Ukwazisa: Indima ejikelezayo ye-Al kwi-Terrorsism ephikisayo

Ubuntlola obuye bongezelelwa busetyenziswa njengenkqubo yokuguqula i-Alheader kukhuseleko lwesizwe, inika oorhulumente kunye namaqumrhu obuchule obungakaze bubonwe ngaphambili bokufumanisa nokukhusela amaqhinga abanqolobi. Indlela zobucukubhede eziqhelekileyo zokulwa nobugrogrisi, ezibonisa ubukrelekrele bomntu, ukukhangela okubonakalayo, kunye nokuphuma kwencam enzulu, zisongezelelwe zinkqubo ze-Al ezinokuthi ziqhubeke ngolwazi olukhulu, zichonge iipayilo, kwaye zinike iflegi umsebenzi okrokreleleyo kwisantya somatshini. Olu tshintsho alukho nje kuphela malunga nesantya sokwenza uvavanyo lobuntlola nokuhlalutya. Izixhobo zokhuseleko zibangela ukuba amandla okhuseleko ahlale phambi kwabatshaba abazenza ngobuchule obuphambili. Kodwa ukusetyenziswa kwezi nkqubo kunyusa imibuzo enzima ngokuphathelele ukuzimela, ukuthembeka kwemiqatha, nokuthembeka kolawulo lwe-AIS, i-mignobugrobist, iziphumo zexesha elizayo, iziphumo ezikhoyo, kunye nezimeko ezikhoyo zexesha elizayo.

Indlela Esebenza ngayo I-A kukwaliwa kwe-Trorrs

Isixokelelwano se-AI esilungiselelwe ukulwa ne-grobics ezixhathisa ubuchule bokulwa nobuchule bokulwa nobuchule bokulwa nobuchule bokwenza umatshini, ulungelelwaniso lolwimi lwendalo, ulungelelwaniso lwekhompyutha, ukuqwalasela ikhompyutha, nokujongana nekhompyutha. Ezi zixhobo zobugcisa zisebenza kunye zisebenzisana ukuhlula oomqulu omkhulu wedata obucwangcisiweyo nongalungiswanga. Ukusuka kwimiboniso-ndaba yoluntu ukuya kwisatelliteltiki enobuchule obunokusetyenziswa. Uncedo lweqhosha yisantya: into enokuthi ithathe iqela labahlalutyisi babantu iiveki okanye iinyanga zingaphunyezwa ngemizuzu. Kodwa ucotho luphuculo njengoko ifunda kulwazi olutsha, lunciphisa izinto eziluncedo eziluncedo ngexesha elithile xa kusenzeka ubuchule bokusongela.

Ukufunda Umatshini Nokwazi Umlinganiselo Wolwazi

Embindini wezicelo ze-Al eziphikisana ne-AI ubugrogrisi zizifundo zomatshini (ML). Iimithetho-mthetho ziqeqeshelwe ukuchaza ngogcino-lwazi olungokwembali lwemisebenzi yobugrogrisi eyaziwayo `iindlela zokuhamba, intengiso yemali, kunye neendlela zohlaselo. Xa ziqeqeshiwe, ezimodeli zingabona i-omalies kwimisinga yokwenene yedata. Umzekelo, imodeli ye-ML ingajijamela isikhonkwane se-fidi ebhalwe ngokufihlakeleyo phakathi kweqela labantu ababenganxulunyaniswanga, okanye ukuthengwa okungaqhelekanga kwemichiza yangaphambili. Umbano lwandisa uhlaluko lwemichiza olutheke kakhulu kufutshane nesakhiwo esineengqinipheneyo. I-Supervissed ihlala iqhelekile kwimisebenzi yokuhlela (um., “Adtics."V."V.", “nonbor", kodwa iindlela ezisetyenziswa ngokufukutyhilwayo ngaphandle kogcino-data.

