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
500
신뢰할 수 있는 AI 검색 엔진을 만들기 위한 Liner의 여정
huffon
0
830
What if...? 처음부터 다시 LLM 어플리케이션을 개발한다면
huffon
0
2.3k
고군분투 LLM 프로덕트 적용기: Blind Prompting 부터 Agent까지
huffon
3
1.9k
Generative UX in LLM Application
huffon
1
1k
Other Decks in Technology
See All in Technology
CDKのコードレビューを楽にするパッケージcdk-mentorを作ってみた/cdk-mentor
tomoki10
0
210
Amazon Route 53, 待ちに待った TLSAレコードのサポート開始
kenichinakamura
0
180
機械学習を「社会実装」するということ 2025年版 / Social Implementation of Machine Learning 2025 Version
moepy_stats
9
2k
Azureの開発で辛いところ
re3turn
0
240
フラット構造をやめた理由と、EM / Tech Leadを作った理由
baroqueworksdev
0
210
embedパッケージを深掘りする / Deep Dive into embed Package in Go
task4233
1
220
GoogleのAIエージェント論 Authors: Julia Wiesinger, Patrick Marlow and Vladimir Vuskovic
customercloud
PRO
0
190
Godot Engineについて調べてみた
unsoluble_sugar
0
440
あなたの知らないクラフトビールの世界
miura55
0
140
30分でわかる「リスクから学ぶKubernetesコンテナセキュリティ」/30min-k8s-container-sec
mochizuki875
3
450
月間60万ユーザーを抱える 個人開発サービス「Walica」の 技術スタック変遷
miyachin
1
160
0→1事業こそPMは営業すべし / pmconf #落選お披露目 / PM should do sales in zero to one
roki_n_
PRO
1
1.7k
Featured
See All Featured
What’s in a name? Adding method to the madness
productmarketing
PRO
22
3.2k
How To Stay Up To Date on Web Technology
chriscoyier
790
250k
Thoughts on Productivity
jonyablonski
68
4.4k
Raft: Consensus for Rubyists
vanstee
137
6.7k
Code Review Best Practice
trishagee
65
17k
Easily Structure & Communicate Ideas using Wireframe
afnizarnur
192
16k
The Power of CSS Pseudo Elements
geoffreycrofte
74
5.4k
The Art of Delivering Value - GDevCon NA Keynote
reverentgeek
8
1.2k
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
44
7k
10 Git Anti Patterns You Should be Aware of
lemiorhan
PRO
656
59k
Product Roadmaps are Hard
iamctodd
PRO
50
11k
実際に使うSQLの書き方 徹底解説 / pgcon21j-tutorial
soudai
174
51k
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