- I-AI ifunda ukuziphatha okuvamile kumanethiwekhi, abasebenzisi, amafu kanye ne-IoT ukuthola ukungalingani okucashile nokubikezela ubuthakathaka obuyingozi enkulu.
- I-AI ithuthukisa ubuhlakani bezinsongo, yenza ngokuzenzakalelayo ukuhlolwa kwe-triage kanye nokuphendula, futhi inciphisa ukukhathala kokuqwashisa ngenkathi ikhulisa ngamanani amakhulu edatha.
- Ukwamukelwa kudinga ukubusa okuqinile, ikhwalithi yedatha, ukuqina kwemodeli kanye nokuhlanganiswa ngokucophelela nezilawuli zokuphepha ezikhona.
- Ukuvikela imithwalo yemisebenzi ye-AI nokusebenzisa i-AI ekuzivikeleni kumele kuqhubeke ndawonye ukuze kulwiwe nezitha ze-cyber ezisebenzisa i-AI.
Ubuhlakani bokwenziwa bushintsha ngokuphelele indlela izinhlangano ezivikela ngayo amanethiwekhi azo, kusukela endleleni ababona ngayo izinsongo ezithuthukisiwe kuya endleleni ababeka ngayo phambili ubuthakathaka futhi benze ngokuzenzakalelayo impendulo yezehlakalo. Esikhundleni sokuthembela kuphela emithethweni engaguquki namathuluzi asekelwe esiginesha, amaqembu okuphepha manje angancika kumamodeli e-AI afunda ukuthi "okuvamile" kubukeka kanjani ngaphakathi kwezimo zawo futhi aveze noma yini ephambuka kuleyo sisekelo ngesivinini esikhulu nokunemba.
Lolu shintsho lwenzeka ngesikhathi esifanayo lapho indawo yokuhlasela iqhuma, ngemithwalo yemisebenzi yamafu, amadivayisi e-IoT, umsebenzi okude kanye nemithwalo yemisebenzi ye-AI ngokwawo iphindaphinda inani lamaphuzu okungena angaba khona. Abahlaziyi babantu bodwa abakwazi ukuhambisana nenani ledatha, izexwayiso kanye namasu okuhlasela aguqukayo. Ukuphepha kwenethiwekhi okusebenza nge-AI kugcwalisa leso sikhala ngo ukucubungula i-telemetry enkulu ngesikhathi sangempela, iveza izimpawu ezibalulekile futhi ithathe isinyathelo ngokuzenzakalelayo uma umzuzwana ngamunye ubalulekile.
Kusukela ekuvikelekeni kwenethiwekhi yendabuko kuya ekuvikeleni okuqhutshwa yi-AI
Ukuphepha kwenethiwekhi yakudala kwakhiwe ngokuzungeza imiphetho eqondile, izizindalwazi zesiginesha kanye nokulungiswa kwemithetho ngesandla, okwasebenza kahle lapho amaphethini omgwaqo ayebikezelwa futhi izinsongo zashintsha kancane. Nokho, namuhla, abahlaseli bahlala beshintsha ingqalasizinda, basebenzisa i-malware ehlukahlukene futhi basebenzisa kabi amathuluzi asemthethweni, okwenza ukuzivikela okungaguquki kungasebenzi kahle kakhulu.
I-AI ishintsha umdlalo ngokufunda i-DNA eyingqayizivele yendawo ngayinye, kufaka phakathi ukugeleza kwenethiwekhi okuvamile, ukuziphatha kwe-endpoint, amaphethini omsebenzi womsebenzisi ngisho nendlela abasebenzi abasebenzisana ngayo nezinhlelo ze-AI. Esikhundleni sokutshela uhlelo ukuthi yini okufanele ivinjwe, amaqembu okuphepha avumela amamodeli ukuthi akhe isisekelo sokuziphatha bese eqokomisa ukuphambuka okungase kubonise ithrafikhi yokulawula nokulawula, ukunyakaza kwe-lateral noma ukukhishwa kwedatha.