Ukulungelelaniswa kolwimi

Ukulungiselela ulwimi lwendalo (NLP) kwenza ukuba i-Al iqonde kwaye ihlalutye ulwimi lwabantu olusuka kwimithombo eyahlukeneyo", i-media yentlalo-ntle, amanqaku, amanqaku eendaba, kunye nonxibelelwano. Uhlalutyo lomxholo, imodeli, kunye nokuqwalaselwa kwento ekhoyo kuvumela iinkqubo zokuchonga ulwimi oluthe kratya, imigudu, kunye neengxoxo. Izixhobo ze-NLP zingasebenza kwiilwimi ezininzi kunye nezimvo, ezibalulekileyo kuquka isiArabhu, iSomali, nezinye iilwimi ezinxulumene nezisongelo kwiimeko zangoku. Iimodeli ezisekelwe kwiNStreader (isylate-GP) ziyakwazi ukutshintsha ukuphikisana nokwakhiwa kwezakhiwo, ukukwazi ukuqonda umongo, imposiso, kunye nokusebenzisa ikhowudi. Noko ke, iinkqubo ze-NLP azinakali, azinakali, iintetho zempucuko okanye ukuphosanekwa kwamaqela okusetyenziswa ukuchana.

Imbono yekhompyutha kunye nentsebenzo

Uvavanyo lwekhompyutha lwe-AI lwekhompyutha lwezicwangciso zevidiyo ukusuka kwiCCTV, ii-drones, kunye neekhamera zomzimba zokwahlula abantu, izinto, kunye nezenzo zomdla. Iinkqubo zolwazi lobuso ziyafana nezikrokrelelwa kumaqela ajongileyo abantu abahlala kwindawo ezixineneyo, ngelixa into ifumana i-algorithms zezixhobo zezixhobo, iipakethi ezishiywe, okanye iimoto ezingagunyaziswanga semthethweni kufutshane neendawo ezichukuminyeneyo. Ukuhlola oku kwesimilo sokuziphatha komzimba (ukuhlola ukubhabhadula, ukuqhuba, okanye ukushukuma kweqela okungaqhelekanga, ukuxhobisa izilumkiso ze-khompyutha, okanye ukuxhobisa izilumkiso ezingaqhelekanga phambi kohlaselo. Abameli baye baphakamisa inkxakeko-osomgatho-mgatho kusetyenziswa kwii-data ezisembini kunasembini.

Ukusetyenziswa kogcino-lwazi kunye nohlalutyo

Akukho mthombo omnye wogcino-lwazi unika ubukrelekrele obupheleleyo. I-Al igqwesa ukudibanisa ulwazi olusuka kwiijelo ezihlukeneyo", ii-metam-mfonomfono, iirekhodi zemali, ukuhambahamba, ugcino-lwazi lwebhayoloji, kunye nemvelaphi evulekileyo-buchule (ukuvelisa umfanekiso we-holitics. Graphera algorings uthungelwano phakathi kwabantu, imibutho, neziganeko, uhlolo olufihlakeleyo. Uhlolo lungachonga impembelelo yazo, kwaye luqikelela ukuba zinokwenzeka ukuba zizenzo zexesha elizayo. Oku kufuna ingqalelo enkathazweni, iiyure zonyaka, namaxabiso alahlekileyo; unxulumano lwe-in-garbagerage-eve-eve-eve-eve-evel luhlala lungumgxake. Ngoko, uhlolo olukhokela kwiinkqubo eziphikisana neenkqubo ze-ARGS, eziphikisanayoli-acracters.

Iinkqubo ekufumaneni iiCwangciso zonophelo

I-Al iyasetyenziswa ukunqumla amathambeka amaninzi achasene ne-orethoric, ukusuka kwisilumkiso sokuqala ukuya kuphando lwasemva kwenkqubela. Isicelo ngasinye sinika amandla akhethekileyo kunye nocelomngeni.

Ukujongwa kwenkqubo yoncedo

I-AII izixhobo zokuvavanya ukhuseleko lwe-ofisi yekhompyutha ezisetyenziswayo, ezithi zisetyenziswe kakhulu kwimpembelelo yempembelelo yezentlalo, ukuququzelela kunye nokusebenza. Umzekelo, icandelo lovavanyo lwezixhobo ze-unitting njenge X (eyayifudula i-Twitter), i-Telegram, i-TikTok, kunye nee-apps ezifihliweyo zokuthumela imiyalezo ukuze zibonise ukucwangciswa. ukufunyanwa kwegama eliyintloko, ukuxhobisa umfanekiso, ukuxhobisa, kunye nohlalutyo lweneno-intanethi kuvumela amaziko afumana ii-akhawunti ezinobundlobongela ubundlobongela okanye anxibelelana noontamo-moya abaziwayo. Noko ke, i-U. i-U.S. I-S. ISebe lokhuseleko lokhuseleko lwe-S. i-ARG.

