Iningi labantu abazama i-AI yokuphawula kwe-LinkedIn bagcina besendaweni eyodwa kwezimbili. Kuphakathi kokuthi bachitha isikhathi eside behlela umphumela njengoba bebengawubhala ngesandla - noma bawuvumela ukuthi uthumele ngokuzenzakalelayo bese bevuka bebona amazwana azwakala sengathi awafani nawo, kokuthunyelwe ababengeke bahlanganyele nakho.
I-AI ye-Human-in-the-loop (HITL) iyimpendulo yazo zombili izinkinga. Ihlanganisa ijubane le-AI nokwahlulela komuntu onedumela elisengozini. I-AI ikhiqiza. Izibuyekezo zabantu. Umuntu uyayivuma. Akukho okuthunyelwe ngaphandle kwesinqumo esihleliwe.
Ngokuqondene ne-LinkedIn — lapho amazwana akho enamathiselwe egameni lakho, iphrofayela yakho, kanye nomkhiqizo wakho wobungcweti — lokhu akuyona into enhle ukuba nayo. Yiyona ndlela kuphela eyenza ukuphawula nge-AI kube okuphephile ukuyisebenzisa ngezinga elikhulu.
I-AI ethumela ngaphandle kokubuza akuyona ithuluzi lokukhiqiza. Iyisibopho. Imodeli yomuntu ngaphakathi kwe-loop yiyo ehlukanisa ukuzibandakanya kwangempela ngezinga elithile nomonakalo womkhiqizo ngesivinini.
Kuyini i-AI ye-Human-in-the-Loop futhi Kungani Kubalulekile ku-LinkedIn?
I-AI yomuntu ngaphakathi kwe-loop iyisimiso sokuklama uhlelo: I-AI ikhiqiza umkhiqizo, umuntu uyawubuyekeza, futhi umuntu uyawuvuma ngaphambi kokuba kuthathwe noma yisiphi isinyathelo. I-AI iphatha ivolumu kanye nokuhlaziywa komongo. Umuntu ugcina igunya lokugcina ngalokho okwenzekayo ngempela.
Ku-LinkedIn, lokhu kubalulekile ngezizathu ezintathu ezingasebenzi kwamanye amapulatifomu amaningi.
I-algorithm ye-LinkedIn ihlola ngenkuthalo ikhwalithi yokuphawula. Ngaphansi kwe-360Brew, Imodeli yokubeka okuqukethwe kwe-LinkedIn ka-2026, Amazwana acabangelayo athwala cishe isisindo se-algorithmic esiphindwe kayi-15 kune-like — kodwa amazwana ajwayelekile noma aphindaphindayo ahlukaniswa njengomsindo wokuzibandakanya futhi acindezelwe ngenkuthalo. Uhlelo oluzenzakalelayo oluthumela "Ukuqonda Okuhle!" ngezinga alikhulisi ukufinyelela kwakho. Lubonisa i-algorithm ukuthi ukuzibandakanya kwakho kungokomshini — futhi lusebenza ngokufanele.
Imigomo Yesevisi ye-LinkedIn iyakwenqabela ukuthumela ngokuzenzakalelayo ngaphandle kokuqondisa komuntu. I-LinkedIn ngokucacile uvimbela amathuluzi ezizenzakalela izenzo ngaphandle kokubandakanyeka kwamalungu. Ukuphawula okuzenzakalelayo ngokuphelele - lapho okuthunyelwe kwesofthiwe egameni lakho ngaphandle kokubuyekezwa - kuphula leyo migomo. I-HITL ayiphephile nje kuphela kumkhiqizo wakho. Yisakhiwo esikugcina uthobela imithetho.
Amazwana akho e-LinkedIn ahlotshaniswa unomphela nobunikazi bakho bomsebenzi. Ukuphawula okuthunyelwe ngendlela engafanele, kokuthunyelwe okungalungile, noma okunephutha eliyiqiniso akunyamalali buthule. Kuhlala kokuthunyelwe komunye umuntu, kubonakala kunethiwekhi yakhe, kunamathiselwe egameni lakho. Izinsongo zodumo ziphakeme lapha kunanoma iyiphi enye ipulatifomu.
