Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Autonomous Agent in Production

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

More Decks by Hoon Heo

See All by Hoon Heo
LLM 시대의 Compliance: Safety & Security
huffon
0
630
신뢰할 수 있는 AI 검색 엔진을 만들기 위한 Liner의 여정
huffon
0
1.1k
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
Рекомендации с нуля: как мы в Lamoda превратили главную страницу в ключевую точку входа для персонализированного шоппинга. Данил Комаров, Data Scientist, Lamoda Tech
lamodatech
0
550
DuckDB MCPサーバーを使ってAWSコストを分析させてみた / AWS cost analysis with DuckDB MCP server
masahirokawahara
0
1.1k
20250408 AI Agent workshop
sakana_ai
PRO
15
3.7k
ウォンテッドリーにおける Platform Engineering
bgpat
0
190
AIを活用した化学反応的なスピード開発 TDD × ペアプロ × AI / Chemically Reactive Speed Development with AI. TDD-Pair Pro-AI
oomatomo
0
200
Cursor AgentによるパーソナルAIアシスタント育成入門―業務のプロンプト化・MCPの活用
os1ma
12
4k
プロダクト開発におけるAI時代の開発生産性
shnjtk
2
210
システムとの会話から生まれる先手のDevOps
kakehashi
PRO
0
240
IVRyにおけるNLP活用と NLP2025の関連論文紹介
keisukeosone
0
180
クォータ監視、AWS Organizations環境でも楽勝です✌️
iwamot
PRO
1
250
Devinで模索する AIファースト開発〜ゼロベースから始めるDevOpsの進化〜
potix2
PRO
7
3k
【2025年度新卒技術研修】100分で学ぶ サイバーエージェントのデータベース 活用事例とMySQLパフォーマンス調査
cyberagentdevelopers
PRO
5
6.9k

Featured

See All Featured
Building an army of robots
kneath
304
45k
XXLCSS - How to scale CSS and keep your sanity
sugarenia
248
1.3M
The Illustrated Children's Guide to Kubernetes
chrisshort
48
49k
Building Adaptive Systems
keathley
41
2.5k
Unsuck your backbone
ammeep
670
57k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
129
19k
Bash Introduction
62gerente
611
210k
Bootstrapping a Software Product
garrettdimon
PRO
307
110k
Documentation Writing (for coders)
carmenintech
69
4.7k
Docker and Python
trallard
44
3.3k
Keith and Marios Guide to Fast Websites
keithpitt
411
22k
Fantastic passwords and where to find them - at NoRuKo
philnash
51
3.1k

Transcript

  1. )PPO)FP -*/&3 "VUPOPNPVT"HFOU JO1SPEVDUJPO

  2. )PPO)FP ḿ-*/&35FDIOJDBM-FBE ᧸஠஠য়࠳ۨੋ.BDIJOF-FBSOJOH&OHJOFFS *OUFSFTUT  /BUVSBM-BOHVBHF1SPDFTTJOH  3FDPNNFOEFS4ZTUFN  .-0QT

  3. 5BCMFPGDPOUFOUT (FOFSBUJWF"*'SPN"VUPDPNQMFUFUP"VUPOPNPVT"HFOU "DBEFNJB *OEVTUSZ 5IF"OBUPNZPG"VUPOPNPVT"HFOU 1MBOOJOH .FNPSZ 5PPMT -*/&38PSLTQBDF

