Anthu ambiri omwe amayesa AI pa ndemanga za LinkedIn® amathera pamalo amodzi mwa awiriwa. Mwina amathera nthawi yayitali akukonza zomwe atulutsa monga momwe angachitire polemba pamanja - kapena amasiya kuti izitumizidwe zokha ndikudzuka ndi ndemanga yomwe imamveka ngati iwowo, pa positi yomwe sakanatha kuigwiritsa ntchito.
AI ya munthu muubongo (HITL) ndiyo yankho la mavuto onse awiri. Imaphatikiza liwiro la AI ndi chiweruzo cha munthu amene mbiri yake ili pachiwopsezo. AI imapanga. Ndemanga za anthu. Munthu amavomereza. Palibe chomwe chimatumizidwa popanda chisankho chochita mwadala.
Kwa LinkedIn® makamaka — komwe ndemanga zanu zimalumikizidwa ndi dzina lanu, mbiri yanu, ndi kampani yanu yaukadaulo — iyi si njira yabwino kukhala nayo. Ndiyo njira yokhayo yomwe imapangitsa kuti ndemanga za AI zikhale zotetezeka kugwiritsa ntchito pamlingo waukulu.
AI yomwe imalemba zinthu popanda kufunsa si chida chothandiza. Ndi udindo. Chitsanzo cha anthu chomwe chimagwira ntchito nthawi zonse ndicho chimasiyanitsa kukhudzidwa kwenikweni ndi kuwonongeka kwa kampani mwachangu.
Kodi AI ya Munthu-mu-Loop ndi Chiyani Ndipo N’chifukwa Chiyani Ndi Yofunika pa LinkedIn®?
AI ya munthu mkati mwa dongosolo ndi mfundo yopangira dongosolo: AI imapanga zotulutsa, munthu amaiwunikanso, ndipo munthu amaivomereza asanayambe kuchitapo kanthu. AI imayang'anira kuchuluka kwa zinthu ndi kusanthula nkhani. Munthu amakhala ndi ulamuliro womaliza pa zomwe zimachitikadi.
Pa LinkedIn®, izi ndizofunikira pazifukwa zitatu zomwe sizigwira ntchito pamapulatifomu ena ambiri.
Algorithm ya LinkedIn® imayesa bwino mtundu wa ndemanga. Pansi pa 360Brew, chitsanzo cha LinkedIn® cha 2026, ndemanga zoganizira bwino zimakhala ndi kulemera kwa algorithmic pafupifupi 15 kuposa chinthu chonga ichi - koma ndemanga zodziwika bwino kapena zobwerezabwereza zimagawidwa ngati phokoso lachiyanjano ndipo zimaletsedwa mwachangu. Dongosolo lodziyimira lokha lomwe limalemba "Chidziwitso chabwino!" pamlingo waukulu silikukweza kufikira kwanu. Limawonetsa ku algorithm kuti chiyanjano chanu ndi chamakina - ndipo chimachita moyenera.
Malamulo a LinkedIn® amaletsa kutumiza zinthu zokha popanda kuyang'aniridwa ndi anthu. LinkedIn® imaletsa momveka bwino zida zomwe zimangochita zokha popanda kutenga nawo mbali mamembala. Kupereka ndemanga zokha - pomwe zolemba za mapulogalamu m'malo mwanu popanda ndemanga - zikuphwanya malamulo amenewo. HITL si yotetezeka kokha pa mtundu wanu. Ndi kapangidwe kake komwe kamakusungani kuti mutsatire malamulo.
Ndemanga zanu za LinkedIn® zimagwirizanitsidwa ndi mbiri yanu yantchito. Ndemanga yolembedwa molakwika, positi yolakwika, kapena yokhala ndi cholakwika chenicheni sichimasowa mwakachetechete. Imakhala pa positi ya wina, yooneka ndi netiweki yawo, yolumikizidwa ndi dzina lanu. Mbiri ya anthu ndi yayikulu pano kuposa pa nsanja ina iliyonse.
Momwe Ntchito Yogwirira Ntchito ya Konnector.ai ya Human-in-the-Loop Imagwirira Ntchito:
Mbali ya ndemanga ya Konnector.ai yamangidwa motsatira mfundo ya HITL. Nayi njira yeniyeni:
Gawo loyamba: Konnector imasanthula zomwe mukufuna. Kutengera mawu ofunikira omwe mwakhazikitsa, makonda a ICP, ndi ma profiles kapena masamba omwe mukufuna kucheza nawo, Konnector imapeza zolemba zoyenera kuchokera kwa anthu omwe mukufuna kuti awonekere. Simukupereka ndemanga mwachisawawa - mukupereka ndemanga mwanzeru, m'makambirano omwe omvera anu akufuna kale.
