Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
Autonomous Agent in Production
Search
Hoon Heo
October 09, 2023
Technology
1.3k
2
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Autonomous Agent in Production
Autonomous Agent 소개 및 LINER 제품 구현기
Hoon Heo
October 09, 2023
More Decks by Hoon Heo
See All by Hoon Heo
LLM 시대의 Compliance: Safety & Security
huffon
0
830
신뢰할 수 있는 AI 검색 엔진을 만들기 위한 Liner의 여정
huffon
0
1.7k
What if...? 처음부터 다시 LLM 어플리케이션을 개발한다면
huffon
0
2.6k
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
ポケモン対戦を自動で記録して振り返ろう
fufufukakaka
0
290
Active Record Connection Adaptersにおける長年の課題に再び取り組む
yahonda
0
420
古い指輪から広がった JAVA コミュニティ とのつながり
yamad
0
140
Browser Spec: Testing Hotwire with Ruby
takahashim
1
160
オントロジーって 結局なにもの? AI エージェントに「意味」を渡す知識設計の話
greenmidori
0
260
How to teach your AI Agent with Agent skills
linedevth
0
110
「エーアイ」をバズワードにしないために RPA 導入経験と Kiro 上での Claude モデル利用経験から
kazzpapa3
0
120
日本語に強いオープンな大規模言語モデル「LLM-jp」
odashi
5
1.2k
ソフトウェア ファクトリー - 再現性のあるソフトウェアの工場づくり / Software factory
iktakahiro
7
5.3k
AI駆動で「他アプリの音を加工できる」アプリを作った
satomasahiro2005
0
190
AIをリアル世界に解き放つ 〜M5Stack×AIであなたのアイディアを手の平に〜
hamadakoji
1
370
[JAWS-UG彩の国埼玉#12]そろそろ準備する?re:Invent2026をやさしく解説 / reinvent2026-sainokuni
sh_fk2
1
400
Featured
See All Featured
sira's awesome portfolio website redesign presentation
elsirapls
0
460
Easily Structure & Communicate Ideas using Wireframe
afnizarnur
194
17k
So, you think you're a good person
axbom
PRO
2
2.2k
Faster Mobile Websites
deanohume
310
32k
Collaborative Software Design: How to facilitate domain modelling decisions
baasie
1
350
世界の人気アプリ100個を分析して見えたペイウォール設計の心得
akihiro_kokubo
PRO
74
43k
コードの90%をAIが書く世界で何が待っているのか / What awaits us in a world where 90% of the code is written by AI
rkaga
63
47k
Leveraging LLMs for student feedback in introductory data science courses - posit::conf(2025)
minecr
1
450
A Tale of Four Properties
chriscoyier
163
24k
Visual Storytelling: How to be a Superhuman Communicator
reverentgeek
2
720
Six Lessons from altMBA
skipperchong
29
4.5k
svc-hook: hooking system calls on ARM64 by binary rewriting
retrage
2
640
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