Cov neeg feem coob uas sim AI rau LinkedIn cov lus tawm tswv yim xaus rau hauv ib qho ntawm ob qho chaw. Lawv siv sijhawm ntev li lawv tau kho cov zis ntau npaum li lawv yuav tau sau nws manually - lossis lawv cia nws tshaj tawm thiab sawv los rau ib qho lus tawm tswv yim uas tsis zoo li lawv, ntawm ib qho ntawv tshaj tawm uas lawv yuav tsis tau koom nrog.
Tib neeg-hauv-lub-loop (HITL) AI yog cov lus teb rau ob qho teeb meem. Nws muab qhov ceev ntawm AI nrog rau kev txiav txim siab ntawm tus neeg uas lub koob npe nrov tiag tiag nyob ntawm kab. AI tsim tawm. Tib neeg tshuaj xyuas. Tib neeg pom zoo. Tsis muaj dab tsi tshaj tawm yam tsis tau txiav txim siab ua ntej.
Rau LinkedIn tshwj xeeb - qhov twg koj cov lus tawm tswv yim txuas nrog koj lub npe, koj qhov profile, thiab koj lub npe lag luam - qhov no tsis yog qhov zoo kom muaj. Nws yog tib txoj hauv kev uas ua rau AI tawm tswv yim muaj kev nyab xeeb rau kev siv ntawm qhov loj me.
AI uas tshaj tawm yam tsis tau nug tsis yog lub cuab yeej ua haujlwm tau zoo. Nws yog lub luag haujlwm. Tus qauv tib neeg-hauv-lub-loop yog qhov sib cais kev koom tes tiag tiag ntawm qhov loj me thiab kev puas tsuaj ntawm hom lag luam ntawm qhov ceev.
Dab tsi yog Human-in-the-Loop AI thiab Vim li cas nws thiaj tseem ceeb rau LinkedIn?
AI uas siv tib neeg ua haujlwm yog lub hauv paus ntsiab lus tsim qauv: AI tsim cov zis tawm, tib neeg tshuaj xyuas nws, thiab tib neeg pom zoo ua ntej ua ib yam dab tsi. Tus AI tswj hwm qhov ntim thiab kev tshuaj xyuas cov ntsiab lus. Tib neeg khaws cia lub hwj chim kawg rau qhov tseeb tshwm sim.
Hauv LinkedIn, qhov no tseem ceeb rau peb qhov laj thawj uas tsis siv rau feem ntau lwm lub platform.
LinkedIn tus algorithm nquag soj ntsuam qhov zoo ntawm cov lus tawm tswv yim. Nyob rau hauv 360Brew, LinkedIn tus qauv qeb duas cov ntsiab lus xyoo 2026, Cov lus tawm tswv yim zoo muaj qhov hnyav li ntawm 15 npaug ntawm qhov algorithmic ntawm qhov nyiam - tab sis cov lus tawm tswv yim dav dav lossis rov ua dua raug cais ua suab nrov thiab tsis siv neeg. Lub kaw lus ua haujlwm tag nrho uas tshaj tawm "Kev nkag siab zoo heev!" ntawm qhov ntsuas tsis txhawb koj txoj kev ncav cuag. Nws qhia rau algorithm tias koj txoj kev koom tes yog mechanical - thiab nws ua raws li qhov ntawd.
Cov Lus Cog Tseg ntawm LinkedIn txwv tsis pub tshaj tawm yam tsis muaj neeg saib xyuas. LinkedIn meej meej txwv tsis pub siv cov cuab yeej uas ua kom cov haujlwm ua tau yam tsis muaj cov tswv cuab koom nrog. Kev tawm tswv yim tsis siv neeg tag nrho - qhov twg software tshaj tawm rau koj yam tsis muaj kev tshuaj xyuas - ua txhaum cov lus cog tseg ntawd. HITL tsis yog tsuas yog muaj kev nyab xeeb dua rau koj lub npe xwb. Nws yog lub tsev uas ua rau koj ua raws li txoj cai.
Koj cov lus tawm tswv yim hauv LinkedIn yuav txuas nrog koj tus kheej txoj haujlwm mus tas li. Ib qho lus tawm tswv yim uas muab tso rau hauv lub suab tsis raug, rau ntawm qhov kev tshaj tawm tsis raug, lossis muaj qhov yuam kev qhov tseeb tsis ploj mus ntsiag to. Nws nyob rau ntawm lwm tus neeg qhov kev tshaj tawm, pom rau lawv lub network, txuas nrog koj lub npe. Lub koob npe nrov siab dua ntawm no dua li ntawm yuav luag lwm lub platform.