  4. (FOFSBUJWF"* 'SPN"VUPDPNQMFUF 5P"VUPOPNPVT"HFOU

  5. (FOFSBUJWF"*1IBTF (15"VUPDPNQMFUF

  6. (FOFSBUJWF"*1IBTF (154JOHMFUVSO1SPCMFN4PMWJOH

  7. (FOFSBUJWF"*1IBTF $IBU(15 .VMUJUVSO1SPCMFN4PMWJOH "TLBOEBEKVTU

  8. (FOFSBUJWF"*1IBTF ࢎਊ੗ੑ۱ী؀೧੗୓੸౸ױҗ੸੺ೠبҳࢎਊਸా೧೧Ѿೞח"VUPOPNPVT"HFOU

  9. (FOFSBUJWF"*1IBTF --.sT&NFSHFOU"CJMJUJFT

  10. (FOFSBUJWF"*1IBTF "VUPOPNPVT"HFOU#BCZ"(*

  11. (FOFSBUJWF"*1IBTF "VUPOPNPVT"HFOU"VUP(15

  12. (FOFSBUJWF"*1IBTF "VUP(15&YBNQMF $-*

  13. (FOFSBUJWF"*1IBTF "VUP(15⭐)JTUPSZ

  14. 70:"(&3"O0QFO&OEFE&NCPEJFE"HFOUXJUI-BSHF-BOHVBHF.PEFMT .JOFDSBGU"HFOU

  15. (FOFSBUJWF"HFOUT*OUFSBDUJWF4JNVMBDSBPG)VNBO#FIBWJPS .VMUJ"HFOU*OUFSBDUJWF4PDJFUZ

  16. (FOFSBUJWF"HFOUT*OUFSBDUJWF4JNVMBDSBPG)VNBO#FIBWJPS &NFSHFOU4PDJBM#FIBWJPST

  17. (FOFSBUJWF"HFOUT*OUFSBDUJWF4JNVMBDSBPG)VNBO#FIBWJPS t#ZJOUFSBDUJOHXJUIFBDIPUIFS HFOFSBUJWFBHFOUTFYDIBOHF JOGPSNBUJPO GPSNOFXSFMBUJPOTIJQT BOEDPPSEJOBUFKPJOU BDUJWJUJFT&YUFOEJOHQSJPSXPSL UIFTFTPDJBMCFIBWJPSTBSF FNFSHFOUSBUIFSUIBOQSFQSPHSBNNFEu

  18. (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

  19. (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

  20. (FOFSBUJWF"HFOUT*OUFSBDUJWF4JNVMBDSBPG)VNBO#FIBWJPS $PPSEJOBUJPO

  21. &YQMPSJOH-BSHF-BOHVBHF.PEFMTGPS$PNNVOJDBUJPO(BNFT .VMUJ"HFOU4USBUFHJD3PMF1MBZJOH

  22. &YQMPSJOH-BSHF-BOHVBHF.PEFMTGPS$PNNVOJDBUJPO(BNFT &NFSHFOU4USBUFHJD#FIBWJPST

  23. &YQMPSJOH-BSHF-BOHVBHF.PEFMTGPS$PNNVOJDBUJPO(BNFT 5SVTU

  24. &YQMPSJOH-BSHF-BOHVBHF.PEFMTGPS$PNNVOJDBUJPO(BNFT $BNPVGMBHF

  25. "EFQU"* "EFQU"*#SPXTJOHBTTJTUFE"HFOU

  26. 4MJOHTIPU 4MJOHTIPU :$ (BNF/1$"HFOU

  27. )BSWFZ )BSWFZ-FHBM"HFOU

  28. 5IFFSBPG"VUPOPNPVT"HFOU पܻ௑ߖܻܳъఋೞҊ੓ח"VUPOPNPVT"HFOU

  29. 5IF"OBUPNZPG "VUPOPNPVT"HFOU

  30. "HFOU4ZTUFN0WFSWJFX "VUPOPNPVT"HFOU0WFSWJFX TPVSDF

  31. "HFOU4ZTUFN1MBOOJOH ↟%FDPNQPTJUJPOࠂ੟ೞҊழ׮ۆೞա੄ కझ௼ܳ੘Ҋ औѱ୊ܻоמೠࢲ࠳కझ௼ ٜ۽࠙ೡ ↟3FGMFDUJPO੗ӝ࠺౸җ੗ӝഥҊܳా೧ җѢীࣻ೯ೠ೯زী؀೧Ҋ଴ೞҊ पࣻ۽ ࠗఠߓਕ׮਺೯زਸҮ੿

  32. "HFOU4ZTUFN1MBOOJOH 5BTL%FDPNQPTJUJPO ↟ࠂ੟ೠకझ௼ࣻ೯ী੓যझగ׮٘оػ$IBJOPG5IPVHIU ↟tUIJOLTUFQCZTUFQuҗэ਷೐܁೐౟ܳ֍যݽ؛ীѱࢤпೡदрҗো࢑ਸࠗৈೞחѐ֛ ↟ࠁ׮੘Ҋрױೠకझ௼ٜ੄ࣻ೯ਸా೧ݽ؛੄ো࢑җ੿ਸ౵ঈೞחؘب਑੉غӝبೣ