Le ndlela egxile ekuziphatheni ivumela ukutholakala kwezinsongo ezintsha nezingakaze zibonwe ngaphambili, njengokuxhashazwa kwezinsuku ezingenalutho, ukuhlaselwa okusheshayo kwe-LLM, kanye nemizamo yobugebengu bokweba imininingwane ebucayi engahambisani neziginesha ezaziwayo. Ngenxa yokuthi amamodeli afunda njalo ku-telemetry entsha kanye nempendulo yabahlaziyi, ukunemba kwawo kuyathuthuka ngokuhamba kwesikhathi, kunciphisa kokubili ukuhlaselwa okungabanjwanga kanye nezexwayiso ezinomsindo.
Enye inzuzo ebalulekile yokuphepha kwenethiwekhi okuqhutshwa yi-AI ukukwazi ukukhulisa, njengoba lezi zinhlelo zingacubungula ukugeleza kwamalogi, ukugeleza kanye nemicimbi evela kuzo zonke izingqalasizinda ezihlanganisiwe ngesikhathi sangempela. Ngenkathi kungezwa izinhlelo zokusebenza ezengeziwe, abasebenzisi namadivayisi ngokuvamile bazogcwalisa amaqembu abantu ngokweqile, Ukuhlaziywa okusekelwe ku-AI kukalwa ngokuvundlile, ukuqinisekisa ukuthi ukuvikelwa kuhambisana nokukhula.
Umphumela wokugcina uwukusuka ekusingatheni izehlakalo ezisabelayo, ngemva kweqiniso ekuvikeleni okusebenzayo, okubikezelayo ngisho nokuzimela, lapho amanethiwekhi angaqashwa, avikelwe futhi alungiswe ngokuguquguqukayo ngokusekelwe ezimpawini zengozi ezibukhoma kunokuba kube semithethweni ebuyekezwa njalo.
Amasu e-Core AI kunethiwekhi kanye nokuphepha kwe-cyber
Izinqwaba zokuphepha zesimanje ezisekelwe ku-AI zithembele kumasu amaningana ahambisanayo ukusebenza ndawonye kuzo zonke izindawo zokugcina, amanethiwekhi, amapulatifomu amafu kanye nezinhlelo zobunikazi. Ukuqonda lezi zici zokwakha kwenza kube lula ukuhlola amathuluzi nokuklama isakhiwo esisebenzayo.
Ukubeka isisekelo sokuziphatha ngokuvamile kuyisinyathelo sokuqala, lapho amamodeli okufunda komshini edla khona idatha yomlando mayelana nokungena kwabasebenzisi, amavolumu okudlulisa idatha, izingcingo ze-API, imibuzo ye-DNS kanye nezinye izimpawu ukuze kuqondwe ukuthi yini ejwayelekile enhlanganweni ethile, iyunithi yebhizinisi noma iqembu labasebenzisi. Lesi sisekelo sibuyekezwa njalo njengoba izimo zishintsha.
Ukutholwa kwe-Anomaly bese kuthola ukuphambuka kulokho okuyisisekelo lokho kungase kubonise ukuhlaselwa, njengezikhathi zokungena ezingavamile, ukudluliselwa kwedatha enkulu ezindaweni ezingajwayelekile, ukwanda okungazelelwe kokuxhumeka okuphumayo noma izingcingo ezingavamile kumamodeli e-AI angaphandle. Okubaluleke kakhulu, lokhu kutholwa akukhawulelwe kumasignesha e-malware aziwayo, ngakho-ke izinsongo ezivelayo ezingakaze zibonwe ngaphambili zisengaphawulwa.
Ukufunda okujulile kanye nokuqashelwa kwephethini okuthuthukisiwe kuvumela uhlelo ukuthi luxhumanise izehlakalo ezibonakala zingahlobene, njengesexwayiso esibucayi endaweni eyodwa yokugcina kuhlanganiswe nokubheka okungajwayelekile kwe-DNS kanye nekholi ye-API yamafu esolisayo. Uma zihlanganiswa, lezi zimpawu zingase zembule indlela yokuhlasela eyinkimbinkimbi ebingabonakala ingenangozi uma umcimbi ngamunye uhlolwa wodwa.