Konnector.ai's Human-in-the-Loop Comment Workflow Ua Haujlwm Li Cas:
Konnector.ai cov lus tawm tswv yim yog tsim los ntawm lub hauv paus ntsiab lus HITL. Nov yog qhov tseeb:
Kauj Ruam Ib: Konnector luam theej koj lub hom phiaj pub. Raws li koj cov lus tseem ceeb uas tau teeb tsa, ICP chaw, thiab cov profile lossis nplooj ntawv uas koj xav koom nrog, Konnector nthuav tawm cov ntawv tshaj tawm tseem ceeb los ntawm cov neeg uas koj xav kom pom. Koj tsis yog tawm lus random - koj tab tom tawm lus zoo, hauv kev sib tham uas koj cov neeg mloog twb muaj lawm.
Kauj Ruam Ob: AI tsim cov lus qhia txog cov ntsiab lus. Tsis yog ib daim qauv. Tsis yog ib lub npe pauv. Konnector's AI nyeem cov ntsiab lus ntawm cov ntawv tshaj tawm tiag tiag thiab tsim ib qho lus tawm tswv yim uas teb rau qhov tau sau - ntxiv ib qho kev xav, nug ib lo lus nug tom qab, lossis xa mus rau qee yam tshwj xeeb uas tus sau tau hais. Lub suab thiab tus cwj pwm teeb tsa koj teeb tsa hauv Konnector ua rau daim ntawv qauv suab li cas. Koj lub suab, tsis yog lub suab AI dav dav.
Kauj Ruam Peb: Koj tshuaj xyuas sab hauv Konnector lub dashboard. Txhua daim ntawv sau nyob hauv ib kab tos. Koj nyeem nws. Koj tuaj yeem hloov kho ib lo lus twg los tau, kho lub suab, ntxiv ib yam dab tsi tshwj xeeb, lossis hla qhov ntawv tshaj tawm tag nrho. Tsis muaj dab tsi txav mus tom ntej yam tsis tau koj kev pom zoo meej.
[Screenshot placeholder — Konnector.ai Comments Management dashboard qhia Pending / Approved / Skiped / Auto Approved tabs nrog peb cov lus tawm tswv yim tos kev tshuaj xyuas]
Kauj Ruam plaub: Cov lus tawm tswv yim tau pom zoo - thiab cov haujlwm tau sau tseg. Thaum koj pom zoo lawm, Konnector yuav tshaj tawm cov lus tawm tswv yim. Txhua yam kev ua yuav raug sau tseg rau hauv koj qhov kev tshuaj xyuas phiaj xwm - cov ntawv tshaj tawm twg koj koom nrog, cov lus tawm tswv yim twg tau pom zoo, cov nqi teb, thiab cov neeg tuaj saib profile uas tsim los ntawm koj cov kev tawm tswv yim. Koj tuaj yeem pom tseeb tias dab tsi ua haujlwm.
Cov kab yog cov khoom. Tsis yog AI. Txhua tus tuaj yeem tsim ib qho lus tawm tswv yim. Konnector muab rau koj cov khoom siv los tshuaj xyuas, pom zoo, thiab taug qab ntawm qhov loj me - yam tsis poob qhov kev txiav txim siab uas tiv thaiv koj lub hom.
⚡ Sim nws dawb → Teeb tsa koj thawj qhov kev tawm tswv yim HITL hauv ob peb feeb xwb. Tsis tas yuav muaj daim npav rho nyiaj.
Vim Li Cas Cov Lus Qhia Hauv LinkedIn Uas Tsis Siv Neeg Tag Nrho Yog Ib Txoj Kev Pheej Hmoo
Qhov zoo ntawm kev tawm tswv yim tsis siv neeg puv ntoob yog qhov pom tseeb: teeb tsa nws ib zaug xwb, cia nws khiav, tsim kom pom kev thaum koj pw tsaug zog. Qhov tseeb tsis txaus nyiam ntau.
