
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 Iingcali ze-AI zisenokucinga ukuba ukubuyiswa kwedatha ye-RAG kusonjululwe ngomzuzu xa i-API yokukhangela ye-agent isebenza isicelo esigcinwe kwisikhumbuzo. Kubonakala kulungile, kodwa inyani yile yokuba loo ndlela inomda kakhulu… Imakethi ihamba ngokukhawuleza, njengoko iiteraabytes zo lwazi olutsha luvela rhoqo ngomzuzwana kwihlabathi liphela. Ukuthemba idatha endala ukuze ufumane izinto ezintsha ngoko nangoko akusebenzi. Isisombululo? Nxiba ii-ejenti ze-AI ngezixhobo zokufumana imithombo emitsha, eyokwaziyo ukuthetha malunga nemeko okuyo kwiwebhu (🤫  : yiyo apho i-API yeDiscover ingena khona!) Ukuphaphazela Kweli nqaku, uzakubona ukuba kutheni ukufunyanwa kwewebhu bukhoma kubalulekile kuma-ejenti e-AI kunye nendlela yokukwazi oko ngamava asebenzayo. Masiqale! Kutheni ukukhangela okugcinwe kwisikhumbuzo kunganeleki Iqela elininzi le-AI liyacinga ukuba bayisonjululile ingxaki yokubuyisa idatha xa sele kukho isalathiso okanye ukukhangela okugcinwe kwisikhumbuzo. Unazo iincwadi zakho, amaphepha akho akhe awalandela, idatha yakho entle. Konke kugcinwe kakuhle, kulungele ukuthunyelwa kuma-ejenti akho e-AI, imisebenzi, okanye imigca! Kubonakala kugqibelele, akunjalo? Ewe, kungekhona kakhulu… Nantsi ingxaki:   ingakumbi kwindawo yanamhlanje exhumene kakhulu, eyona ifuna idijithali. 🌐 ihlabathi alimi… Amaphepha amatsha ayavela, iintsingiselo zivuthelwa ziphele, imithombo ekhethekileyo iyavela, kwaye umxholo okhoyo uhlaziywa, ngamanye amaxesha izihlandlo ezininzi ngosuku (okanye nokuba rhoqo kwimizuzwana embalwa! ⏱️). Kwindawo enje efuna ulwazi, ukuba i-ejenti yakho ye-AI isaqhubeka nokuzisa ulwazi olusuka kwisikhwebu sangomso okanye isalathiso seveki ephelileyo (nokuba zivela kwiinjini zokukhangela ezifana neGoogle),  iyona iyimfama ngokupheleleyo kulo lonke ulwazi olutsha, oluncedayo! Ukuxhomekeka kuphela ekukhangeleni okugcinwe kwisikhumbuzo okanye okubhalwe kwisalathiso kufana nokuzama ukuhamba kwisixeko usebenzisa imaphu endala 🗺️. Ewe, uzakufumana ezinye iimpendulo, kodwa uzakulahla imigwaqo, iindlela ezimfutshane, kunye neendawo ezintsha eziphambili ezibaluleke kakhulu. Ulwazi olungoko nangoko ludinga  ! (ento engekenziwa yi-API yokukhangela ye-agent eqhelekileyo, kodwa ifuna  , njengoko uzakuyibona kungekudala…) ukufunyanwa kwe-webhu i-API yeDiscover ezinikezeleyo Ukufunyanwa komthombo yimfuneko yokuqala kunye nokuqala ngqo kungoko nangoko kwe-AI Yicinge ngale ndlela: ukuba i-ejenti yakho ye-AI ayikufumani imithombo emitsha, iyayiqikelela (nokuba iyavakala iqinisekileyo!) Kuphela nje, uninzi lweemigca yokubuyisa idatha lugxile kwinto eyaziwayo sele: amaphepha abhalwe kwisalathiso avela kwiinjini zokukhangela, iziphumo zokukhangela ezigcinwe kwisikhumbuzo, kunye needimayini ezigunyazisiweyo okanye ezaziwayo. Oko kuyasebenza, kodwa akukho ngqo… 😬 Ukufunyanwa komthombo okuzenzekelayo kuphucula ukuchaneka ngeendlela ezintathu eziphambili: 
 
 
 