Uhlalutyo lwentshulukwano yemali

Imali yamashishini isoloko isetyenziswa ngamajelo asemthethweni ebhanki, inkxaso-mali, okanye ukubhaqa. Iinkqubo ezisekelwe kwi-AI ezichasene nemali (AML) zihlalutya iipakethi zentengiselwano zokwazi umsebenzi okrokrelekayo: intshukumo ezinkulu zemali, ukudluliswa kwenani elijikelezayo, okanye intengiselwano ebandakanya amagunya aphezulu ebhanki. Ukungagqibeki kwemali ebhanki ebhankini ebhaliswayo ekhutshwa ziinkqubo zomthetho ezisekelwe kwimithetho. I-Ficance Actal Task Force (FATF) ikhuthaza ukusetyenziswa kwe-IACP yokungenisa intengiso olukrokrela, kodwa iphawula ukuba imithetho-algority kufuneka ikhankanyiswe ngenxa yokunga okunga amaqela amancinane okanye imibutho yezekelo yoncedo. Kwinkqubo yoqheliselo lwembali, eziqeqeshwe kwiinkqubo ezithenjiweyo ezithenwayo.

Uhlalutyo lomsebenzi womnatha kunye nohlolo lonxibelelwano

Ngokuhlolisisa i-metadata kwimfonomfono, ii-imeyili, kunye nee-apps zokuthumela imiyalezo, i-Al ingaphinda yakhe imigangatho yonxibelelwano ngaphandle kokufunda okuqulethwe yi-(*) okungachaphazekanga kokuhlola okukhulu. Uhlalutyo lwezinxulumani eziphakathi kwe-node, iibhulorho phakathi kwamaqoqo, nabantu abasebenza “ngokunqamlezileyo” phakathi kwee-cell. Uhlalutyo lwexesha lokuhamba konxibelelwano lungabonisa amanyathelo okucwangcisa. Umzekelo, ukwanda okukhawulezileyo phakathi koqhagamshelwano olungaqaliyo lungaqala uhlaselo. I-GCHQ incoko yangathetha ekusebenziseni i-AINS ukuvala, ukunciphisa umthwalo kubahloli-lwazi. Uhlalutton luhlala lunempikiswano: i-mimetallimeta ityhila ulwazi oluchukulwayo njengolwano lwezonyango okanye ii-adiantlukwano, ikhokelela kwimicimbi ye-mthetho e-mthetho e-mgaqond.

Uhlolo oluthe lwachazwa kwangaphambili

Imizekelo exela kwangaphambili iqikelela ukuba kunokwenzeka ukuhlaselwa kwexesha elizayo okusekelwe kugcino-lwazi lwembali, kwintlalo, kwimeko yentlalo, kunye nobuntlola bangoku. Le mizekelo inceda ukunikezela ngezixhobo ```patrol'', amaqela okuhlola, ukhuseleko lwasezibukweni', ngokunempumelelo. Ezinye iinkqubo zabela abantu umngcipheko, ukuwayeka ukuba ajolise phambili okanye afakelwe kwizixhobo zokugada. Noko ke, abagxeki baphikisa ukuba iprojective iyakwazi ukudala imijikelezo yokuziza, apho iindawo ezineehlolo ezininzi zamapolisa zivelisa ugcino-lwazi olungakumbi, ziqinisekisa ukujolisa imodeli kwimimandla efanayo. Uphando lwe- Indevidiso lubonise ukuba izixhobo ezithe kratya nakungacengwa ngobuchule ukuba zingenziwa ngobuchule.

Ucelomngeni Nenkcaso Efanelekileyo

Ukudityaniswa kwe-Al kwi-operal-buphekula akunazo iingxaki ezibalulekileyo. Inkxalabo malunga nokungafihli, ikhethe, ukuphendula, kunye nokusetyenziswa kakubi kwemiyalelo, iingcali zobugcisa, kunye nebutho labantu.