Ukubeka izinto eziza kuqala kusengaphambili kubaluleke kakhulu ekuphathweni kobuthakathaka, ngoba izinhlangano zibhekene nobuthakathaka obukhulu kakhulu kunalokho ezingake zikwazi ukukulungisa ngesikhathi esisodwa. Esikhundleni sokuthembela kuphela kumaphuzu obunzima obungaguquki, i-AI ihlola amathuba okusebenzisa umhlaba wangempela, ukubaluleka kwempahla kanye nobuhlakani bezinsongo zamanje ukuze kubekwe amazinga okuvezwa okungenzeka kakhulu kubahlaseli, okuholela ekulungisweni lapho kunciphisa khona ingozi enkulu.
Ukucubungula ulimi lwemvelo (i-NLP) kanye ne-AI yokukhiqiza kuguqula ukuhamba komsebenzi kwabahlaziyi, okuvumela amaqembu ukuthi abuze idatha yokuphepha eyinkimbinkimbi ngesiNgisi esilula, afingqe ngokuzenzakalelayo okutholakele ocwaningweni, achaze izexwayiso kubabambiqhaza abangebona ochwepheshe futhi akhiqize ngisho nezincwadi zokudlala zokulungisa. Lokhu kunciphisa isithiyo sokungena kwabahlaziyi abancane futhi kusheshisa kakhulu uphenyo nokubika.
Ukufunda okuqhubekayo kuvala i-loop, njengoba amamodeli e-AI eshintshashintsha ngokusekelwe ku-telemetry entsha, izehlakalo ezibhalwe ngamagama, ama-positive angamanga kanye namaqhinga aguqukayo, amasu nezinqubo (ama-TTP). Esikhundleni sokuhlala singaguquki, uhlelo luthuthukisa ukutholwa kwalo kanye nokucebisa ukuze luhlale luhambisana nendawo ezungezile kanye nendawo esongelayo.
Izinzuzo ezibalulekile zenethiwekhi enamandla e-AI kanye nokuphepha kwe-cyber
Enye yezinzuzo ezibonakala kakhulu ezivela ku-AI ekuphepheni ukutholakala kwezinsongo okusheshayo nokunembile, ikakhulukazi uma ihlanganiswe kumapulatifomu e-SIEM, XDR kanye ne-NDR adla izigidi zemicimbi ngosuku. I-AI ingahlola ngokushesha lolu chungechunge lwedatha, imaka kuphela izexwayiso ezibukeka zisolisa ngempela futhi izihlobanise emithonjeni ukuze abahlaziyi babone izehlakalo kunezehlakalo ezihlukile.
Izinto ezinhle ezingamanga kanye nezinto ezimbi ezingamanga zincishiswa kakhulu ngokuhlaziya okuthuthukisiwe, njengokutholakala kokuphazamiseka komongo kanye nokufunda okuqhubekayo okuvela kumpendulo yabahlaziyi. Lokhu akugcini nje ngokusindisa isikhathi kodwa futhi kulwa nokukhathala okuqaphile, lapho amaqembu eqala khona ukulungisa ama-alamu ngenxa yomsindo oqhubekayo, okufaka engcupheni yokubhekwa kokungena kwangempela.
Ukubonakala okusebenzayo kungenye inzuzo enkulu, njengoba i-AI ihlanganisa i-telemetry kusukela kuma-endpoints, ithrafikhi yenethiwekhi, izindawo zamafu kanye nokuphakelwa kwangaphandle kwezinsongo ukuze kudalwe umbono ohlangene, ocebile ngomongo wesimo sokuphepha. Amaphethini okuhlasela afihliwe, ukunyakaza okucashile okuseceleni kanye nezindawo ezibuthakathaka ezingabonwanga ngaphambili zibonakala kumadeshibhodi kanye nemibiko abantu abangebona ochwepheshe abangayiqonda.
Ukuzenzakalela kwemisebenzi ejwayelekile kusiza izinhlangano ukwandisa amakhono okuphepha alinganiselwe, ngokuphatha imisebenzi ye-AI efana nokulungisa amalogi, ukucebisa, ukuhlunga okuyisisekelo, ukuvimbela okuzenzakalelayo, ukubekwa phambili kwama-patch kanye nokukhiqizwa kwemibiko. Ochwepheshe babantu bakhululiwe ukugxila ekuzingeleni inani eliphakeme, ukuphendula ezigamekweni kanye nokuthuthukiswa kwamasu.
