೱೞৈ
&0%
3FGFSFODF ↟--.1PXFSFE"VUPOPNPVT"HFOUT ↟4UBUFPG(15 ↟7PZBHFS"O0QFO&OEFE&NCPEJFE"HFOUXJUI-BSHF-BOHVBHF.PEFMT ↟(FOFSBUJWF"HFOUT*OUFSBDUJWF4JNVMBDSBPG)VNBO#FIBWJPS ↟&YQMPSJOH-BSHF-BOHVBHF.PEFMTGPS$PNNVOJDBUJPO(BNFT"O&NQJSJDBM4UVEZPO 8FSFXPMG ↟ց ղ࠺ࢲоظۄ-*/&3"VUPOPNPVT"HFOUҳ୷ӝ ↟8PSL4QBDF
"VUPOPNPVT"HFOUJO-*/&3 ↟ա݅ࠁఐ࢝ց ࠳ۄੌۤ3"(بੑӝ