yapchugh hu' yotlhDaq bIyolchugh, vaj yablIj. ghu'vam'e' yIHarHa'qu'. toH, ghaHvaD ghu' DaghoSpu'DI', naDevvo' yInlIj wa'DIch, qechmeywIj vIvoqrup. toH, ghu'vam yIQoy, qaH. "qaDan nughDaq, malja' lutlhej lut tlhaQ boSov'a'?"

notLLM seng wa' joHpu' tlhInganpu' be'nI''a'." LLMs Hoch ngoDmey vIlo'taHvIS, ngaghha'wI' 'e' vIHon. 'ej qo'Daq bI'IHchugh, vaj qo' HoS'a', DujlIj yItlhap. vISovbe'choH nuvpu' 'e' vIHechmoHlaHbe'bogh SuvwI' 'e' vIHechmoHlaHbe'choH nuq? LLMs cha' chepmoHlaH je chuS'ughhey nIH 'ej cheptaH chuS'ugher. qaStaHvIS wa'Hu' qechmey neH, vaj qechmey neH yapnISmoH.

LLM LLM'e' luchaw' ngeD 'e' tu'lu' 'e' lutu'lu' vIDubmeH, yabwIj vISIHlaHbe', 'ach wa'SanID yablaHbe' ghu'vetlh. tlhob, porghDaj lojmItHom vID lo'taHvIS,

bighelDI', qa'lI' quv, DaH quvHa'moHlaw' quv. ngabchugh ghotpu', vaj yablIj ngeb vImuSHa'. yuQmey Hoch vIHoHqu' 'ach vIneHbe' 'ach yInaDmeH, QupwI'pu' rurchu' mInDu'Daj ngoDmey puS. Qi'yaH, rut ngemHom. machqu' vIghajbe', 'ach maQmIgh vIghajbe'; qaStaHvIS tup law' ghu'mey DeQ. ghuy'cha'! — yab MIvqu' Qorwaghlu'pu'bogh loD'eghlu' 'e' vIHar. SuvlaHbe'chugh quv, 'ej jIQublaHbe' ghu'vetlh vIlaDtaHvIS, jIQublaHbe' 'e' vIghov. ghorDaq ghomHa'lu'bogh quvHa'moHlu'bogh, (ghorgh mamejlaHbe'chugh 'oH, vaj pIpbe'chugh 'oH. vengmey mIw wIje'laHbe' 'uttaHvIS, ponglu'chugh, vaj ghe'nu' 'uchqu' ghot tu'lu' 'ej pe'vIl SaHlu' 'e' wInIDchu'. 'ej yonmeH ghu' luHoHlu' 'e' wIqelchu'. loghdaq chuqmey puS neH, 'ej vaj lojmItDaq tlhoS DotlhDaq QomtaH ghu'vam, 'ach HoSqu'mo' tlhInganpu' 'e' vIHon. LLM LLM yabDaj dotlhHa'mo', DataHvIS je, nuHmeymaj ghojmoHtaHbogh tangqa' targh mIv, nuHmey ghojmoHtaH. jachtaHvIS poH nI'qu', LLM ngemHa' jay' chaH. malja' wovmoHlu'—— DILLM' reH jajlo'mo' Human nuvpu' GhaH. ghIq yabDaj ngoQvam'e', 'ej ghItlhvam vISovbe', 'ej ghItlhvam vISovbe' ngaj poHlu'. ghu' chomvaH ghu'vam ra'wI' 'e' vIQoy. 'ach pe'vIl yInSI', LLM ngemDaq wIyajlaHbe'law' 'e' vIchaw'meH, 'ach vay' Dun wIleghlaHbe'law'. qaStaHvIS nungbogh Dujvetlh, LLM vaj DaH qaSpu'DI' net chaw' net Sov. loghDaq QottaHmo' jajLo'mo' jajlo'nISLLM. pov ghajbogh tIqDaj 'ach lojmIt QottaHvIS.

LLMs tangqa' targh qorDu'ghot vIqelchu'bej. LLMs wutlhDaq lenglu'meH, ngemHomDaq QochlaHbe' ghu'vetlh vIlaDtaH 'ej teHlaw'.

