- Beka phambili ulwazi lomsebenzisi kanye nokwenza ngcono izinqubo zangaphakathi ngaphambi kokusebenzisa ukuzenzakalela.
- Sebenzisa i-AI kancane kancane ngokusebenzisa izimo ezincane zokusetshenziswa kanye nokuqeqeshwa okuqhubekayo kwabasebenzi.
- Ukuqinisekisa ukuphepha kwedatha kanye nokuxhumana okusobala ukuze kukhuthazwe ukwamukelwa kokuziphatha okuhle.
- Lungisa ubunzima bobuchwepheshe bemodeli nenkinga yangempela, ubeke phambili ukuchazeka ezindaweni zezimboni.
Ukusebenzisa ubuhlakani bokwenziwa endaweni yebhizinisi akukhona mayelana nokuchitha imali eningi ethuluzini elibiza kakhulu, kodwa mayelana nokwazi ukuthi singalivumelanisa kanjani ubuchwepheshe nenjongo . Sivame ukuthatheka umsindo wezokuxhumana noma ukwesaba ukuwela ngemuva komncintiswano, kodwa iqiniso liwukuthi i-AI ikhanya ngempela kuphela uma iklanyelwe ukuthuthukisa amakhono abantu , hhayi ukuzama ukuwashintsha ngokuphelele.
Ukuze iphrojekthi enkulu kangaka ingaphumeleli, kubalulekile ukuqonda ukuthi i-AI kumele isebenze njengendlela yokusekela amasu . Akukhona mayelana nokuphonsa ama-algorithms emoyeni nokuthemba isimangaliso, kodwa mayelana nokwakha isisekelo esiqinile lapho ukucaca, ukuziphatha, kanye nokuqapha okuqhubekayo kuyizinto ezisekela zonke izinqumo ezenziwe uhlelo.
Isici somuntu: umongo wesu
Elinye lamaphutha avame kakhulu ukuxakeka ngamandla esofthiwe ngenkathi ukhohlwa ngalabo abazoyisebenzisa. Izixazululo ezisebenza ngempela yilezo ezivela ekulaleleni izidingo zangempela zabasebenzi kanye nabasebenzisi bokugcina. Akusizi ngalutho ukusebenzisa ithuluzi ngoba nje liyisitayela uma lingaxazululi inkinga ethile; ngokufanelekile, ithimba kufanele lihileleke kusukela ekuqaleni ukuze i-AI ibe usizo lwangempela, hhayi isithiyo.
Ngaphezu kwalokho, kubalulekile ukuthi izinhlangano zingagxili ekujuleni kolwazi ngaphandle kokwazi ukubhukuda. Ngaphambi kokusebenzisa amamodeli ayinkimbinkimbi, kumele zisebenzele ukuvuthwa kwedijithali kwenkampani , ziqinisekise ukuthi ukuphathwa kwezinqubo kanye namasiko angaphakathi sekulungile. Lokhu kufanele kuhambisane nokuqeqeshwa okulungiselelwe iphrofayili yesisebenzi ngasinye , kubavimbele ekuzizweni bekhungathekile yizinguquko ezisheshayo futhi kubanike isikhathi esidingekayo sokufunda amathuluzi amasha.
Ukwenza ngcono kanye nokuthunyelwa okuhlakaniphile
Kunomthetho wegolide okufanele wonke umphathi awuthathe ngokungathi sína: yenza ngcono kuqala, yenza ngokuzenzakalelayo kamuva . Uma wenza ngokuzenzakalelayo inqubo esivele iphazamisekile, okuzokwenzeka nje ukwanda okusheshayo kwamaphutha. Kungcono kakhulu ukunikela isikhathi sokuqala ekuhlanzeni nasekuthuthukiseni umsebenzi ukuze i-AI isebenze kahle.
Esikhundleni sokuphishekela "igxathu elikhulu" eliphazamisayo elizoshintsha inkampani ngobusuku obubodwa, kuhlakaniphe kakhulu ukugxila emisebenzini evamile kanye nasezimweni zokusetshenziswa okuncane . Ukuxazulula izinkinga ezingalawuleki, njengokuphathwa kwamathikithi, amadokhumenti, noma ukuzisiza, kuvumela ukuwina okusheshayo nokufunda kule nqubo ngaphandle kokuthatha izingozi eziningi. Le ndlela eqhubekayo yiyo evame ukuholela empumelelweni yesikhathi eside.
Ukuphathwa kolwazi kanye nobunjiniyela obusheshayo
I-AI ilunge kakhulu kunedatha eyisebenzisayo. Yingakho kubalulekile ukuhlela nokuhlela ulwazi lwangaphakathi lwenhlangano. Izinkampani eziningi zinemigodi yegolide yolwazi okungekho muntu owaziyo ukuthi ingalusebenzisa kanjani ngoba ayihlelekile; ukuhlanza lolu lwazi kuvumela i-AI ukuthi inikeze izimpendulo ezinembile futhi ikhiqize ukuqonda okusha ukuze kuthuthukiswe ibhizinisi.