Gawo lachiwiri: AI imapanga ndondomeko yolemba ndemanga yogwirizana ndi nkhani. Si template. Si kusinthana mayina. AI ya Konnector imawerenga zomwe zili mu positi yeniyeni ndikupanga ndemanga yomwe imayankha zomwe zalembedwa - kuwonjezera malingaliro, kufunsa funso lotsatira, kapena kutanthauza china chake chomwe wolembayo adanena. Kamvekedwe ndi makonda omwe mumakonza mu Konnector amawongolera momwe ndondomekoyo imamvekera. Mawu anu, osati mawu wamba a AI.
Gawo lachitatu: Mumawerenga mkati mwa dashboard ya Konnector. Cholembedwa chilichonse chimakhala pamzere woyembekezera. Mumachiwerenga. Mutha kusintha mawu aliwonse, kusintha kamvekedwe, kuwonjezera china chake, kapena kudumpha positi yonse. Palibe chomwe chikupita patsogolo popanda chilolezo chanu chodziwikiratu.
[Chosungira chithunzi cha skrini — Konnector.ai Comments Management dashboard yomwe ikuwonetsa ma tabu Oyembekezera / Ovomerezedwa / Oduliridwa / Ovomerezedwa Okha ndi ma draft atatu a ndemanga akuyembekezera kuwunikiranso]
Gawo lachinayi: Kutumiza ndemanga zovomerezeka — ndipo ntchitoyo yalembedwa. Mukavomereza, Konnector amatumiza ndemanga. Chochita chilichonse chimalembedwa mu kusanthula kwa kampeni yanu — zomwe mudalemba, zomwe mudavomereza, kuchuluka kwa mayankho, ndi maulendo obwera chifukwa cha ntchito yanu yopereka ndemanga. Mutha kuwona zomwe zikugwira ntchito.
Mzere ndi chinthu chomwe chikugulitsidwa. Si AI. Aliyense akhoza kupereka ndemanga. Konnector imakupatsani njira yowunikira, kuvomereza, ndikutsatira pamlingo waukulu - popanda kutaya lingaliro lomwe limateteza mtundu wanu.
⚡ Yesani kwaulere → Konzani kampeni yanu yoyamba yopereka ndemanga za HITL mumphindi zochepa. Palibe khadi la ngongole lofunikira.
Chifukwa Chake Ndemanga za LinkedIn® Zokha Ndi Njira Yoopsa
Kukongola kwa ndemanga zodziyimira zokha n'koonekeratu: kuyiyika kamodzi, kuisiya igwire ntchito, kupanga mawonekedwe owoneka bwino mukamagona. Zoona zake n'zosasangalatsa kwenikweni.
LinkedIn® imazindikira izi. Makina ozindikira a LinkedIn® a 2026 amasanthula machitidwe a anthu — nthawi, liwiro, ndi kapangidwe ka ndemanga — pamlingo waukulu. Maakaunti omwe amapereka ndemanga mkati mwa ma milliseconds kuchokera pamene afalitsidwa kapena kusiya ndemanga zofanana m'mapositi ambiri amaletsedwa. Kufikira komwe munkafuna kumanga kumasowa konse.
Ndemanga za AI zodziwika bwino nthawi yomweyo zimadziwika. "Ndimakonda malingaliro awa." "Ndi ofunikira kwambiri masiku ano." "Sindingavomereze zambiri." Mawu awa amawonekera nthawi zonse m'ndemanga zopangidwa ndi AI kotero kuti omvera akatswiri a LinkedIn® apanga njira yolimba yodziwira mawonekedwe awo. Ndemanga yomwe imasonyeza kuti "AI ndiye analemba izi" si kudzipereka. Ndi phokoso - ndipo omvera anu amadziwa.
Chiwopsezo cha kuwonongeka kwa kampani ndi chenicheni ndipo sichiganiziridwa mopepuka. Dongosolo lodziyimira lokha silingathe kudziwa kuti positi yokhudza chochitika chovuta chamakampani imafuna kamvekedwe kosiyana ndi kamene kakukondwerera chochitika chachikulu cha kampani. Sizingadziwike kuti positi yomwe mukupereka ndemanga ndi yokhudza ndale, yotsutsana ndi akatswiri, kapena yosakhudzana ndi udindo wanu. Popanda kuyang'aniridwa ndi anthu, zomwe zimapangidwa ndi AI zitha kukhala zosagwirizana ndi kampani, zolakwika, kapena zosaganizira chikhalidwe - ndipo pa LinkedIn®, ndemanga imeneyo imayikidwa poyera pa zomwe wina walemba.