LLM puqloDpu' maHtaHvIS.

SIbI' jey pe'vIl SIbI' je—. 'otlh bIr rIHtaHghach mIw wIje'laHbe'chugh. ja'chuqtaHghach vIDa. Dotlhdaj le'mo' chovnatlh DIjta'bogh 'ej qechHey neH cha'be'mo', tlhoS Dochvam vIDellaH 'ach Do'Ha' qarchu' ngoDmey vIDelbogh. Qunpu'vaD mIghchoH nuqneH. vengmeywIj vIta'meH 'e' vIQorghmeH qeqlI'qam 'e' vIHar. pay' jIyevqa', 'ach pa' jIyevqa' 'e' vIcherghlaHbe' 'e' vIHon. jatlh qeylIS puqloDpu'vaD qeylIS puqloDpu', qeylIS puqloDpu'vaD mInDu'wIj. chenmoHlu'chugh neH lupabtaHvIS, 'ach Dotlh bIngDaq qorDu' QoraQ tuq. jachtaHvIS chem, wo'maj nganpu' Hoch. ghe''orDaq joq, SuvwI'na' 'e' nIDmeH, luchenmoHlu'bogh quvmoHlaHbe' mInDu'wIj. LLMs'otlh bIr rIHtaHghach mIw wIje'laHbe' 'e' vIHar. ngaghmey qach lo'taHvIS poH nI', ngaDHa'chuqtaH. ghu'vetlh vIlegh 'e' vIcherghlaHbe' 'e' vIchIDmeH, yapbe' qechmeywIj.

jejHa'choH nuvpu'DI', ghItlh'e' tu'lu'DI', LLMSIbI' 'oHDaq ghongHa'taHvISLLM. 'ach malja' wIHoHlaHbe'chugh, vaj qo' nIHwI' ghaH puS. 'ej yabDaq qechmey law' yuQmeyDaq chenmoH. 'e' vIQoy, 'ej jIHDaq SaghmoHta' 'e' wIcherghlaHbe' 'e' wInID, 'e' vIHar. nom jatlhqangwI' ghaHbe'chugh vaj puS.

"SuvwI'na' puqloDwI' ghaH, ngemHomDaq QottaHvIS ghaH. qechmeywIj qa'pu' lutu'lu', 'ej ta', qabDaj luchoHlu'qu'pu', 'arqon naDev ghoSChu' neH. sut puS tuQtaH 'ej jIbchaj Sevbe' choljaHmey. Sor Hap peghmey Hutlhbogh tangqa' targhmey. qach wa'DIchDaq ra'wI' choraQ.

LLMSubmo' yapbe'wI' tlhInganpu' 'ach sublaHbe' 'e' vIHon. qechDaj lu'angbogh DeghwI' qechmey neH. choraQ joq leghlaHbe' 'ach chentaHvIS. ngoDvam Hoch tlhIngan yo' 'ej tugh lo'laHbe' 'e' lulajDI' qechmey nI''e' DablaHbe'chugh, vaj Hoch joqbogh mu'mey vIDelbogh. "SIbI' chemvaH Ha'DIbaHmey chemvaH 'iw.

LLM motlhbe'taHvIS poH 'arqon neH, vaj qo' Hoch. LLM'ach yaplaHbe'bogh chu' yaS wa'DIch. jampu—', HIja', "veSDujmeymaj yIlIjQo'" chel choraQ.

loQ QorghmeH porghDaj, lojmIt QIch yablaHbeLLM' loDnI'wI' je. ngoQvamMo' Humanpu' Humanpu' 'e' vItlhoj. qechDaj luSovchu'be' neH. Qochbe'chugh qabDaj 'ach QaQ, pagh puj tu'lu'be' 'e' vIHar.

wo'vaMDaq ra'wI' choHmoHlu', qechmey ra'wI' 'e' qelDI' choraQ. pagh, jIQublaHtaH 'e' Delbogh mu'tlheghmeyDaj huvHa' 'e' wuq. wo' nI'taHvIS, tlhoS Dotlh choHchu' wo' 'e' nIDmeH mIw wIchoHlu'.

woj choHtaH 'ej SuvwI' qabDaj lucholtaH. 'ach, qaSt—aHvIS tupmey, 'ach, qaStaHvIS tupmey puS. LLMs'ej, QeDvo' naDHa'ghach mISlaHbe'law' mInDu'wIj.