I-AI iphinde ithuthukise ukuphepha kwabantu ngqo ngokuskena izixhumanisi, izinamathiselo kanye nokuqukethwe kwemiyalezo ngezinkomba zobugebengu bokweba imininingwane ebucayi, ubunjiniyela bezenhlalo kanye nezinkomba ze-deepfake ezingase zibe yimfihlo kakhulu ukuthi abasebenzi abamatasa bazibone. Lokhu kusekela ukuzivikela okunezigaba lapho abantu nemishini besekelana khona ngokumelene nokukhwabanisa okuyinkimbinkimbi.
Indima ye-AI enezinhlangothi ezimbili: umvikeli nomhlaseli
I-AI ayilona nje ithuluzi lokuzivikela; abahlaseli bayalisebenzisa ngobudlova, besebenzisa amamodeli akhiqizayo, izinhlaka zokwenza izinto ngokuzenzakalela kanye nokufunda komshini ukuze kwandiswe ukusebenza kwabo futhi kudlule izilawuli ezindala. Lokhu kusetshenziswa okubili kusho ukuthi abavikeli kumele baqonde ukuthi bangayisebenzisa kanjani i-AI nokuthi ingahlonyiswa kanjani kubo.
Ngasohlangothini lokuzivikela, i-AI iqapha njalo ukuziphatha komsebenzisi kanye nedatha yeseshini, ukumaka imizamo yokungena engavamile evela ezindaweni ezingavamile, amadivayisi noma izindawo zesikhathi kanye nokubangela ukuqinisekiswa kwesinyathelo noma ukwenqatshwa kokufinyelela okuzenzakalelayo lapho ingozi iphezulu. Lezi zilawuli eziguquguqukayo zidlula kakhulu imithetho ye-MFA engaguquki ngokulungisa ngesikhathi sangempela ngokusekelwe kumongo.
Ukuphepha kobunikazi okuqhutshwa yi-AI kunganquma ngokuguquguqukayo ukuthi yiziphi izinyathelo zokuqinisekisa okufanele zisetshenziswe, njengokudinga ukuhlolwa kwe-biometric, amathokheni ehadiwe noma ukuvunyelwa okwengeziwe kuye ngokuziphatha komsebenzisi, ukuma kwedivayisi kanye nokuzwela kwezinsiza. Lokhu kulinganisela ulwazi lomsebenzisi nokuvikelwa okuqinile, okwenza kube nzima kakhulu ukusebenzisa izindlela zokufinyelela eziyingozi.
Ngesikhathi esifanayo, izitha zisebenzisa i-AI ukwakha imikhankaso yobugebengu bokweba imininingwane ebucayi kanye nama-deepfakes akholisayo, ukukhiqiza ama-imeyili enziwe ngokwezifiso kakhulu, amazwi okwenziwa kanye namavidiyo aguquliwe adlula izihlungi zekhwalithi yolimi futhi akhohlise ngisho nabasebenzisi abaqeqeshwe kahle. Amathuluzi afana ne-DeepPhish abonise ukuthi ubugebengu bokweba imininingwane eyimfihlo obuzenzakalelayo obusekelwe kumaphrofayili ezinkundla zokuxhumana bungakhuphula kakhulu amazinga empumelelo.
Ababhali be-Malware basebenzisa futhi ukufunda komshini ukuklama i-malware egwemayo evumelanisa ukuziphatha kwayo nendawo ngayinye, njengoba kubonakala ngemindeni efana ne-TrickBot eshintshashintshayo ukuze igweme ukutholakala, inyakaze eceleni futhi ikhethe izindlela zokuhlasela ezifanele ngokusekelwe ku-telemetry evela kubabungazi abathelelekile. Lokhu kuguquguquka kwekati negundane kwenza ukuzivikela okunikwe amandla yi-AI kungabi usizo nje kuphela kodwa kubalulekile.