 🌍  : Ubungqina obuncedo kakhulu buhlala   okanye iziphumo zokukhangela zokuqala ezimbalwa. Oku kuquka iiblogi ezikhethekileyo, iiforamu zoluntu, iindawo zeendaba zemimandla, amaxwebhu amatsha, okanye amaphepha okumkhenkceshela amatsha angafikanga izolo, angafumaneki kwiziphumo zikaGoogle eziphambili, okanye afihliwe yeenkampani ngenjongo. Xa uxhomekeke kuphela ekukhangeleni okugcinwe kwisikhumbuzo, ezi mbonakaliso zihlala zingabonakali. Ukugubungela okwandisiweyo ngaphandle kwedatha yakho ekhoyo 👀  : Iinkqubo ezigcinwe kwisikhumbuzo ziyaphuka xa ihlabathi litshintsha. Amaphepha amatsha eenkcukacha zemali, imigaqo-nkqubo ehlaziyiweyo, kunye nemicimbi ebalulekileyo yimicimbi eqhelekileyo yokusilela. Ama-ejenti e-AI afumana ngokusebenzayo amakhonkco ancedo kwimithombo emitsha angakwazi ukujikeleza ngolwazi olutsha njengoko luvela, endaweni yokubambelela kulwazi oludala. Ukunciphisa izinto ezingabonakaliyo ✅  : Ayizizo zonke iimigodi ze-AI ezimalunga nokufumana impendulo. Kwezinye iimeko, kungokukhangela ukuba ingaba loo mpendulo ingqinwe ngokwezixhobo zamva nje ezikhoyo. Ukufunyanwa kwewebhu bukhoma kudityaniswe nokubuyiswa kwexesha lokwenyani kuvumela ii-ejenti ze-AI ukuba ziqinisekise amabango usebenzisa idatha ekhoyo, egcinwe kakuhle kwaye ihlala iyinyaniso. Ukuqinisekiswa okongeziweyo Ngamafutshane, ukubonelela ii-ejenti ze-AI ngokufunyanwa kwe-webhu (kunye nomnatha wokukhangela we-ejenti oqhelekileyo oqhagamshelwe kwidatha yakho okanye ojolise kwisiphumo sokuqala kumncedisi wokukhangela) ayiyomsebenzi owongeziweyo. Yeyona nqamu yokufunyanwa kolwazi ngoko nangoko! Ukuyiqonda kakuhle imicimbi kunye nemingeni ekulo, jonga iitafile zokuthelekisa isishwankathelo ngezantsi… 💭 Idatha Egcinwe Kwisikhumbuzo, Engatshintshiyo ngokuchasene Nedatha Efumanekayo, EyoBukhoma 
 
 
 
 
 
 
 
 
 
 
 
 
 Idatha Egcinwe Kwisikhumbuzo, Engatshintshiyo 
 Idatha Efumanekayo, EyoBukhoma 
 
 
 
 
 Uhlobo 
 Engatshintshiyo. Iyabuyiswa kanye okanye ihlaziywa ngamanye amaxesha kwishedyuli ephindaphindwayo. 
 Iyaguquguquka. Iyabuyiswa ngexesha lokwenyani kwiwebhu njengoko iimfuno zedatha zivela. 
 
 
 
 
 Ukugubungela 
 Kubhalwe kwimithombo eyaziwayo neyagcinwe kwisalathiso. Ilahlekelwa ngumxholo omtsha kunye nomkhethe. 
 Iyanda ngokuguquguquka ukuya kumaphepha amatsha, imithombo evelayo, nomxholo ohlaziyiweyo. 
 
 
 
 
 Ukulungelelanisa 
 Ijongeka ibuthathaka xa ihlabathi litshintsha. Ifuna ukubuyisa ngokutsha okanye ukugcina kwisalathiso. 
 Iyalungelelanisa ngoko nangoko kuhlaziyo, imicimbi emitsha, kunye neemeko ezitshintshayo. 
 
 
 
 
 Izinto ezingabonakaliyo 
 Umngcipheko omkhulu wokungaphumeleli ngokuzolileyo xa idatha encedo iphuma kwisikhumbuzo. 
 Izikhewu ezifihliweyo ngenxa yokukwazi ukufumana amakhonkco ancedo. 
 
 
 
 
 Ifaneleka kakhulu kwi 
 Iinkcubeko zolwazi ezingatshintshiyo kunye namaxwebhu angaphakathi. 
 Ama-ejenti e-AI enolwazi ngemakethi, exesha lokwenyani afuna ingqo nangoko. Imithombo E aziwayo ngokuchasene Nedatha YokuFunyanwa 
 
 
 
 
 
 
 
 
 
 
 
 
 Imithombo E aziwayo (Iinkqubo Ezigcinwe Kwisikhumbuzo) 
 Idatha Efumanekayo (Ngokungxama) 
 
 
 
 
 Ukukhethwa komthombo 
 Kwiimeko ezininzi, zimiselwe kwaye zichazwe kwangaphambili. Imithombo ikhethwa phambi kwexesha (okanye inqabile kumazinga aphezulu kwiinjini zokukhangela ezifana neGoogle). 
 Iguquguquka kwaye iyazenzekela. Imithombo ifunyanwa ngokuzenzekelayo yi-ejenti ye-AI ngexesha lesicelo. 
 