Ngakolunye uhlangothi, akufanele senze iphutha lokushintsha amathuluzi njalo uma i-AI isinika impendulo engatheni. Ngokuvamile, inkinga akuyona imodeli, kodwa yimiyalelo. Ubunjiniyela obusheshayo buwubuciko obungabalulekile: ukuchaza izinhloso ezicacile, ukunikeza umongo onemininingwane, kanye nokucacisa izidingo eziqondile kubalulekile ekwenzeni uhlelo luyeke ukuqagela futhi lube usizo ngempela.
Ukuphepha, ubumfihlo kanye nokuziphatha okuhle ku-AI
Njengoba beshesha ukuhamba ngokushesha, abaningi bayayishaya indiva ezokuphepha kwe-inthanethi, okuyingozi enkulu. Awukwazi ukwethula ulwazi olubucayi, idatha yamakhasimende, noma izimfihlo zamasu ku-AI ngaphandle kokwazi ukuthi leyo datha icutshungulwa futhi igcinwe kanjani . Kubalulekile ukusungula izinqubomgomo zokuphepha kwe-inthanethi zenkampani ezicacile neziqinile ukuvimbela ukwephulwa kwemithetho okungabiza kakhulu inhlangano.
Ukuze kuvinjelwe ukuthi ukusetshenziswa kungabonakali njengokucindezela okuvela phezulu kuya phansi, ukuxhumana kumele kube sobala futhi kube nezindlela ezimbili . Lapho abasebenzi beqonda ukuthi "kungani" nokuthi "kwenzenjani" kwephrojekthi, ukwesaba ukushintshwa kuyancipha futhi ukuzibophezela ethuluzini kuyanda, okuguqula ukungaqiniseki kube ukubambisana okusebenzayo.
Izinto okufanele zicatshangelwe kwezobuchwepheshe zokuthuthukiswa kwama-ejenti
Akudingeki ngaso sonke isikhathi ukwakha i-ejenti ye-AI eyinkimbinkimbi. Uma umsebenzi uchazwe kahle, izixazululo ezilula njengezintambo ze-LangChain noma izingcingo ze-API eziqondile ziyathandwa. Ama-ejenti awusizo ezinkingeni ezivulekile, kodwa ngezinqubo eziqondile, ubulula buyaphumelela maqondana nokuzinza kanye nezindleko.
- Ukusebenza kanye nezindleko: Kunconywa ukuthi uqale ngemodeli enamandla kakhulu yokubeka indinganiso bese wehlela kweyongayo uze uthole iphuzu lapho ikhwalithi isamukeleka khona.
- Imiphumela ehlelekile: Ukuphoqa i-LLM ukuthi iphendule ngamafomethi afana ne-JSON kwenza kube lula kakhulu ukuhlanganiswa kwedatha phakathi kwama-node ahlukene esistimu.
- Imithwalo yemfanelo elinganiselwe: Ukubiza ngakunye kumodeli kufanele kwenze umsebenzi owodwa kuphela. Uma udinga ukubhala bese uhumusha, kwenze ngezinyathelo ezimbili ezihlukene ukuze kube lula ukulungisa amaphutha.
Izinselele ezindaweni zezimboni nezinokunemba okuphezulu
Uma sisuka ezweni lesofthiwe siye endaweni yezimboni, imithetho iyashintsha. Lapha, iphutha akuyona inkinga elula, kodwa lingaholela ekuhlulekeni okubi kakhulu noma ekulahlekelweni yizigidi zamaRandi . Ngakho-ke, i-AI yezimboni idinga ukuzwela okukhulu; akwanele ukuthi uhlelo lube lulungile isikhathi esingama-99% uma izinga lokuhluleka elingu-1% liyingozi enkulu.
Kulezi zigaba, indlela "yebhokisi elimnyama" ayisebenzi. Onjiniyela badinga imiphumela echazekayo nesebenzisekayo , ngokusekelwe emithethweni yefiziksi nolwazi lwesizinda. Idatha yezimboni ivame "ukungcola," enomsindo omkhulu nokungalingani (izibonelo ezimbalwa zokwehluleka ngoba imishini ayivamile ukuwohloka), okudinga ukulungiswa kwedatha okuphelele ngaphambi kokunikeza noma iyiphi i-algorithm.
Ukuhlanganiswa okuphumelelayo kobuhlakani bokwenziwa kuncike ekulinganiseni okubucayi phakathi kwesifiso sobuchwepheshe kanye nokusebenza kahle. Ukuqinisekisa ukuthi ithuluzi lithuthukisa ithalente labantu, ngokusekelwe kudatha ehlanzekile, izinqubo ezilungiselelwe, kanye nokuphepha okuqinile, yikho okuhlukanisa inkampani esebenzisa i-AI kuleyo ekhulisa ngempela umkhiqizo wayo kanye nokuncintisana emakethe yanamuhla.