Ukukhululeka Kwabantu Ngecala

Ukujonga okuxhotyisiweyo okuye kwenziwa yi-IA/PR, ifuna unxibelelwano olucacileyo, i-cudia, kunye nentsebenziswano ."runs iphikisana namalungelo asisiseko obuqu kwibutho ledemokhrasi. I-European Union'S Neral Data Device Regatection (GDPR) ibeka imida engqongqo ekwenzeni izigqibo ezizenzekelayo kunye nokuzifica, ifuna ukuvunywa okanye ukubekwa kwesiseko esisemthethweni. EUnited States, iSinyusi-Drandmentation sikhusela ekuphengululeni okungekho ngqiqweqweni, kodwa iinkqubo zogcino-lwazi oluninzi ezifana ne-NSA’S PISM zabekwa ngokwaphula umthetho ngokwezindululo ezithile. Ucelomngeni kukuyila iinkqubo ze-Alasm, ukulungele ukuphatha, ukulungele ukuphatha izinto ezizimeleyo, kodwa ulawulo olulinganiselweyo, kodwa lunganikwa amagunya azimele.

I-Bias nobulungisa bemithetho-mthetho

Imodeli eqeqeshiweyo kwi-data echasene nobunqolobi bembali ingalufumana ilifa ucalucalulo olusuka kwizigqibo zabantu zangaphambili, kuquka ubuhlanga, unqulo, okanye uphando lwesizwe. Umzekelo, ukuba uphando lwangaphambili lujoliswe ngokungenakulinganiswa kubantu bemvelaphi ethile, imodeli iya kufunda ukumisa iflegi efanayo, ukwenza iziphumo ezichanekileyo zocalucalulo. Iziphumo zinokuba qatha: ukufakwa ngokuphosakeleyo koonogada, ukuhlaselwa, ukukhatywa kweliso, ukukhatywa kwamalungelo okukhoyo, ukuncishwa, kunye nokuhlaziswa kwabantu ngokubanziswa kwe-data okungalinganiyo, ukuvavanywa kwemicinelo oludiweyo lokususa iimpembelelo, kunye nokubandakanya amaqela amaqela ahlukeneyo kwinkqubo yenkqubo yenkqubo. IZizwe Ezimanyeneyo ziye zabiza iimpembelelo zamalungelo abantu phambi kokuba zibonise ukhuseleko lwesizwe.

Iziqinisekiso Nezityholo Zobuxoki

Kwaneenkqubo ze-Al ezichanekileyo kakhulu zivelisa iimpahla zobuxoki .flags ezijika zibenomsebenzi omsulwa. Kwindawo echaseneyo nezenzo zobuphekula, ingcebiso ephosakeleyo ingabangela uhlaselo lwamapolisa, ukubanjwa, okanye kwanewokubetha i-drone (kwimo yomkhosi). Amaxabiso empazamo akangolawulo nje kuphela; anokutshabalalisa ubomi. Izifundo zojongo olusekelwe kumaphekula e-Al zityhile ukuba ipesenti ecacileyo yamagama ayichananga okanye aphelelwe lixesha. Oku kudibanisa izinto zobuxoki kufuna iimodeli ezintlukhulu neziyahlukeneyo, kwaye ingqeqesho engomelelayo yabantu, kwaye isebenzisa inkqubo yokusebenza kwabantu: inkqubo enokwenzeka yokusongela iiflegi, kodwa umphengululi-A kufuneka aqinisekise ngaphambi kokuba ithathwe. Oku kuvuma ukuba i-IPimpty, ayidityaniswa kwesixhobo sokwahlulwano, i-ondiselwa-othsu.

Ukuphendula nokulawula

Xa inkqubo ye-Al ivelisa ulwaphuko oluphosakeleyo okanye ikhokelela kulwaphulo-mthetho oluphosakeleyo, ngubani oza kuphendula? Umbhekisi phambili wemithetho-manani? Umxhasi owayisebenzisayo? Owenza ngaphezulu kweso sixhobo? izicwangciso ezisemthethweni zokuphendula i-II zisekho. Kumazwe amaninzi, imigaqo ekhoyo yolwaphulo-mthetho nenkqubo yamakhaya ayithethi phosakeleyo ngokufanelekileyo. Ukubonakala/ukungalingani kwemodeli. I-algorithm-althm-althreat, yiyiphi i-data abayisebenzisayo, kwaye kusini na umsebenzi wabo owenziwe ngaphezulu, ngumgangatho obalulekileyo, kwaye inyathelo lokuqala. Iinkqubo zemilinganiselo yemithetho yokuziphatha ezizinzileyo zimiselwe ngaphakathi kwe-Al kukhuseleko lwesizwe, njenge U.S.U.U.U.Ukhuselo olukwiBhovisiso-Grealight Sight Comment

Ukuhlangabezana Neengxaki

Ukuqaphela ezi ngxaki, oorhulumente, imibutho karhulumente kunye namaqabane azimeleyo ehlelo aphuhlisa isakhiwo ukuqinisekisa ukuba i-Al isetyenziswa ngokunenkathalo ekulwisaneni nobunqolobi.