Indlela Umsebenzi Wokuphawula we-Konnector.ai we-Human-in-the-Loop Osebenza Ngayo:
Isici sokuphawula se-Konnector.ai sakhiwe ngokuphelele ngomgomo we-HITL. Nansi indlela eqondile yokugeleza:
Isinyathelo sokuqala: I-Konnector iskena okuphakelayo kwakho okuqondiwe. Ngokusekelwe kumagama angukhiye akho ahleliwe, izilungiselelo ze-ICP, kanye namaphrofayela noma amakhasi ofuna ukuxhumana nawo, i-Konnector iveza okuthunyelwe okufanele okuvela kubantu ofuna ukubonakala kubo. Awuphawuli ngokungahleliwe — uphawula ngendlela efanele, ezingxoxweni izithameli zakho eziqondiwe sezivele zinazo.
Isinyathelo sesibili: I-AI ikhiqiza uhlaka lokuphawula olusekelwe kumongo. Akuyona ithempulethi. Akuyona ukushintshana kwamagama. I-AI kaKonnector ifunda okuqukethwe kokuthunyelwe kwangempela bese ikhiqiza amazwana aphendula lokho okubhaliwe — engeza umbono, ebuza umbuzo olandelayo, noma ebhekisela kokuthile okushiwo ngumbhali. Ithoni nezilungiselelo zobuntu ozilungiselela kuKonnector zakha indlela okuzwakala ngayo okusalungiswa. Izwi lakho, hhayi izwi le-AI elijwayelekile.
Isinyathelo sesithathu: Ubuyekeza ngaphakathi kwedeshibhodi ye-Konnector. Yonke imibhalo ebhaliwe ibekwe emgqeni olindile. Uyayifunda. Ungahlela noma yiliphi igama, ulungise ithoni, wengeze okuthile okuqondile, noma weqe okuthunyelwe ngokuphelele. Akukho okuqhubekela phambili ngaphandle kwemvume yakho ecacile.
[Isibambi sesikrini — Ideshibhodi Yokuphatha Amazwana ye-Konnector.ai ekhombisa amathebhu Alindile / Avunyiwe / Aweqiwe / Avunyiwe Ngokuzenzakalelayo aneziqephu ezintathu zokuphawula ezilindele ukubuyekezwa]
Isinyathelo sesine: Ukuthumela amazwana avunyiwe — bese umsebenzi ulogwa. Uma usuvumile, i-Konnector ithumela amazwana. Isenzo ngasinye siqoshwa ku-analytics yomkhankaso wakho — ukuthi yiziphi izikhala ozibandakanye nazo, yiziphi izimpendulo ezivunyelwe, amazinga ezimpendulo, kanye nokuvakasha kwephrofayela okudalwe umsebenzi wakho wokuphawula. Ungabona kahle ukuthi yini esebenzayo.
Umugqa ungumkhiqizo. Akuyona i-AI. Noma ubani angabhala amazwana. I-Konnector ikunikeza ingqalasizinda yokubukeza, ukuvuma, nokulandelela ngezinga elikhulu — ngaphandle kokulahlekelwa isahlulelo esivikela umkhiqizo wakho.
⚡ Zama mahhala → Setha umkhankaso wakho wokuqala wokuphawula we-HITL ngemizuzu. Akudingeki ikhadi lesikweletu.
Kungani Amazwana e-LinkedIn Azenzakalelayo Ngokugcwele Eyindlela Eyingozi
Ukukhanga kokuphawula okuzenzakalelayo kusobala: kuhlele kanye, kuvumele kusebenze, kwakha ukubonakala ngenkathi ulele. Iqiniso alikhangi kangako.
I-LinkedIn iyakubona lokho. Izinhlelo zokuthola ze-LinkedIn zango-2026 zihlaziya amaphethini okuziphatha — isikhathi, ijubane, kanye nesakhiwo sokuphawula — ngezinga. Ama-akhawunti aphawula ngaphakathi kwama-milliseconds okushicilelwe noma ashiya amazwana afanayo ngokwesakhiwo kuzo zonke izikhala eziningi ayavinjelwa. Ukufinyelela obuzama ukuyakha kuyanyamalala ngokuphelele.
