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
1.1k
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
신뢰할 수 있는 AI 검색 엔진을 만들기 위한 Liner의 여정
huffon
0
610
What if...? 처음부터 다시 LLM 어플리케이션을 개발한다면
huffon
0
2.2k
고군분투 LLM 프로덕트 적용기: Blind Prompting 부터 Agent까지
huffon
3
1.8k
Generative UX in LLM Application
huffon
1
990
Other Decks in Technology
See All in Technology
データプロダクトの定義からはじめる、データコントラクト駆動なデータ基盤
chanyou0311
2
330
Adopting Jetpack Compose in Your Existing Project - GDG DevFest Bangkok 2024
akexorcist
0
110
Exadata Database Service on Dedicated Infrastructure(ExaDB-D) UI スクリーン・キャプチャ集
oracle4engineer
PRO
2
3.2k
安心してください、日本語使えますよ―Ubuntu日本語Remix提供休止に寄せて― 2024-11-17
nobutomurata
1
1k
Evangelismo técnico: ¿qué, cómo y por qué?
trishagee
0
360
AWS Media Services 最新サービスアップデート 2024
eijikominami
0
200
個人でもIAM Identity Centerを使おう!(アクセス管理編)
ryder472
4
230
強いチームと開発生産性
onk
PRO
35
11k
飲食店データの分析事例とそれを支えるデータ基盤
kimujun
0
160
Zennのパフォーマンスモニタリングでやっていること
ryosukeigarashi
0
150
RubyのWebアプリケーションを50倍速くする方法 / How to Make a Ruby Web Application 50 Times Faster
hogelog
3
950
BLADE: An Attempt to Automate Penetration Testing Using Autonomous AI Agents
bbrbbq
0
320
Featured
See All Featured
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
28
2k
Side Projects
sachag
452
42k
The Cult of Friendly URLs
andyhume
78
6k
Designing Experiences People Love
moore
138
23k
Put a Button on it: Removing Barriers to Going Fast.
kastner
59
3.5k
5 minutes of I Can Smell Your CMS
philhawksworth
202
19k
Building Adaptive Systems
keathley
38
2.3k
The Cost Of JavaScript in 2023
addyosmani
45
6.8k
Making Projects Easy
brettharned
115
5.9k
KATA
mclloyd
29
14k
The Language of Interfaces
destraynor
154
24k
Performance Is Good for Brains [We Love Speed 2024]
tammyeverts
6
420
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