LinkedIn nrhiav tau nws. LinkedIn cov txheej txheem nrhiav pom xyoo 2026 tsom xam cov qauv kev coj cwj pwm - lub sijhawm, qhov ceev, thiab cov qauv lus tawm tswv yim - ntawm qhov ntsuas. Cov nyiaj uas tawm tswv yim hauv milliseconds ntawm kev tshaj tawm lossis tawm cov lus tawm tswv yim zoo sib xws thoob plaws ntau kaum ob ntawm cov ntawv tshaj tawm raug txwv tsis pub nkag mus. Qhov ncav cuag uas koj tab tom sim tsim yuav ploj mus tag.
Cov lus tawm tswv yim AI dav dav tuaj yeem paub tam sim ntawd. "Kuv nyiam qhov kev xav no." "Tseem ceeb heev rau niaj hnub no." "Kuv pom zoo heev." Cov kab lus no tshwm sim tas li thoob plaws cov lus tawm tswv yim uas AI tsim los ua rau LinkedIn cov neeg mloog tau tsim kom muaj kev lees paub tus qauv zoo rau lawv. Ib lo lus tawm tswv yim uas qhia tias "AI sau qhov no" tsis yog kev koom tes. Nws yog suab nrov - thiab koj cov neeg mloog paub qhov ntawd.
Qhov kev pheej hmoo ntawm kev puas tsuaj rau hom lag luam yog qhov tseeb thiab tsis tau kwv yees ua ntej. Ib lub tshuab ua haujlwm tsis siv neeg puv ntoob tsis muaj txoj hauv kev paub tias ib qho ntawv tshaj tawm txog kev tshwm sim nyuaj hauv kev lag luam xav tau lub suab txawv ntawm ib qho kev ua koob tsheej rau lub tuam txhab. Nws tsis tuaj yeem qhia tias qhov ntawv tshaj tawm uas koj tab tom tawm tswv yim yog qhov rhiab heev rau kev nom kev tswv, kev sib cav sib ceg hauv kev ua haujlwm, lossis tsuas yog tsis muaj feem cuam tshuam rau koj txoj haujlwm. Yog tsis muaj tib neeg saib xyuas, Kev pheej hmoo ntawm cov ntsiab lus uas tsim los ntawm AI ua tawm ntawm lub npe, qhov tseeb tsis raug, lossis tsis muaj kev nkag siab txog kab lis kev cai - thiab ntawm LinkedIn, cov lus ntawd nyob rau hauv pej xeem ntawm lwm tus neeg cov ntsiab lus.
HITL daws tau tag nrho peb qhov teeb meem no tib lub sijhawm. Kev pheej hmoo ntawm kev kuaj pom poob qis vim tias tus cwj pwm yog tib neeg tiag tiag - kev tshuaj xyuas tiag tiag, kev hloov pauv lub sijhawm tiag tiag, kev txiav txim siab txog kev kho xov xwm tiag tiag. Qhov zoo ntawm cov lus tawm tswv yim nce siab vim tias tib neeg nyeem daim ntawv qauv ua ntej nws tshaj tawm. Kev pheej hmoo ntawm kev puas tsuaj rau hom lag luam raug tshem tawm vim tias tsis muaj dab tsi mus nyob yam tsis muaj koj kos npe.
Dab Tsi Ua Rau Ib Qho Lus Qhia Zoo Hauv LinkedIn — Thiab Konnector's AI Ua Qauv Li Cas
Hauv qab 360Brew, cov lus tawm tswv yim nrog peb lossis ntau dua cov lus teb rov qab los tsim ib qho 5.2x qhov cuam tshuam loj dua ntawm kev faib cov ntsiab lus. Qhov ntawd tsuas yog tshwm sim thaum cov lus tawm tswv yim thawj zaug zoo txaus kom tus sau ntawv lossis lwm tus nyeem ntawv teb.
Konnector's AI tau teeb tsa los tsim cov lus tawm tswv yim uas ua tau raws li tus qauv no - tsis yog cov lus tawm tswv yim uas muaj nyob xwb.
Ib qho lus tawm tswv yim zoo hauv LinkedIn ua ib qho ntawm tsib yam: ntxiv ib qho kev xav uas qhov ntawv tshaj tawm tsis suav nrog, nug ib lo lus nug tshwj xeeb tom qab, hais txog qee yam tseeb los ntawm cov ntsiab lus ntawm tsab ntawv tshaj tawm, qhia txog kev paub tus kheej ncaj qha, lossis muab cov ntaub ntawv uas nthuav dav tus sau cov lus sib cav.
Dab tsi nws tsis ua: pom zoo dav dav, sau cov ntawv rov qab rau tus sau, lossis siv cov kab lus sau uas 360Brew tau kawm los cais ua suab nrov.