HITL imathetsa mavuto onse atatuwa nthawi imodzi. Chiwopsezo chozindikira chimachepa chifukwa machitidwe ndi a anthu enieni — ndemanga yeniyeni, kusintha kwa nthawi yeniyeni, zisankho zenizeni zowunikira. Ubwino wa ndemanga umakwera chifukwa munthu akuwerenga zolemba asanazitumize. Chiwopsezo cha kuwonongeka kwa chizindikiro chimachotsedwa chifukwa palibe chomwe chimachitika popanda kusaina kwanu.
Chomwe Chimapangitsa Ndemanga Yabwino Kwambiri ya LinkedIn® - ndi Momwe AI ya Konnector Imaitsanzira
Pansi pa 360Brew, mitu ya ndemanga yokhala ndi mayankho atatu kapena kuposerapo imapanga mphamvu yowonjezera ya 5.2x pakugawa zomwe zili mkati. Izi zimachitika pokhapokha ngati ndemanga yoyambirira ili yabwino mokwanira kuyambitsa yankho kuchokera kwa wolemba positi kapena owerenga ena.
AI ya Konnector yapangidwa kuti ipange ndemanga zomwe zikukwaniritsa muyezo uwu — osati ndemanga zomwe zilipo zokha.
Ndemanga ya LinkedIn® yapamwamba kwambiri imachita chimodzi mwa zinthu zisanu: kuwonjezera malingaliro omwe positiyi sinaphatikizepo, kufunsa funso lotsatira, kutchula chinthu chodziwikiratu kuchokera mu zomwe zili mu positiyi, kugawana zomwe zachitika mwachindunji, kapena kupereka mfundo yowunikira yomwe imawonjezera mfundo ya wolembayo.
Zimene sizigwira ntchito: gwirizanani mokwanira, fotokozerani mwachidule zomwe zalembedwa kwa wolemba, kapena gwiritsani ntchito mawu odzaza omwe 360Brew yaphunzira kuwagawa ngati phokoso.
Makonda a mawu a Konnector amakulolani kukonza momwe AI imamvekera — yowunikira kwambiri, yokambirana kwambiri, yapamwamba kwambiri, yolunjika kwambiri — kotero kuti zolemba zomwe amapanga zizimveka ngati mtundu wanu, osati mtundu wa zolemba zazikulu za chilankhulo cha aliyense nthawi imodzi.
Kutalika koyenera n'kofunikanso. Si nkhani imodzi yokha. Si nkhani. Ziganizo ziwiri kapena zinayi zomwe zimawonjezera chinthu china chake - chomwe ndi mawonekedwe omwe amalandira mayankho, amapanga maulendo ochezera, komanso amapanga mawonekedwe omwe amawonjezeka pakapita nthawi.
Ndemanga Yopangidwa ndi Munthu Poyerekeza ndi Yopangidwa ndi Wokha
| Zotsatira | Munthu-mu-mzere-wa-munthu (Konnector.ai) | Yoyendetsa Mokwanira |
|---|---|---|
| Chitetezo chamtundu | High — mumavomereza ndemanga iliyonse isanatumizidwe | Zochepa — palibe ndemanga musanatumize; chiopsezo chosakhala ndi mawu abwino chimakhala chokhazikika |
| Kutsatira LinkedIn® ToS | Kutsatira malamulo — kuyang'aniridwa ndi anthu kumapitilirabe | Pachiwopsezo — kutumiza zinthu zokha kungayambitse mbendera za mfundo |
| Ubwino wa ndemanga | Zachikhalidwe komanso zaumwini — Zojambula za AI, zosinthidwa ndi anthu | Kawirikawiri zimapezeka mwachibadwa kapena mobwerezabwereza — zimazindikirika ndi njira yogwiritsira ntchito algorithm ndi omvera |
| Nthawi yasungidwa | Chofunika kwambiri — AI imalemba ndemanga 50 munthawi yomwe mungalembe 5 | Zapamwamba — koma pamtengo wokwera kwambiri kuposa ulamuliro wonse ndi khalidwe lonse |
| Kuopsa kozindikira | Low — ndemanga ya anthu imapanga kusiyana kwenikweni kwa nthawi | Wapamwamba — nkhani zodziwika kuti ndi za liwiro lapamwamba kuposa la munthu komanso kubwerezabwereza kwa kapangidwe kake |
| Control | Zonse — sinthani kapena tayani chilichonse cholembedwa nthawi iliyonse | Palibe — ndondomeko ikangoyamba, imayamba |
| Kufikira zotsatira | Zabwino — ndemanga zabwino zimalandira mayankho ndi kuyitanitsa maulendo obwerezabwereza pa mbiri yanu | Zosalowererapo mpaka zoipa — ndemanga zodziwika bwino zomwe zimagawidwa ngati phokoso la chibwenzi pansi pa 360Brew |
Akatswiri omwe amatumiza ndemanga zambiri kuchokera ku LinkedIn® mu 2026 si omwe amatumiza zambiri. Ndi omwe amatumiza ndemanga zabwino mokwanira kuti anthu afune kudziwa amene adalemba ndemangazo.
