Anthu ambiri omwe amayesa AI kuti apeze 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.
Human-in-the-loop (HITL) AI ndiye yankho la mavuto onse awiri. Zimaphatikiza 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 mtundu wanu waukadaulo - izi sizosangalatsa kukhala nazo. Ndi 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 kuzungulira 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 wonse 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 cha momwe zinthu zilili, Ndemanga zoganizira bwino zimakhala ndi kulemera kwa algorithmic pafupifupi 15x kuposa ngati — 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. Limadziwitsa algorithm kuti chiyanjano chanu ndi chamakina — ndipo limachita moyenera.
Malamulo a LinkedIn amaletsa kutumiza zinthu zokha popanda kuyang'aniridwa ndi anthu. LinkedIn momveka bwino amaletsa zida zomwe zimangochita zokha popanda kutenga nawo mbali kwa mamembala. Kupereka ndemanga zokha - pomwe mapulogalamu m'malo mwanu osawunikidwa - akuphwanya malamulo amenewo. HITL si yotetezeka kokha ku mtundu wanu. Ndi kapangidwe kake komwe kamakupangitsani kutsatira malamulo.
Ndemanga zanu za LinkedIn zimagwirizana ndi mbiri yanu yaukadaulo. Ndemanga yolembedwa molakwika, pa positi yolakwika, kapena yokhala ndi cholakwika chenicheni siimatha mwakachetechete. Imakhala pa positi ya wina, ikuwoneka ndi maukonde awo, yolumikizidwa ndi dzina lanu. Mbiri ya anthu ambiri ndi yokwera kwambiri 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 amafufuza chakudya chanu chomwe mukufuna. Kutengera ndi 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 azikuonekerani. Simukupereka ndemanga mwachisawawa - mukupereka ndemanga mwanzeru, m'makambirano omwe omvera anu akukambirana kale.
Gawo lachiwiri: AI imapanga ndondomeko yofotokozera momwe zinthu zilili. Si chitsanzo. 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 draft imamvekera. Mawu anu, osati mawu wamba a AI.
Gawo lachitatu: Mumawerenga mkati mwa dashboard ya Konnector. Cholembedwa chilichonse chili pamzere woyembekezera. Mumachiwerenga. Mutha kusintha mawu aliwonse, kusintha kamvekedwe kake, 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: Ndemanga zovomerezeka zimatumizidwa — ndipo zochita zalembedwa. Mukavomereza, Konnector amalemba ndemanga. Chochita chilichonse chimalembedwa mu kusanthula kwa kampeni yanu — zolemba zomwe mudachita nawo, ndemanga zomwe zidavomerezedwa, 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 chifukwa chogwiritsa ntchito kirediti kadi.
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. 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 za anthu onse zimadziwika nthawi yomweyo. “Ndimakonda lingaliro ili.” “Ndi lofunika 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 nkhani yokhudza kukhudzidwa. Ndi phokoso — ndipo omvera anu akudziwa zimenezo.
Chiwopsezo cha kuwonongeka kwa kampani ndi chenicheni ndipo sichimaganiziridwa mozama. 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 yosagwirizana ndi udindo wanu. Popanda kuyang'aniridwa ndi anthu, Zoopsa zomwe zimapangidwa ndi AI kukhala kosagwirizana ndi dzina la kampani, kolakwika, kapena kosasamala chikhalidwe — ndipo pa LinkedIn, ndemanga imeneyo imaonekera poyera pa zomwe wina akunena.
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, maulalo a ndemanga okhala ndi mayankho atatu kapena kuposerapo amabweretsa Mphamvu yokulitsa ya 5.2x pa kugawa zomwe zili mkati. Zimenezo zimachitika pokhapokha ngati ndemanga yoyambirira ili yabwino mokwanira kuti ipangitse wolemba nkhaniyo kapena owerenga ena kuyankha.
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 sichichita: gwirizanani mokwanira, fotokozani mwachidule zomwe mwalemba, 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 malamulo a 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 ya LinkedIn, onani malangizo athu pa Ndemanga za CFBR ndi AI pa LinkedIn ndi momwe ndemanga za AI zimathandizira kuyanjana kwa LinkedIn.
📅 Sungani Chiwonetsero Chaulere → Onani njira yogwirira ntchito ya HITL ya Konnector.ai — kuyambira positi mpaka kuwunikanso mpaka ntchito yovomerezeka.
⚡ Lembetsani Kwaulere → Unikani musanatumize uthenga. Khalani oona mtima pamlingo waukulu. Yambani lero.
11x Kufikira Kwanu kwa LinkedIn Ndi
Automation ndi Gen AI
Gwiritsirani ntchito mphamvu za LinkedIn Automation ndi Gen AI kuti mukulitse kufikira kwanu kuposa kale. Phatikizani masauzande otsogolera mlungu uliwonse ndi ndemanga zoyendetsedwa ndi AI ndi makampeni omwe mukufuna - zonse kuchokera pa nsanja imodzi ya lead-gen powerhouse.
Mafunso Ofunsidwa Kawirikawiri
Human-in-the-loop (HITL) AI ya LinkedIn ndi njira yomwe AI imapanga zolemba za ndemanga, koma munthu amawunikanso ndikuvomereza asanatumize. Izi zimatsimikizira kulondola, kuwongolera kamvekedwe, komanso chitetezo cha mtundu wa malonda uku akusunga 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 azizindikire mosavuta ndipo zingayambitse kuchepa kwa anthu ofika, ziletso za mthunzi, kapena zoletsa za 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.