  33. "HFOU4ZTUFN1MBOOJOH 5BTL%FDPNQPTJUJPO ࢎۈ੉ࢎҊೞחߑध 4UBUFPG(15

  34. "HFOU4ZTUFN1MBOOJOH 5BTL%FDPNQPTJUJPO ݽ؛੉ࢤࢿೞחߑध 4UBUFPG(15

  35. "HFOU4ZTUFN1MBOOJOH 5BTL%FDPNQPTJUJPO ݽ؛੉୽࠙൤ࢤпೡࣻ੓ب۾tష௾uਸઁҕ೧ঠ 4UBUFPG(15

  36. "HFOU4ZTUFN1MBOOJOH 5BTL%FDPNQPTJUJPO ↟$IBJOPG5IPVHIUܳഛ੢೧пझయীৈ۞ оמࢿਸৌযفח5SFFPG5IPVHIUT ↟౟ܻഋక۽ࢎҊܳഛ੢ೞݴ ୭੸੄҃۽ח #'4഑਷%'4ഋక۽଺ইоѱؽ ↟$MBTTJGJDBUJPOPS.BKPSJUZWPUF

  37. "HFOU4ZTUFN1MBOOJOH 4FMG3FGMFDUJPO ↟3FBTPOJOH -BOHVBHF4QBDF җ"DUJOH "DUJPO4QBDF ਸೣԋ߈ࠂ੸ਵ۽ࣻ೯ೞח3F"DU ↟5SJBMBOE&SSPSоࠛоೖೠ৔৉ীࢲޙઁ೧Ѿೞӝਤ೧੸೤ೠ೐ۨ੐ਕ௼ ↟җѢীղܽѾ੿ਸࣻ੿ೞҊ Ү੿ೡࣻ੓חౠ૚

  38. "HFOU4ZTUFN1MBOOJOH 4FMG3FGMFDUJPO 5IPVHIU "DUJPO 0CTFSWBUJPO  3FQFBUFENBOZUJNFT tࢤпೞҊ ೯زೞҊ ҙ଴ೞҊuܳޙઁо೧Ѿؼٸө૑߈ࠂ೧ࢲࣻ೯

  39. "HFOU4ZTUFN.FNPSZ ↟4IPSUUFSN.FNPSZ೐܁೐౟ী֍য*ODPOUFYU-FBSOJOHਸоמாೞחૣ਷ݓۅ੿ࠁ ↟-POHUFSN.FNPSZݫݽܻझషযܳా೧߈ജغযݽ؛ীੑ۱غח؀ചకझ௼ࣻ೯੉۱