Imibono ejwayelekile ye-AI iyabonakala ngokushesha. “Ngiyayithanda le ndlela yokubuka izinto.” “Ibaluleke kakhulu esimweni sanamuhla.” “Angikwazi ukuvumelana kakhulu.” Lawa mabinzana avela njalo kumazwana akhiqizwe yi-AI kangangokuthi izilaleli ezingochwepheshe ze-LinkedIn ziye zakha indlela enamandla yokubona amaphethini azo. Ukuphawula okubonisa ukuthi “i-AI ibhale lokhu” akusikho ukuzibandakanya. Kungumsindo — futhi izilaleli zakho ziyakwazi lokho.
Ingozi yokulimala komkhiqizo ingokoqobo futhi ayibukelwa phansi. Uhlelo oluzenzakalelayo ngokuphelele alunandlela yokwazi ukuthi okuthunyelwe mayelana nomcimbi onzima embonini kudinga ithoni ehlukile kuneyokugubha ingqophamlando yenkampani. Alukwazi ukubona ukuthi okuthunyelwe okuphawulayo kuyazwela kwezepolitiki, kuyaphikisana ngokomsebenzi, noma akuhlobene nje nesikhundla sakho. Ngaphandle kokulawulwa ngumuntu, Izingozi zokuqukethwe okukhiqizwe yi-AI ukuba yinto engeyona ibhrendi, amaqiniso angalungile, noma ukungazweli ngokwesiko — futhi ku-LinkedIn, lokho kuphawula kusobala kokuqukethwe komunye umuntu.
I-HITL ixazulula zonke lezi zinkinga ezintathu ngesikhathi esisodwa. Ingozi yokuthola iyancipha ngoba indlela yokuziphatha iwubuntu ngempela — isibuyekezo sangempela, ukushintshashintsha kwesikhathi sangempela, izinqumo zangempela zokuhlela. Ikhwalithi yokuphawula iyakhuphuka ngoba umuntu ufunda uhlaka ngaphambi kokuba luthunyelwe. Ingozi yokulimala komkhiqizo iyasuswa ngoba akukho lutho oluhamba ngaphandle kokusayina kwakho.
Yini Eyenza Ukuphawula Kwe-LinkedIn Kwekhwalithi Ephakeme - kanye Nendlela I-AI KaKonnector Eyifanisa Ngayo
Ngaphansi kwe-360Brew, izingxoxo zokuphawula ezinezimpendulo ezintathu noma ngaphezulu eziya phambili neziya phambili zikhiqiza i- Umphumela wokukhulisa ongu-5.2x mayelana nokusatshalaliswa kokuqukethwe. Lokho kwenzeka kuphela uma ukuphawula kokuqala kukuhle ngokwanele ukuvusa impendulo evela kumbhali weposi noma kwabanye abafundi.
I-AI kaKonnector ilungiselelwe ukukhiqiza amazwana ahlangabezana nale nqubo — hhayi amazwana akhona kuphela.
Ukuphawula kwe-LinkedIn okusezingeni eliphezulu kwenza enye yezinto ezinhlanu: kunezela umbono okuthunyelwe okungawufakanga, kubuza umbuzo olandelayo othize, kubhekisela kokuthile okuqondile okuvela kokuqukethwe okuthunyelwe, kwabelana ngolwazi lomuntu siqu oluqondene ngqo, noma kuhlinzeka ngephuzu ledatha elandisa impikiswano yombhali.
Lokho engakwenzanga: vumelana ngokujwayelekile, fingqa okuthunyelwe emuva kumbhali, noma sebenzisa uhlobo lwemisho yokugcwalisa i-360Brew efunde ukuyihlukanisa njengomsindo.