I-AI efwini, i-IoT kanye nokuphepha okugxile kubunikazi
Izindawo zamafu zilungele ngokwemvelo ukuhlaziywa kokuphepha okunikwe amandla yi-AI, uma kubhekwa inani lamalogi, idatha yokucushwa kanye nokugeleza kwenethiwekhi okuhilelekile. I-AI ingaqapha ukuthunyelwa kwamafu amaningi kanye nokungalungiselelwa kahle kwezindawo, amaphethini okufinyelela ayingozi, ithrafikhi engavamile phakathi kwezinsizakalo kanye nezimpawu zeziqinisekiso ezisengozini cishe ngesikhathi sangempela.
Amathuluzi efu aqhutshwa yi-AI angenza kube yinto ebaluleke kakhulu ngokuzenzakalelayo futhi ngezinye izikhathi alungise ukungalungiseki kahle, njengezindawo zokugcina izinto ezivumela kakhulu, izindawo zokuphatha eziveziwe noma imithetho yeqembu lokuphepha engasetshenziswanga kodwa evulekile. Izixazululo eziningi zivumelanisa lokhu kuhlola nezinhlaka zomthetho kanye nezinqubomgomo zangaphakathi, zihlola njalo ukuhambisana nomthetho futhi zikhiqize ubufakazi obulungele ukuhlolwa.
Izindawo ze-IoT ne-OT ziyazuza ku-AI ngokuhlaziya ukusakazwa kwedatha yamadivayisi ahlukahlukene, ukusungula izisekelo zokusebenza okuvamile nokuthola ithrafikhi engavamile, ama-node angasebenzi kahle noma amadivayisi angaziwa ngaphambilini ajoyina inethiwekhi. Njengoba ama-endpoint amaningi e-IoT engakwazi ukusebenzisa ama-ejenti avamile noma ukuchitshiyelwa kalula, ukuqapha i-AI egxile kunethiwekhi kubalulekile.
Ukuhlaziywa kokuziphatha kwe-IoT kungaveza ukutheleleka kwe-malware, ukuxhashazwa kwezinsuku ezingenalutho kanye nokunyakaza okuseceleni ngaphandle kokuthembela kumasignesha akudala, futhi izilawuli eziqhutshwa yi-AI zingahlukanisa ngokuzenzakalelayo amadivayisi asengozini noma zilungiselele kabusha izingxenye zenethiwekhi ukuze ziqukethe izinsongo ngaphambi kokuba zithinte izinhlelo eziyinhloko.
Ukuphathwa kobunikazi nokufinyelela (i-IAM) kungenye isizinda esiguqulwe yi-AI, ngokuhlaziywa kwe-biometric, ukuqinisekiswa okuguquguqukayo kanye ne-User and Entity Behavior Analytics (UEBA) konke kusebenzisa ukufunda komshini ukuthola ukusetshenziswa okungajwayelekile, ukusetshenziswa kabi kweziqinisekiso kanye nemizamo yokuthathwa kwe-akhawunti. Ukuphathwa komjikelezo wokuphila okusekelwe ku-AI ngokuzenzakalela ukuhlinzekwa, ukususwa kokunikezwa kanye nokubuyekezwa kwamalungelo ukuze kuncishiswe amaphutha abantu kanye nokuhlanganiswa okunobuthi kwamalungelo.
I-AI yobuhlakani obusongelayo kanye nokuvikelwa kwezinga lenethiwekhi
Ubuhlakani bezingozi bubhekene noshintsho olukhulu ngenxa ye-AI namamodeli okukhiqiza, manje engakwazi ukungenisa i-telemetry yomhlaba wonke, ingxoxo yewebhu emnyama, amasampula e-malware kanye nedatha yomthombo ovulekile ukuze kukhiqizwe ukuqonda okunesimo esinembile kakhulu futhi okufika ngesikhathi. Abahlaziyi abasadingi ukuhlunga ngesandla imibiko engapheli kanye nokuphakelwa ukuze baqonde ukuthi yini efanelekile enhlanganweni yabo.