 
 
 
 Indawo yokugcina 
 Igcinwe kwiidatha, kwizikhumbuzo, kumagundane, njl.njl. 
 Yongezwe ngqo kwisikhumbuzo se-ejenti njengoko izifumanayo. 
 
 
 
 
 Ifomathi yedatha 
 Iitafile ezihambelanayo, iifayile, umbhalo, kunye neefomathi ezifanayo. 
 Ngokwesiqhelo iifomathi ezilungiselelwe i-LLM  . ezifana neJSON kunye neMarkdown 
 
 
 
 
 Imodeli yokufunyanwa 
 Akukho kufunyanwa kwangempela. Ukubuyiswa kwedatha kuxhomekeke ekukhangeleni idatha egciniweyo kwisikhumbuzo okanye ebhalwe kwisalathiso. 
 Ukufunyanwa okuphumelelayo kwamakhonkco ancedo, amaphepha, kunye nezixhobo kwiwebhu bukhoma. 
 
 
 
 
 Ubutsha 
 Kuxhomekeke kwiishedyuli zokukhangela okanye zokubhalisa kwisalathiso. Ngamanye amaxesha kudala. 
 Ixesha lokwenyani. Idatha ibonisa imeko yangoku ye-webhu. Indlela Ukufunyanwa kweWebhu Esisebenza Ngayo KwiNkqubo ye-AI ye-Agentic Ukubuyiswa kwedatha kwi-ejenti ye-AI kuqhelekile ukwenzeka nge-RAG ( ). I-RAG iphucula izimpendulo ngokunika ii-LLM ulwazi olufanelekileyo, iphucula ukuchaneka kweempendulo ngezigxeko ezibonisa imeko. Retrieval-Augmented Generation Kwimeko eqhelekileyo yokukhangela okugcinwe kwisikhumbuzo / ebhalwe kwisalathiso, inkqubo yakho ithembele kwi-API yokukhangela ye-ejenti enikezelweyo. Inkqubo ibuyisa iziphumo ezibonakala zifanelekile ngokusekelwe kwisicelo somsebenzisi. Idatha iyabuyiswa ibuyiselwe kwidatha yasekhaya okanye ibuyiswe kwiinjini zokukhangela ezifana neGoogle, ngokuqhelekileyo ijolise kwiziphumo zokuqala… Kuyavakala, akunjalo? Izimvo zinqabile kwiziphumo zomnatha wokukhangela ozibhalileyo kwisalathiso kwindawo ephezulu, okanye kwisiphumo somnatha wokukhangela obuyise okanye kwisistim so lwazi sakho sele sikwazi ukusigcina. Oko kuthetha ukuba  . izinto onokuzifumana kwidatha egcinwe kwisikhumbuzo okanye ebhalwe kwisalathiso zinomda ngokuyilwa Iidatha zee-vector kunye neendlela zokufana ziyabandakanyeka emva kwesiteji, kodwa oko akubona nto iphambili apha. Ingxaki ephambili iyabonakala: olu hlobo lwenkqubo yokufumana ulwazi lunemingcipheko.   . Sidinga indlela engcono! Ayikwazi ukufumana ngokusebenzayo amaphepha amatsha, avanayo okanye izixhobo Kutheni Inkqubo ye-Agentic Source Discovery yiyo Isisombululo Ngeno kwi  . Apha, ii-ejenti ze-AI enye okanye ngaphezulu zinikwe umsebenzi wok  . Nantsi indlela esebenza ngayo ngokwenza: inkqubo yokufunyanwa ye-ejenti ukukhangela ngokusebenzayo imithombo emitsha, encedo kwiwebhu bukhoma 
 
 
 