  40. 4IPSUUFSN.FNPSZ അ੤؀ചݓۅਸӝর "HFOU4ZTUFN4IPSU5FSN.FNPSZ

  41. "HFOU4ZTUFN4IPSU5FSN.FNPSZ ୐ߣ૩ݫद૑

  42. "HFOU4ZTUFN4IPSU5FSN.FNPSZ ୐ߣ૩ݫद૑ীӝ߈ೠفߣ૩ݫद૑

  43. 4FU$POWFSTBUJPOIJTUPSZ (FU$POWFSTBUJPOIJTUPSZ "HFOU4ZTUFN4IPSU5FSN.FNPSZ ӡ ੉ ઁ ೠ

  44. -POHUFSN.FNPSZ җѢ؀ചݓۅਸӝর "HFOU4ZTUFN-POH5FSN.FNPSZ

  45. #MFOEFS#PU "HFOU4ZTUFN-POH5FSN.FNPSZ

  46. ূ౭౭ӝ߈੢ӝӝর "HFOU4ZTUFN-POH5FSN.FNPSZ

  47. ূ౭౭ "HFOU4ZTUFN-POH5FSN.FNPSZ ੋݺ ૑ݺ ӝҙݺ զ૞١੄Ҋਬݺࢎ഑਷Ҋਬೠ੿ࠁ

  48. "HFOU4ZTUFN-POH5FSN.FNPSZ -BOH$IBJOղূ౭౭ݫݽܻ

  49. "HFOU4ZTUFN-POH5FSN.FNPSZ ݽ؛ীѱ؀ചղ৉੹׳

  50. "HFOU4ZTUFN-POH5FSN.FNPSZ ؀ചղ৉ীࢲূ౭౭%FWFO 4BNҙ۲੿ࠁ੷੢

  51. "HFOU4ZTUFN-POH5FSN.FNPSZ ؀ചղ৉ীࢲূ౭౭%FWFO 4BNӒܻҊ-BOH$IBJOҙ۲੿ࠁ੷੢

  52. "HFOU4ZTUFN-POH5FSN.FNPSZ ؀ചղ৉ীࢲূ౭౭%FWFO 4BN -BOH$IBJOӒܻҊ,FZ7BMVF4UPSFҙ۲੿ࠁ੷੢

  53. "HFOU4ZTUFN-POH5FSN.FNPSZ ূ౭౭ӝ߈ਵ۽ݫݽܻഋࢿ೧ ೙ਃೠ҃਋,FZ7BMVF4UPSFীࢲԁղযॳب۾ҳࢿ

  54. ਃডӝ߈ӝর "HFOU4ZTUFN-POH5FSN.FNPSZ

  55. ೞ੉ಌ௿۽߄ாয௒ࢎ۹ "HFOU4ZTUFN-POH5FSN.FNPSZ

  56. "HFOU4ZTUFN-POH5FSN.FNPSZ ೞ੉ಌ௿۽߄ாয௒ࢎ۹

  57. "HFOU4ZTUFN5PPMT ୭न੿ࠁ ҅࢑৉۝ ৻ࠗ࠺ૉפझ۽૒١ਸഝਊೞӝਤೠ&YUFSOBM5PPMT

  58. "HFOU4ZTUFN5PPMT 0QFO"*'VODUJPO$BMMJOH GVODUJPOTীഝਊоמೠೣܻࣻझ౟ֈѹ઱ݶ ೙ਃೠ҃਋ೣࣻഐ୹ਸਤೠੋ੗߈ജ

  59. "HFOU4ZTUFN5PPMT 0QFO"*'VODUJPO$BMMJOH ߈ജ߉਷ੋ੗ഝਊ೧ೣࣻഐ୹Ѿҗ߉ই১

  60. "HFOU4ZTUFN5PPMT 0QFO"*'VODUJPO$BMMJOH ೣࣻഐ୹Ѿҗഝਊ೧୭ઙ׹߸ࢤࢿ

  61. -*/&38PSLTQBDF

  62. "VUPOPNPVT"HFOU!-*/&3 Ҵղ୭ୡ۽"VUPOPNPVT"HFOUӝࣿਸ఑੤ೠ-*/&3"*8PSLTQBDF

  63. "VUPOPNPVT"HFOU!-*/&31MBOOJOH 5BTL%FDPNQPTJUJPOߑधਵ۽ࠂ੟ೠ૕੄ী؀਽

  64. "VUPOPNPVT"HFOU!-*/&31MBOOJOH ࢲ࠳కझ௼ٜ੄प೯ਸా೧୭ઙѾҗ঳ਸࣻ੓ѱؽ

  65. "VUPOPNPVT"HFOU!-*/&31MBOOJOH 8IZ5BTL%FDPNQPTJUJPO

  66. "VUPOPNPVT"HFOU!-*/&31MBOOJOH 5IFQSPTBOEDPOTPG5BTL%FDPNQPTJUJPO 1SPT $POT ೠߣো࢑ਵ۽۽૒ҳഅоמ ୭ୡ%FDPNQPTJUJPO੉ੜޅػ҃਋  ج੉ఆৈ૑оহ਺

  67. "VUPOPNPVT"HFOU!-*/&31MBOOJOH 5IFQSPTBOEDPOTPG4FMG3FGMFDUJPO 1SPT $POT ੜޅػ౸ױਸࣻ੿೧оݴ  కझ௼ࣻ೯оמ కझ௼о঱ઁ՘զ૑৘ஏೡࣻহ਺ కझ௼ࣻ೯җ੿ীࢲ%FBEMPDLীࠉ଱ೡࣻ੓਺

  68. "VUPOPNPVT"HFOU!-*/&31MBOOJOH 5BTL%FDPNQPTJUJPO੉ࢎਊ੗۽ೞৈӘ ޙઁ೧Ѿҗ੿ী؀ೠ౵ঈਸೡࣻ੓ѱب৬઱Ҋ  కझ௼ઙܐী؀ೠ੿ࠁ੹׳оמ