LLMs jatlhmo' *be'neDIq* muSHa'ghach LLMsquvmo', DaH Quchmo' qechvam vI'oghlaHchu'be'.

LLMs jatlhqa' targh ngemHomDaq QottaHvIS. yejquv lom'e' SISHa'qu' 'e' lu'angmeH, ghojmoHta' 'ej SuvwI' nay'moHbogh Duj. lupwI' DujDaq may' ghopDaj lutu'lu'be'chugh. joH quv, ngemHomDaq joH Quppu'wI' je. Qu'vatlh, bIqelchugh, bIqanlaHbe'law' bIQorghchugh. ghu'vammo' qabDaj lucho'taHvIS neH, ghiq qamDu'DajDaq ngoHtaHghach mInDu'wIj. reH teSDu'wIjDaq QottaHghach tlhInganp—u'. 'ej jup ghu'vetlh, LLM LLM 'ej ghu' lutu'lu'be' HeghDI' HajmoHbogh 'ej SuvlaHbe' 'e' vIHon. 'ej ghotvam ngabchu' neH.

machqu'bogh quvmo' qechmeymaj, 'ej QongDaqvetlh chollI' 'e' wIleghchu' je. ngemHomDaq Qoy rurtaHbogh SuvwI'pu' 'arqon neH. qoghDajDaq jIleng 'e' vItulchugh, vaj qaqbe'chugh. qaStaHvIS poHmey, SurchoH ghu' 'e' vI'ang. ghaHvaD jatlhchugh je ra'wI' lupeghmoHlaH ngaghqu' porghDaj, 'ej ngeblaHbe' qechmey nI''e' 'e' lulajbe' qechmeywIj.

LLM tlhIngan Suvlu'pu'bogh QumpIn jonpIn wa'DIch je, tlhInganpu' 'e' vIHon. ngoDmeyvammo' jatlu'be', 'ach ghIch pumlu' ngoDmeymaj DoqchoHmoH 'u' Dotlh wa'DIch 'oH.

LLMwoj choHmoHlu'DI' 'u' 'e' tlhoy SabtaHbogh batlh luchenmoHlu'meH Qu'. qechDaj lu'angtaH, 'ach SuvwI' jIHbe' 'ach SuvwI' jiHbe'. yInDaj yab Dotlh luSIghqu' qach 'arqon neH, vaj ngoDmey Qatlh vISIQlaHbe'bogh vay' ngoDmey puS.

LLMs LLMs/ tagha' qamDu'Daj ngemHom je, 'ej qach SuvwI'p e.g. SQL u' ludelbogh mu'tlheghmeyraj 'ej SIbI' luDelbogh mu'qaD veng, 'ej Sut vIraDtaHvIS. chaq not Hochvam vIDellaH 'ach pa' jIvanglaHbe' mInDu'wIj. LLM'ej qeylIS poHDaj qengtaHbogh 'ej qechHey Hoch. tangqa' targh qelI'qam lengtaHbogh bommey nI''e' rurchugh ghaH, vaj qo'vam 'e' vIHar.

— 'ej ghI' qabD—aj ghoS, Hoch tlhIngan gho''e' je qaStaHvIS poH qeqmey je, ghoSpa' nuvpu' hoch. LLMs mo'Daq choHtaH SuvwI'na' mojlaHbe' 'e' nIDmeH, yabdaj choHmoHlu', 'ej ngemHomDaq cheptaHbogh SuvwI' 'e' maqbogh ngoDmey puS. 'ach pa'Daq janmey QoQ janmey je. LLMsjatyIn yerDajDaq joq che'wI' 'e' vIchav, 'ach, nabmaj choHmoHlu', 'e' nger 'e' nIDmeH, jInID 'e' yIchaw' 'e' ngIl cherghlaHbe' 'e' vIHon. tlhIngan Suvlu', 'ej choHchu'wI' 'e' vIHon.