Kuti mudziwe zambiri za momwe ndemanga za AI zimagwirizanirana ndi njira yolumikizirana ndi LinkedIn®, onani malangizo athu pa ndemanga za CFBR ndi AI pa LinkedIn® ndi momwe ndemanga za AI zimathandizira kuyanjana ndi LinkedIn®.
📅 Sungani Chiwonetsero Chaulere → Onani momwe Konnector.ai amagwirira ntchito popereka ndemanga za HITL — kuyambira polemba mpaka kuwunikanso mpaka kuchitapo kanthu kovomerezeka.
⚡ Lowani Kwaulere → Unikani musanatumize. Khalani oona mtima pamlingo waukulu. Yambani lero.
Kufikira Kwanu pa LinkedIn® 11x Ndi
Automation ndi Gen AI
Gwiritsani ntchito mphamvu ya LinkedIn® Automation ndi Gen AI kuti muwonjezere kufikira kwanu kuposa kale lonse. Chitani nawo magulu ambirimbiri a anthu omwe akutsogolerani sabata iliyonse ndi ndemanga zoyendetsedwa ndi AI komanso ma kampeni olunjika—zonse kuchokera pa nsanja imodzi yamphamvu ya anthu omwe akutsogolerani.
Mafunso Ofunsidwa Kawirikawiri
Human-in-the-loop (HITL) AI ya ndemanga za LinkedIn® ndi njira yomwe AI imapanga zolemba za ndemanga, koma munthu amawunikanso ndikuvomereza asanatumize. Izi zimatsimikizira kulondola, kuwongolera kamvekedwe, komanso chitetezo cha mtundu uku akusungabe nthawi.
Inde—ngati mugwiritsa ntchito njira yodziwira anthu. Kupereka ndemanga za AI zokha kungayambitse mayankho wamba, kuphwanya malamulo, kapena chiopsezo cha mbiri. HITL imaonetsetsa kuti ndemanga iliyonse yawunikidwa isanayambike.
LinkedIn® imalola zochita zothandizidwa ndi AI pokhapokha ngati pali anthu omwe akuchita nawo. Kulemba zinthu zokha popanda kuwunikira kwa ogwiritsa ntchito kungaphwanye Malamulo a Utumiki a LinkedIn® ndipo kungayambitse zoletsa.
Ndemanga zodziyimira zokha nthawi zambiri zimakhala zopanda nkhani, zimabwerezabwereza, komanso sizimatulutsa uthenga mwachangu. Izi zimapangitsa kuti makina a LinkedIn® azizizindikira mosavuta ndipo zingayambitse kuchepa kwa anthu ofika, kuletsa anthu kulowa mu akaunti, kapena kuletsa anthu kulowa mu akaunti.
HITL AI imakulitsa kukhudzidwa kwa anthu mwa kuphatikiza liwiro la AI ndi malingaliro a anthu. Izi zimapangitsa kuti pakhale ndemanga zoyenera komanso zoganizira bwino zomwe zimalandira mayankho ndikupangitsa kuti anthu azichezera ma profiles awo.
Ndemanga yabwino kwambiri imawonjezera phindu. Ikhoza kuphatikizapo malingaliro apadera, kufunsa funso loyenera, kutchula mfundo zenizeni kuchokera mu positi, kapena kugawana zomwe zachitika—m'malo mogwiritsa ntchito mawu wamba.
Inde, ngati zitagwiritsidwa ntchito popanda ndemanga. Ndemanga zolembedwa molakwika kapena zosafunikira zingawoneke ngati zolondola komanso zowononga kudalirika. Popeza ndemanga za LinkedIn® ndi za anthu onse komanso zokhazikika, ndemanga iliyonse imasonyeza umunthu wanu pantchito.
Ubwino ndi wofunika kwambiri kuposa kuchuluka. Kutumiza ndemanga 5-10 zoganizira bwino komanso zoyenera tsiku lililonse n'kothandiza kwambiri kuposa kutumiza mayankho ambiri otsika kapena odzipangira okha.
Kupereka ndemanga pogwiritsa ntchito AI kumaphatikizapo kupanga zolemba zomwe munthu amaziunika ndikuvomereza. Kulemba ndemanga zokha popanda kuthandizidwa ndi munthu. Choyamba ndi chotetezeka komanso chogwirizana ndi malamulo; chachiwiri chimakhala ndi chiopsezo.
Njira yotetezeka kwambiri yowonjezerera zinthu ndi kugwiritsa ntchito AI kupanga ma drafts ndi munthu woti awawunikenso asanatumize. Izi zimasunga zowona, zimatsimikizira kuti zikutsatira malamulo, komanso zimateteza mbiri yanu yaukadaulo.