Kuwo wonke umjikelezo wokuphila kobunhloli obusongelayo, i-AI idlala indima kuzo zonke izigaba, kusukela ekuqoqweni kwedatha enkulu kanye nokulungiswa kuya ekuthuthukisweni, ekuhlaziyweni, ekusakazweni kanye nasempendulweni. Amamodeli ahlukanisa i-malware ngezigaba, akhiphe izinto embhalweni ongahlelekile, ahumushe okuthunyelwe kwezilimi zakwamanye amazwe futhi anikeze amaphuzu abalulekile ezinkomba zokuyekethisa (ama-IoC) ngokusekelwe kumongo kanye nokuziphatha.
Esigabeni sokuhlaziya, i-AI isiza ukuhlanganisa ama-TTP ahlobene, imikhankaso yeqembu, ihlanganisa umsebenzi nabenzi bezinsongo abaziwayo noma abasafufusa futhi inciphise imiphumela engamanga ngokuqonda ukuthi yiziphi izimpawu ezibaluleke ngempela ndawonye. Lokhu kwenza abavikeli bakwazi ukugxila ezindleleni ezinomthelela omkhulu kanye nemikhankaso esebenzayo kunokuba kube nomsindo.
Ubuhlakani bezinsongo obukhiqizwe yi-AI buthunyelwa ngqo kumapulatifomu e-SIEM, SOAR, XDR kanye ne-NDR, lapho ingabuyekeza khona imithetho yokuthola, yazise izincwadi zokudlala futhi ishayele izimpendulo ezizenzakalelayo ngesikhathi sangempela. Okuphakelayo okufundeka ngomshini kuhlanganiswe nemibiko yolimi lwemvelo kunikeza imishini nabantu lokho abakudingayo ukuze bakwenze.
Umqondo wobuhlakani be-AI bokusongela abantu bendawo uqhubekisela phambili lokhu, echaza izinhlelo lapho lonke ipayipi - kusukela ekuqoqweni kuya ekuhlaziyweni kuya ekusetshenzisweni - lihlelwa yi-AI ngokungenelela okuncane kwabantu. Lezi zinhlelo zemvelo ziyaqhubeka nokuzilungisa, zithola amaphethini amasha, zibikezela izindlela zokuhlasela futhi zibuyekeza ukuzivikela ngesivinini somshini.
Ukuphepha kwemithwalo yemisebenzi ye-AI uma kuqhathaniswa nokusebenzisa i-AI ukuze kuvikelwe
Kubalulekile ukuhlukanisa phakathi kokuvikela imithwalo yemisebenzi ye-AI ngokwako kanye nokusebenzisa i-AI njengekhono lokuzivikela ezinhlelweni ze-IT zendabuko. Imithwalo yemisebenzi ye-AI kanye ne-ML yethula izindawo ezintsha zokuhlasela ezingaklanyelwanga ukumboza amathuluzi okuphepha kwenethiwekhi yakudala.
Ukuphepha kwe-AI kwamamodeli namapayipi kugxile ekulondolozeni ubuqotho bedatha, ukuvela kwemodeli kanye nokuhlukaniswa kwesikhathi sokusebenza, ukuqinisekisa ukuthi idatha yokuqeqesha ayinabo ubuthi, amamodeli awaphazanyiswa futhi Ama-GPU noma ama-accelerator zihlukaniswe kahle nabanye abaqashi. Ngenxa yokuthi ama-GPU amaningi awakhiwanga ekuqaleni ngokuhlukaniswa okuqinile engqondweni, angaba yizinhloso ezikhangayo zabahlaseli abafuna ukukhipha isisindo semodeli noma idatha ebucayi.
Izinhlangano kumele zandise amasu azo okuphepha ukuze zimboze zonke izigaba zomjikelezo wokuphila we-AI, kusukela ekuqoqweni kwedatha kanye nokulebula kuya ekuqeqeshweni, ekusetshenzisweni nasekuqapheni. Amasu afana nobumfihlo obuhlukile, ukubethela idatha yokuqeqesha, izilawuli zokufinyelela ezisekelwe ezindimeni eziqinile, ukuloba okuqinile kanye nokuhlolwa kobuqotho okuqhubekayo konke kudlala indima.