  kwaye uzisebenze kwinkqubo yokufumana amakhonkco enikezelweyo, ebuyisa amakhonkco angamakhulu (kubandakanya imithombo emininzi ongazange uyicinge) 🔍. Guqulela isicelo somsebenzisi kwizicelo zokukhangela Khetha amakhonkco anokuba nawo ulwazi olunexabiso eliphezulu 🎯. Fikelela kuzo kwaye ubuyise umxholo kwifomathi ii-LLM ezingakwazi ukuyisebenzisa 📝. Ngamafutshane, inkqubo ijikeleza   (inkqubo engahlukanga kakhulu kwi   edumileyo). Oku kudlula ukukhangela okugcinwe kwisikhumbuzo / ebhalwe kwisalathiso: i-ejenti ifumana ngokuzenzekelayo imithombo emitsha ongafanga wayicinga ukuba uyigcine kwisalathiso (ento esoloko iqulethe izinto ezincedo kakhulu! 😜) fumana, hlola, kwaye ufumane imodyeli ye-AI yokukhangela nokukhupha Ungakholiswa? Phulaphula iingcali… https://www.youtube.com/watch?v=UYXQsd6tQ0M&embedable=true Ewe kunjalo, nayiphi na i-ejenti ye-AI (nokuba zeziphi ii-LLM ezisebenza ngazo) ayikwazi ukwenza oku yodwa. Ifuna isixhobo sokukhangela iwebhu nokukhupha idatha elungiselelweyo. Yiyo apho i-  ingena khona! Discover API I-AI Agent Search API ayanele… Isisombululo yiDiscover API Ngoku uyazi ukuba i-API yokukhangela ye-ejenti eqhelekileyo ayanele, yintoni eyonqeni? 🤔 Icandelo elonqenayo kwifowuni ye-ejenti ye-AI sisisxobo esenza ii-ejenti zifumane ngokuzenzekelayo imithombo emitsha kwaye zikhupho ulwazi oluncedo kuzo. Yiyo kanye into iDiscover API ejongene nayo! Ke yintoni le sixhobo esiyinika i-ejenti yakho ye-AI? Iyenza ukuba: 
 
 
 Khangela iwebhu ngamakhonkco angqo, angoku, angabonisa imeko ngokusekelwe kwisicelo sokukhangela. Buyisa uluhlu olude lwamakhonkco (100+), elilungelelaniswe ngokwenjongo yakho usebenzisa enye yeendlela zokulungelelanisa ezikhoyo. Ngala makhonkco, ungathemba iziphumo eziphambili okanye uzilungelelanise ngokusekelwe kwiinjongo zakho. Emva koko, khuphela ulwazi olusuka kumakhonkco akhethiweyo kwaye uyibuyisele kwi-ejenti yakho ye-AI kwifomathi  . elungele ukusetyenziswa yi-LLM Ufuna umnikezeli weDiscover API onokuthenjwa? Akufuneki ujonge ngaphezu kwe  ! Bright Data I-Bright Data iza nezixhobo ezininzi  ! zolwazi lwe-webhu kwi-AI Ezi zixhobo zakhelwe kwisisekelo esigungxulelayo esinokwandiswa ngama- . Yongeza  , iifomathi zedatha ezilungiselelwe i-LLM, kunye  . 150M+ ookhuthuzo kumazwe angama-95, 99.99% ixesha lokusebenza, kunye ne-99.99% yempumelelo inkxaso ye-24/7 nokudibanisa kwendalo kunye nezakhiwo ze-AI ezingama-70+ Ungathanda ukufunda ngakumbi? Jonga  ! 🎓 Web Discovery Summit Isiphelo Kule pos, uphonononge ukuba kutheni ukukhangela okugcinwe kwisikhumbuzo kunganeleki kwaye kutheni ukunika ii-ejenti ze-AI amandla okufumana idatha nemithombo emitsha kwiwebhu kuyisonjululo sokwenyani. Ukuze ufumane ulwazi olubalulekileyo nolukhethekileyo, awunakuthemba idatha endala, engatshintshiyo! Indlela efanelekileyo yokwenza ukufunyanwa kwe-webhu ngexesha lokwenyani yiDiscover API. Kuphela nje, i-API yokukhangela ye-ejenti “yeqhelekileyo” ingayazi idatha egcinwe kwisikhumbuzo okanye ebhalwe kwisalathiso, ngelixa ii-ejenti zakho ze-AI kufuneka zifumane imithombo emitsha ukuze ziphumelele ngokwenyani. Njengoko ubone, iBright Data ixhasa iimeko zokufunyanwa kwe-webhu kunye noluhlu olubanzi lweemigca yedatha ye-webhu kwiinkqubo ze-AI ze-agentic. Enkosi kwiimboniselo zethu, ukufunyanwa kwe-webhu ngexesha lokwenyani akuzange kube lula! . Masenze idatha ye-webhu ifikeleleke kuye wonke umntu, kubandakanya ii-ejenti ze-AI, ukuze iinkqubo zibe nobuchule ngakumbi. Kude kube lixesha elilandelayo! Joyina umsebenzi wethu ngokuqalisa ngesilingo samahhala

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Kutheni ii-ejenti ze-AI Kufuneka Zifumane Imithombo Emitsha, Zingagcinwa Kwi-Cache Yokukhangela

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