  69. "VUPOPNPVT"HFOU!-*/&31MBOOJOH о੢જ਷ߑೱ਷5BTL%FDPNQPTJUJPOҗ4FMG3FGMFDUJPOਸઑ೤೧ഝਊೞחѪ

  70. "VUPOPNPVT"HFOU!-*/&31MBOOJOH ࢎਊ੗ীѱࢎ੹ীઁҕೠ੿ࠁܳ߸҃ೞѱغ޲۽ ҃೷ࢸ҅ܳन઺ೞѱоઉоঠೣ

  71. "VUPOPNPVT"HFOU!-*/&3.FNPSZ ױੌझۨ٘ղݫݽܻ੸ਊ4IPSUUFSN.FNPSZ

  72. "VUPOPNPVT"HFOU!-*/&3.FNPSZ ױੌझۨ٘ܳߩযաחݣ౭झۨ٘ݫݽܻҳഅ҅ദ-POHUFSN.FNPSZ

  73. "VUPOPNPVT"HFOU!-*/&35PPMT ֙੉റ୭न੿ࠁ߉ইৢࣻ੓ب۾Ѩ࢝"1*োز

  74. "VUPOPNPVT"HFOU!-*/&35PPMT 5BTL%FDPNQPTJUJPO 5PPMT$POUFYUVBMBOTXFS

  75. "VUPOPNPVT"HFOU!-*/&35PPMT զॿ"1* ૑ب"1* 5BTL%FDPNQPTJUJPO 5PPMT$POUFYUVBMBOTXFS

  76. "VUPOPNPVT"HFOU!-*/&35PPMT ࢤ࢑ࢿبҳ&YUFSOBM5PPMT୶оഛ੢

  77. "VUPOPNPVT"HFOU!-*/&31SPDFTT -*/&3"HFOU੹୓୶ۿҗ੿

  78. "VUPOPNPVT"HFOU!-*/&35JQT --. "OESFK,BSQBUIZsT3FDPNNFOEBUJPOt6TF(15u

  79. "VUPOPNPVT"HFOU!-*/&35JQT --. "HFOUח֫਷3FBTPOJOH৉۝ਸਃҳೞ޲۽ (15۽੹୓۽૒ਸ୭ୡҳഅೞחѪ੉જ਺

  80. "VUPOPNPVT"HFOU!-*/&35JQT --. ੉റ࠺ਊ ࣘب୭੸ചਤ೧--B." 1B-.١੄౵਍ؘ੉࣌ݽ؛۽ 3FBTPOJOH৉۝௼ѱ೙ਃೞ૑ঋ਷ஹನք౟ࠗఠੌࠗ߸҃

  81. "VUPOPNPVT"HFOU!-*/&35JQT &WBMVBUJPO рױೠਬ׫పझ౟ۄب߈٘दѨૐೞݶࢲ૓೯೧աоחѪ੉઺ਃ

  82. "VUPOPNPVT"HFOU!-*/&35JQT &WBMVBUJPO ౠ੿కझ௼߮஖݃௼ؘ੉ఠࣇഝਊ೧৉۝Ӕࢎೡࣻ੓਺ FH)PUQPU2"GPSѨ࢝

  83. "VUPOPNPVT"HFOU!-*/&35JQT &WBMVBUJPO పझ౟ࣇҳ୷ೞѱغݶ#MJOE1SPNQUJOHীࢲߩযզࣻ੓ѱؽ

  84. "VUPOPNPVT"HFOU!-*/&35JQT $BDIF ੌ߈੸ਵ۽૑োदр੉ӡӝٸޙীநदۨ੉য੸ӓ੸ਊ 4ZOUBDUJD3FEJT 4FNBOUJD(15$BDIF

  85. "VUPOPNPVT"HFOU!-*/&35PXBSET-FWFM ੌ࢚ࢤഝ সޖী੓যࢎਊ੗ܳӓъਵ۽ب৬઱ח-FWFM੄"HFOUܳೱೞৈ

  86. &0%

  87. 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 ↟ա݅੄੿ࠁఐ࢝౵౟ց ࠳ۄ਋૚௏౵ੌۤ3"(بੑӝ