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Autonomous Agent in Production

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Autonomous Agent in Production

Autonomous Agent 소개 및 LINER 제품 구현기

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Hoon Heo

October 09, 2023
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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