Ngesikhathi esifanayo, i-AI ifakwa ngokujulile emisebenzini ye-SOC ekhona – hhayi njengebhokisi elimnyama elingalawuleki, kodwa njengomshayeli wendiza osiza ekwenzeni izinqumo zabantu. Izinhlelo ezisebenzayo ziyaqaphela ukuthi ochwepheshe basadinga ukuqondisa izinqumo ze-AI, baqinisekise imiphumela futhi babhekane nezimo ezingacacile noma ezinomthelela omkhulu lapho ukwahlulela kwabantu kubalulekile khona.
Empeleni, izinhlangano eziqine kakhulu zihlanganisa ukuphepha kwe-AI kanye namasu okuphepha e-AI, ukuvikela izimpahla zabo ze-AI njengemithwalo yemisebenzi yekilasi lokuqala ngenkathi besebenzisa i-AI ukuvikela inethiwekhi ebanzi, ifu kanye nomngcele wobunikazi ezitheni eziqhutshwa yi-AI eyandayo.
Izinselele kanye nezingozi zokuphepha kwenethiwekhi okuqhutshwa yi-AI
Naphezu kwezinzuzo zayo, i-AI kwezokuphepha yethula izinselelo zayo, kusukela ekuncishisweni kobuchwepheshe kanye nezithiyo zokuhlanganisa kuya ekuphatheni, ekuziphatheni okuhle kanye nasekulandeleni imithetho. Ukungazinaki lezi zinkinga kungalimaza izinzuzo futhi kudale ngisho nobuthakathaka obusha.
Ukuhlaselwa kwezitha kanye nokugwema imodeli kuyizinto ezikhathazayo kakhulu, njengoba abenzi bezinsongo abanolwazi beqamba ngamabomu okokufaka ukuze badide amamodeli noma badlule ekutholakaleni. Isibonelo, bangase bashintshe amaphethini omgwaqo noma imithwalo ukuze i-anomaly detector ifunde ukuphatha ukuziphatha okunonya njengokujwayelekile, noma basebenzise izindawo ezingabonakali ukuze bagweme ukuhlatshwa amabala.
Ukufakwa kobuthi kwedatha ngesikhathi sokuqeqeshwa noma ukuqeqeshwa kabusha kungenye ingozi enkulu, lapho abahlaseli befaka amasampula anonya emgudwini wedatha ukuze imodeli ifunde ukunganaki izinsongo zangempela noma ihlukanise ukuziphatha okungekuhle njengokusolisayo. Ngoba izinhlelo ze-AI zincike kumasethi edatha amakhulu, asezingeni eliphezulu, okokufaka okuthintekile noma okuchemile kungalimaza ukuthunyelwa konke.
Izinto ezinhle kakhulu noma ezimbi ezingamanga ziyaqhubeka nokuba yizinselele zokusebenza, ikakhulukazi ekusetshenzisweni kwasekuqaleni noma kumamodeli angalungiswanga kahle. Izexwayiso eziningi kakhulu ziqeda amandla amaqembu futhi ziqeda ukwethembana, kuyilapho ukuhlaselwa okungafanele kungaholela ekuphulweni kwemithetho okungabonakali isikhathi eside.
Uhlobo "lwebhokisi elimnyama" lwamamodeli amaningi e-AI lwenza kube nzima ukucaca nokuchazeka, okwenza kube nzima ngabahlaziyi kanye nabahloli bamabhuku ukuqonda ukuthi kungani uxhumano oluthile, umsebenzisi noma idivayisi kwaphawulwa njengokuyingozi. Lokhu kunganciphisa impendulo yezehlakalo, kuvimbele imizamo yokulungisa futhi kudale ukungezwani nokuhambisana nezidingo zomthetho.
Ukuhlanganiswa kwefa elidala ngokuvamile akuvamile ukuba yinto encane, njengoba izinhlangano zizama ukubopha amathuluzi aqhutshwa yi-AI kuma-firewall akhona, ama-VPN, ama-SIEM akwi-prem kanye namafomethi edatha enziwe ngokwezifiso. Izinkinga zokuhambisana, izinselele zokubhala imephu yedatha kanye nesidingo samakhono akhethekile kungabambezela amaphrojekthi futhi kwandise izindleko uma kungahlelwanga ngokucophelela.