Konnector lub suab teeb tsa cia koj teeb tsa seb AI suab li cas - ntau dua kev txheeb xyuas, ntau dua kev sib tham, ntau dua laus dua, ntau dua ncaj qha - yog li cov qauv nws tsim suab zoo li ib qho version ntawm koj, tsis yog ib qho version ntawm tus qauv lus loj sau rau txhua tus tib lub sijhawm.
Qhov ntev yog qhov tseem ceeb thiab. Tsis yog ib kab lus xwb. Tsis yog ib tsab ntawv sau. Ob mus rau plaub kab lus uas ntxiv qee yam tshwj xeeb - uas yog hom ntawv uas tau txais cov lus teb, tsim cov kev mus ntsib profile, thiab tsim hom kev pom uas sib xyaw ua ke dhau sijhawm.
Kev Tawm Tswv Yim Tib Neeg vs. Kev Tawm Tswv Yim Tsis Siv Neeg Tag Nrho
| Txheem | Tib Neeg-hauv-lub-Voj Voog (Konnector.ai) | Siab Automated |
|---|---|---|
| Hom kev nyab xeeb | Siab — koj pom zoo rau txhua cov lus tawm tswv yim ua ntej nws tshaj tawm | Qis — tsis muaj kev tshuaj xyuas ua ntej tshaj tawm; kev pheej hmoo tsis zoo yog tas li |
| Kev ua raws li LinkedIn ToS | Ua raws li txoj cai - kev saib xyuas ntawm tib neeg tau tswj hwm thoob plaws | Muaj kev pheej hmoo - kev tshaj tawm tsis siv neeg tuaj yeem ua rau muaj cov chij txoj cai |
| Qhov zoo ntawm cov lus tawm tswv yim | Raws li qhov xwm txheej thiab raws li tus kheej — Cov qauv AI, kev txhim kho tib neeg | Feem ntau yog dav dav lossis rov ua dua - pom tau los ntawm algorithm thiab cov neeg tuaj saib |
| Lub sijhawm tau txuag | Tseem Ceeb — AI sau 50 cov lus tawm tswv yim hauv lub sijhawm koj yuav sau 5 | Qhov siab tshaj plaws - tab sis tus nqi ntawm txhua yam kev tswj hwm thiab zoo |
| Kev pheej hmoo ntawm kev kuaj pom | Qis — kev tshuaj xyuas tib neeg tsim kev hloov pauv lub sijhawm tiag tiag | Siab — cov nyiaj tau cim rau qhov ceev tshaj plaws thiab kev rov ua dua ntawm cov qauv |
| Control | Tag Nrho — kho lossis pov tseg txhua daim ntawv qauv txhua lub sijhawm | Tsis muaj - thaum qhov kev ua yeeb yam khiav, nws khiav |
| Kev cuam tshuam txog kev ncav cuag | Zoo — cov lus tawm tswv yim zoo ua rau cov lus teb thiab tsav cov neeg tuaj saib profile | Nruab nrab mus rau qhov tsis zoo — Cov lus tawm tswv yim dav dav tau muab faib ua suab nrov hauv qab 360Brew |
Cov kws tshaj lij uas tau txais cov lus tawm tswv yim los ntawm LinkedIn ntau tshaj plaws hauv xyoo 2026 tsis yog cov uas tshaj tawm ntau tshaj plaws. Lawv yog cov uas cov lus tawm tswv yim zoo txaus kom ua rau tib neeg xav paub leej twg sau lawv.
Yog xav paub ntxiv txog seb AI commenting haum rau hauv LinkedIn txoj kev koom tes ua raws li txoj cai li cas, saib peb cov lus qhia ntawm CFBR thiab AI cov lus tawm tswv yim rau ntawm LinkedIn thiab yuav ua li cas AI cov lus tawm tswv yim txhawb nqa LinkedIn kev koom tes.
📅 Tseg Ib Daim Qauv Qhia Dawb → Saib Konnector.ai txoj haujlwm HITL tawm tswv yim nyob - txij li tom qab tshaj tawm mus rau kev tshuaj xyuas qauv mus rau kev koom tes pom zoo.
⚡ Sau Npe Dawb → Tshuaj xyuas ua ntej koj tshaj tawm. Ua kom koj lub npe tseeb raws li qhov loj me. Pib hnub no.