Imisebenzi yesakhelo sokubuyisela ulawulo

I-Al Act ecetyiweyo ye-Al Act ikhupha igategoric echasene nezenzo zobuphekula njenge-Al “i-arisk ephezulu,” ephantsi kovavanyo olungqongqo, ulawulo lomntu, kunye neemfuno zokubonakala. E-United States, iSiko Lesizwe Semigangatho kunye noBuxhakaxhaka (I-National Institute of the Secrial and Technology) ipapashe inkqubo yolawulo lomngcipheko we-Al ethetha i-IAIa, ukuthembeka, kunye nokucacisa. Izigubo zezizwe ngezizwe ezifana neUnited Nations Counter-Troristyism Counting Comment (C) zikhuphe imigaqo yobugcisa emitsha, igxininisa amalungelo abantu kunye nomthetho womthetho.

Ukucaca nokucacisa

Ukuze izigqibo ze-Al mazithenjwe, kufuneka zichazwe. Iindlela ezichazwayo ze-IA (XAI) zidala ulungelelwaniso olulula lomntu ngenxa yokuba kutheni umntu othe waphaphazelayo − umzekelo, “lo mntu waphawulwa ngenxa yonxulumano lwemfonomfono ezintathu ezaziwayo kwiyure ezingama-24, kunye nencwadi yokubhabhabha enika ingxuba-ngqubano.” Iimodeli ze-Black -bosting (iiinkqubo zemithambo-meyangaphakathi) azifanelekanga kakuhle kangako kwi-injini ngaphandle kwe-XAIA dibanisa-ons, ngenxa yokuba ingqiqo yazo yangaphakathi iyakhanyaza. I-ndidi eninzi isixokelelwano esithunyelwayo sinika ukuqenduku kuphele kwabasebenzisi kunye nalapho kufanelekileyo, ukuba zichaphazele abantu ngabanye. I-Ofili-Ofirensity ifuna izigqibo ze-Ographial ehambayo ziphele iiziphumo ezingomthetho ezithenjiweyo.

Inkqubo yomntu kwi-sethi ye-injini

Inkoliso yemigaqo yokuziphatha ye-Al kukhuseleko lwesizwe igxininisa ekulawuleni okunentsingiselo komntu. Umntu-ngaphakathi--loop (HITL) uthetha ukuba iziphumo ezizenzekelayo kufuneka zihlolisiswe ngumntu ofanelekayo ngaphambi kokuba kuthathwe inyathelo. I-HITL ingahluka kuqinisekiso olulula (ukukhululwa kwabantu abalwamkelekileyo kwingxelo) kwintsebenziswano esebenzayo (imigaqo esekelwe kwiingcebiso ze-IAIA). Kwizigqibo ezibalulekileyo ezithi umntu azenze ngokusekelwe kwimiqathango ye-iephayidis-ziphene. Kuzo izigqibo ezibalulekileyo, ukunyanzela, ukuhlasela, ukuhlasela, ukuhlasela ngobuchule, ukuhlasela, ukuhlasela, ukuthatha iziphumo ze-althmential sy. Isebe lokhuselo lokhuselo lokhuselo lufuna ukulawulwa kwabantu ngezigqibo ezibulalayo, umgaqo-APlalphicondal.

Ikamva le-Al kwi-Terrorsyist

Njengokuba ubugcisa be-Al buqhubeka buhambela phambili, indima yayo ekulwisaneni nezobuphekula iza kwandisa umlinganiselo kunye nokuntsonkotha. Ukulindele intsingiselo yexesha elizayo kuvumela abenzi benkqubo ukuba balungiselele amathuba kunye nomngcipheko.