Izindlela ezinhle kakhulu zokusebenzisa i-AI ekuphepheni kwenethiwekhi kanye ne-cyber
Ukwamukelwa ngempumelelo kokuphepha okunikwe amandla yi-AI kudinga isu elinezici eziningi, ukulinganisela ukusungula izinto ezintsha nokuphathwa kwezingozi kanye nokuvumelanisa ukuthunyelwa kwemisebenzi nezinhloso ezithile zebhizinisi kanye nezokuphepha kunokulandela idumela.
Qala ngokuhlonza izimo zokusetshenziswa ezinenani eliphezulu njengokutholakala kwezinsongo, ukubeka phambili ubuthakathaka, ukuhlaziya ukuziphatha kanye nokwenza ngokuzenzakalela impendulo yezehlakalo. Ukugxila ezindaweni ezibuhlungu eziqondile - ukulayisha ngokweqile kwezexwayiso, uphenyo oluhamba kancane, izimpahla ezingalawulwa - kwenza kube lula ukukala umthelela kanye nokuqinisekisa ukusekelwa kwabathintekayo.
Misa ukubusa okuqinile okuphathelene namathuluzi nedatha ye-AI, ukuchaza izinqubomgomo ezicacile zokuphathwa kwedatha, ukuvikelwa kwemodeli, ukuthobela ubumfihlo kanye nokusetshenziswa okwamukelekayo. Izinhlangano kufanele ziqaphele amathuluzi "esithunzi se-AI" angavunyelwe, ziqinisekise izixazululo ezintsha ngaphambi kokuba zifinyelele idatha ebucayi futhi ziqinisekise ukunamathela emithethweni efana ne-GDPR noma imithetho emisha ethize ye-AI.
Tshala imali kwikhwalithi yedatha kanye nokubonakala kwayo ukuze uthole ukuphepha kwe-telemetry, njengoba amamodeli e-AI angaba ngcono kuphela uma ethola ulwazi. Ukuhlanganiswa kwesitoreji sedatha kanye nechibi ledatha imikhuba, ama-schema ajwayelekile, amapayipi aqinile, ukuhlolwa kokuqinisekisa, ukubethela kanye nokulawula ukufinyelela konke kusiza ekugcineni amasethi edatha ahlanzekile futhi amele futhi awavikele ekuphazamisekeni.
Amamodeli e-Harden AI asebenzisa ukuqeqeshwa okuphikisayo kanye nokuzivikela okunezingqimba, ukuzibeka ekuhlaselweni okulingisiwe, ukwengeza izihlungi zokufaka kanye nokuqapha ukufinyelela okungajwayelekile noma amaphethini okusebenzisa aqondisa amamodeli ngokwawo. Ukugcina ama-backup kanye nezinhlelo zokubuyisela emuva ezibhalwe kahle kuqinisekisa ukuthi ungabuyela ezinguqulweni ezaziwayo ezinhle uma kukhona okungahambi kahle.
Okokugcina, hlanganisa i-AI nesu elibanzi lokuzivikela elijulile kunokuliphatha njengembumbulu yesiliva, ukuyihlanganisa nezilawuli ezihlukaniswe ngezigaba ezifana ne-MFA, ukuhlukaniswa kwenethiwekhi, ukuphathwa kwe-patch okuqinile, ukuqeqeshwa kokuqwashisa abasebenzisi kanye namasu okusekelayo aqinile. Ukuma okuqinile kakhulu kuhambisana nokuqapha i-AI njalo nabantu abaqeqeshwe kahle abakulungele ukungenelela lapho kuvela izehlakalo eziyingozi kakhulu.
Njengoba abahlaseli, ingqalasizinda kanye nobuchwepheshe be-AI kuqhubeka nokukhula, Izinhlangano ezihlanganisa ukuzenzekela okuhlakaniphile nokwengamela kwabantu abanekhono, ukubusa okuqinile kanye nokuthuthukiswa okuqhubekayo zizoba sesimweni esihle sokugcina amanethiwekhi azo ephephile, ziguqule imifudlana eminingi yedatha ibe ukuqonda okunenjongo futhi zihlale isinyathelo esisodwa esibalulekile ngaphambi kwezinsongo eziqhutshwa yi-AI.