Izilungiselelo zethoni ze-Konnector zikuvumela ukuthi ulungiselele ukuthi i-AI izwakala kanjani — ngokuhlaziya kakhudlwana, ngokuxoxa kakhudlwana, ngobudala kakhudlwana, nangokuqondile kakhudlwana — ukuze ama-draft ayikhiqizayo azwakale njengenguqulo yakho, hhayi inguqulo yokubhala imodeli yolimi enkulu yawo wonke umuntu ngesikhathi esisodwa.
Ubude obufanele bubalulekile futhi. Akuyona indaba eyodwa. Akuyona indaba. Imisho emibili kuya kwemine enezela okuthile okuqondile — okuyifomethi ethola izimpendulo, edala ukuvakashelwa kwephrofayili, futhi yakha uhlobo lokubonakala oluhlangana ngokuhamba kwesikhathi.
Ukuphawula Okungaphakathi Komuntu vs. Okuzenzakalelayo Ngokugcwele
| Imigomo | Umuntu Ongaphakathi Kwesiyingi (Konnector.ai) | I-Automated Ngokugcwele |
|---|---|---|
| Ukuphepha komkhiqizo | Okuphezulu — uyawamukela wonke amazwana ngaphambi kokuthi athunyelwe | Okuphansi — akukho ukubuyekezwa ngaphambi kokuthumela; ingozi yokungazwani kahle ayiguquki |
| Ukuthobela imithetho ye-LinkedIn ToS | Ukuthobela — ukuqapha kwabantu kugcinwe kulo lonke | Kusengozini — ukuthumela okuzenzakalelayo kungabangela amafulegi enqubomgomo |
| Ikhwalithi yamazwana | Okuqukethwe kanye nokwenziwe ngokwezifiso — Uhlaka lwe-AI, ukuhluzwa kwabantu | Ngokuvamile okuvamile noma okuphindaphindiwe — kutholakala nge-algorithm kanye nezithameli |
| Isikhathi esilondoloziwe | Okubalulekile — I-AI ibhala amazwana angu-50 ngesikhathi obungabhala ngaso angu-5 | I-Maximal — kodwa ngezindleko zokulawula konke kanye nekhwalithi |
| Ingozi yokutholakala | Okuphansi — ukubuyekezwa komuntu kudala ukushintshashintsha kwesikhathi kwangempela | Okuphezulu — ama-akhawunti aphawulwe ngejubane elingaphezu kwamandla omuntu kanye nokuphindaphinda kwephethini |
| Control | Okugcwele — hlela noma ulahle noma yikuphi okusalungiswa nganoma yisiphi isikhathi | Akukho — uma ukulandelana sekuqalile, kuyaqala |
| Umthelela wokufinyelela | Okuhle — amazwana asezingeni eliphezulu athola izimpendulo futhi aqhuba ukuvakashelwa kwephrofayela | Okungathathi hlangothi kuya kokubi — amazwana ajwayelekile ahlukaniswe njengomsindo wokuzibandakanya ngaphansi kwe-360Brew |
Ochwepheshe abakhiqiza imibono eminingi evela ku-LinkedIn ngo-2026 akusibo abathumela kakhulu. Yibo abathumela imibono yabo emihle ngokwanele ukwenza abantu bafune ukwazi ukuthi ubani owayibhala.
Ukuze uthole okwengeziwe ngokuthi ukuphawula nge-AI kuhambisana kanjani nesu lokuzibandakanya le-LinkedIn elihambisanayo, bheka iziqondiso zethu ku- Amazwana e-CFBR kanye ne-AI ku-LinkedIn futhi indlela imibono ye-AI ethuthukisa ngayo ukuzibandakanya kwe-LinkedIn.
📅 Bhukha i-Demo yamahhala → Bheka indlela yokusebenza kokuphawula kwe-HITL ye-Konnector.ai bukhoma — kusukela ekufakweni kweposi kuya ekubuyekezweni kokusalungiswa kuya ekubandakanyekeni okuvunyiwe.
⚡ Bhalisa Mahhala → Buyekeza ngaphambi kokuthi uthumele. Hlala uyiqiniso ngezinga. Qala namuhla.