Ukufunyaniswa kwexesha lokwenene lesoyikiso

I-AI-Ephe·run imodeli yezixhobo zasekuhlaleni kuneeseva zamafu", izakunceda uqhubekeko olukhawulezileyo lokuzondla kunye nogcino-lwazi loluvo, ngokucotha. Ikhamera kwibala lemidlalo ingasichonga ngokukhawuleza isixhobo kunye nokhuseleko phambi kokuba umhlaseli afike. Uguqulelo lwexesha lokwenene kunye nokukhutshelwa kwengxoxo kungalumkisa amagunya ekusebenziseni ulwimi ngemizuzwana. Noko ke, ukufumanisa ixesha lokwenene kwandisa uxinzelelo locoselelo olugqibeleleyo, njengoko kungekho xesha lokuhlola komntu kwimiba yesibini eyohlukeneyo. Oku kunyusa izikhombisi zokungaphumeleli kwemithetho-algoric.

Ukulwa Nezisongelo Eziqhelekileyo Ze-AI

Abatshabalalisi bakwamkela i-Al. Amaqela amaphekula asenokusebenzisa i-Al ukwenza iividiyo ezinzulu ze-ifake ukwenzela iingcamango zobugqwirha, ukubhaqwa kwe-incokobot, okanye ukubhaqwa ngokuvelisa iipateni zonxibelelwano ezibunyani kodwa ezidityanisiweyo. Ii-bot ezinamandla e-II zingasasaza i-intellign ukukhuthaza ugonyamelo okanye izicwangciso zokusebenza. Ngoko ke i-Al-butherobic i-Al kufuneka ibhace ukuchonga i-AIP ephakathi kokuhlasela kunye nokukhusela i-IA kuza kufuna utyalo oluqhubekayo kuphando oluqhubekayo, kunye nentsebenziswano phakathi kooorhulumente, oomatshini bobugcisa, kunye ne-academia. Iprojectsss se-DAPAitic forces (Somoratic for Sevations) iinjongo yokuzinyo (ukusetyenziswa kolwazi).

Umanyano lwezizwe ngezizwe

Ubugrogrisi busisisongelo samazwe ngamazwe, ukanti iinkqubo ze-Al zisoloko ziphuhliswa kwaye zithunyelwa kwimida yesizwe. Ukusetyenziswa kwezixhobo ze-Al kuwo onke amazwe, zizalanisa izibonisi zesongelo, iziphumo zemodeli, kunye nezenzo ezingcono . Ukuthintela i-Global Counter Counter Cortition Forum (GTF) kunye ne-INTERPOL zisungule iinkqubo zokukhuthaza intsebenziswano. Noko ke, imithetho yolawulo logcino-lwazi, imithetho yobulumko elawula imiqathango, kunye nemilinganiselo ehlukeneyo yemfihlo ivelisa imiqobo. Izivumelwano zezizwe ngemigangatho encinci yemilinganiselo engundoqo ye-Al kukhuseleko, ngokufanayo neeNdibano zezixhobo ezizimeleyo zaseGeneva, zinokuba yimfuneko. Imithetho yeNUNI yeNUNI ecelweyo yeNCOP inika ingooko ye-ARCS, ephakathi kwemibalue-eorververse.

Isiphelo

Ubuchule obusebenzayo bunika izixhobo ezinamandla zokufumana nokuthintela amaqhinga oloyiko, zisenza sikwazi ukuhlalutya ngokukhawuleza, ukuqwalasela okuphangaleleyo, kunye nokuqwalasela okuchanekileyo kwendlela yesithethe kuphela. Ukusuka ekujongweni kwezentlalo-ntle kunye nohlalutyo lwemali ukuya kuqikelelo lwezobupolisa kunye nemaphu yenethwekhi, i-IA sele iphinda iphuhlisa imisebenzi yobuphengululi-mkhosi emhlabeni wonke. Kodwa ezi ingenelo zifumaneka ngemisebenzi enzulu: ukukhusela imfihlolo, ukuphepha ikhethelo, nokuqinisekisa ukuba ukuphendula komntu ngetyala, nokugcina ulawulo. Ikamva liya kubona ukudityaniswa kwe-Al amaziko okhuseleko kwizakhiwo zokhuseleko, kodwa kuphela ukuba kuvezwe kwaye kunyanzelwe. Njengokuba ubugcisa bulawula, kufuneka kanjalo nemigaqo elawulayo, iqinisekisa ukuba ukulwa nabanqolobi bobugrogrisi abayifuni inkululeko.