11x Koj li LinkedIn Kev Tshaj Tawm Nrog
Automation thiab Gen AI
Siv lub zog ntawm LinkedIn Automation thiab Gen AI kom ua kom koj ncav cuag zoo li tsis tau ua dhau los. Koom nrog ntau txhiab tus thawj coj txhua lub limtiam nrog AI-tsav cov lus thiab cov phiaj xwm phiaj xwm-txhua yam los ntawm ib lub tuam txhab ua lub zog ua haujlwm.
Cov Lus Nug
Tib Neeg-hauv-lub-loop (HITL) AI rau LinkedIn cov lus tawm tswv yim yog ib lub kaw lus uas AI tsim cov ntawv sau tawm tswv yim, tab sis tib neeg tshuaj xyuas thiab pom zoo ua ntej tshaj tawm. Qhov no ua kom muaj kev tseeb, kev tswj lub suab, thiab kev nyab xeeb ntawm hom lag luam thaum tseem txuag sijhawm.
Yog—yog koj siv txoj kev uas tib neeg ua haujlwm rau. Kev tawm tswv yim AI uas ua haujlwm tsis siv neeg tag nrho tuaj yeem ua rau muaj kev teb dav dav, kev ua txhaum cai, lossis kev pheej hmoo ntawm lub koob npe nrov. HITL ua kom txhua cov lus tawm tswv yim raug tshuaj xyuas ua ntej nws tso tawm.
LinkedIn tsuas pub siv AI los ua haujlwm thaum muaj neeg koom nrog xwb. Kev tshaj tawm tsis siv neeg yam tsis muaj kev tshuaj xyuas los ntawm cov neeg siv yuav ua txhaum LinkedIn Cov Lus Cog Tseg thiab tej zaum yuav ua rau muaj kev txwv.
Cov lus tawm tswv yim tsis siv neeg feem ntau tsis muaj cov ntsiab lus, cov qauv rov ua dua, thiab tshaj tawm sai sai. Qhov no ua rau lawv yooj yim rau LinkedIn cov txheej txheem los ntes thiab tuaj yeem ua rau txo qis kev ncav cuag, shadowbans, lossis kev txwv tus account.
HITL AI txhim kho kev koom tes los ntawm kev sib txuas AI ceev nrog kev txiav txim siab ntawm tib neeg. Qhov no ua rau muaj cov lus pom zoo dua thiab xav tau zoo dua uas yuav tau txais cov lus teb thiab tsav cov neeg tuaj saib profile.
Ib qho lus tawm tswv yim zoo ntxiv qhov muaj nqis. Nws yuav suav nrog ib qho kev xav tshwj xeeb, nug ib lo lus nug tseem ceeb, hais txog cov ntsiab lus tshwj xeeb los ntawm qhov kev tshaj tawm, lossis qhia ib qho kev paub cuam tshuam - es tsis txhob siv cov kab lus dav dav.
Yog, yog tias siv yam tsis tau tshuaj xyuas. Cov lus sau tsis zoo lossis tsis muaj feem cuam tshuam tuaj yeem zoo li tsis muaj tseeb thiab ua rau puas tsuaj rau kev ntseeg siab. Vim tias cov lus hauv LinkedIn yog pej xeem thiab mus tas li, txhua cov lus qhia qhia txog koj tus kheej ua haujlwm.
Qhov zoo tseem ceeb dua li qhov ntau. Kev tshaj tawm 5–10 cov lus tawm tswv yim uas muaj txiaj ntsig zoo txhua hnub zoo dua li kev tshaj tawm ntau cov lus teb tsis zoo lossis tsis siv neeg.
Kev tawm tswv yim los ntawm AI suav nrog kev tsim cov qauv ntawv uas tib neeg tshuaj xyuas thiab pom zoo. Kev tawm tswv yim tsis siv neeg ncaj qha yam tsis muaj tib neeg cov lus qhia. Qhov thib ib yog muaj kev nyab xeeb thiab ua raws li txoj cai; qhov thib ob muaj kev pheej hmoo.
Txoj kev nyab xeeb tshaj plaws los txhim kho yog siv AI los tsim cov qauv thiab ib tug neeg los tshuaj xyuas lawv ua ntej tshaj tawm. Qhov no tswj tau qhov tseeb, ua kom ntseeg tau tias ua raws li txoj cai, thiab tiv thaiv koj lub koob npe nrov hauv kev ua haujlwm.