11x Ukufinyelela Kwakho kwe-LinkedIn Nge
Okuzenzakalelayo kanye neGen AI
Bopha amandla e-LinkedIn Automation kanye ne-Gen AI ukuze ukhulise ukufinyelela kwakho kunanini ngaphambili. Bandakanya izinkulungwane zabaholayo masonto onke ngamazwana aqhutshwa yi-AI kanye nemikhankaso eqondiwe—konke kuvela endaweni eyodwa ye-lead-gen powerhouse.
imibuzo ejwayelekile ukubuzwa
I-AI ye-Human-in-the-loop (HITL) ye-LinkedIn iwuhlelo lapho i-AI ikhiqiza khona ama-draft okuphawula, kodwa umuntu uyawabuyekeza futhi awavume ngaphambi kokuthumela. Lokhu kuqinisekisa ukunemba, ukulawula ithoni, kanye nokuphepha komkhiqizo ngenkathi kulondolozwa isikhathi.
Yebo—uma usebenzisa indlela yomuntu ngaphakathi kwe-loop. Ukuphawula nge-AI okuzenzakalelayo ngokuphelele kungaholela ezimpendulweni ezijwayelekile, ukwephulwa kwenqubomgomo, noma engcupheni yedumela. I-HITL iqinisekisa ukuthi wonke amazwana ayabuyekezwa ngaphambi kokuba aqale ukusebenza.
I-LinkedIn ivumela umsebenzi osizwa yi-AI kuphela uma kukhona ukubandakanyeka komuntu. Ukuthumela okuzenzakalelayo ngokuphelele ngaphandle kokubuyekezwa komsebenzisi kungaphula Imigomo Yesevisi ye-LinkedIn futhi kungabangela imikhawulo.
Amazwana azenzakalelayo avame ukungabi nomongo, amaphethini aphindaphindwayo, kanye nokuthunyelwe ngesivinini esingavamile. Lokhu kwenza kube lula ukuthi izinhlelo ze-LinkedIn ziwabone futhi kungaholela ekunciphiseni ukufinyelela, ukuvinjelwa kwesithunzi, noma imikhawulo yama-akhawunti.
I-HITL AI ithuthukisa ukuzibandakanya ngokuhlanganisa isivinini se-AI nokwahlulela komuntu. Lokhu kuphumela kumazwana afanele kakhulu, acatshangelwe kahle angase athole izimpendulo futhi ashukumise ukuvakashelwa kwephrofayela.
Ukuphawula okuseqophelweni eliphezulu kwengeza inani. Kungafaka umbono ohlukile, kubuze umbuzo ofanele, kubhekisele amaphuzu athile avela kokuthunyelwe, noma kwabelane ngolwazi oluhlobene—kunokusebenzisa imishwana ejwayelekile.
Yebo, uma isetshenziswa ngaphandle kokubuyekezwa. Amazwana abhalwe kabi noma angafanele angabonakala engelona iqiniso futhi onakalise ukwethembeka. Njengoba amazwana e-LinkedIn ewomphakathi futhi ehlala njalo, wonke amazwana abonisa ubuwena bakho bomsebenzi.
Ikhwalithi ibaluleke kakhulu kunobuningi. Ukuthumela imibono ecatshangelwe kahle engu-5-10 nsuku zonke kusebenza kangcono kunokuthumela izimpendulo eziningi ezisezingeni eliphansi noma ezizenzakalelayo.
Ukuphawula okusizwa yi-AI kuhilela ukukhiqiza okusalungiswa umuntu akubukeza futhi akuvume. Okuthunyelwe okubeka amazwana okuzenzakalelayo ngqo ngaphandle kokufaka komuntu. Okokuqala kuphephile futhi kuyahambisana; okwesibili kunengozi.
Indlela ephephile yokwandisa ulwazi ukusebenzisa i-AI ukukhiqiza ama-draft kanye nomuntu ozowabuyekeza ngaphambi kokuthumela. Lokhu kugcina ubuqiniso, kuqinisekisa ukuthobela imithetho, futhi kuvikela idumela lakho lobuchwepheshe.
