Iqela eliqhelekileyo le-AppSec lilawula amawaka eziphumo ezivulekileyo nangaliphi na ixesha. Uninzi lwazo alufanelekanga ukulungiswa namhlanje. Ezinye azifanelekanga ukulungiswa nanini na. Ingxaki ayikokuba amaqela okhuseleko awanawo umgudu; kukuba i-triage eyenziwe ngesandla ayikhuli, kwaye ukulungiswa ngaphandle kokubeka phambili kuvelisa umva okhula ngokukhawuleza kunokuba uncipha. I-AI triage kunye ne-AI AutoFix zitshintsha uqoqosho lwe ukulungiswa kobuthathaka. I-AI triage ihluza ingxolo, inciphisa amawaka eziphumo ukuya kwinani elisebenzisekayo ngokwenene, elifikelelekayo, nelibalulekileyo kwishishini. I-AI AutoFix ivala ezo ziphumo ngokuzenzekelayo, inika izilungiso ezikhuselekileyo, eziqonda imeko ngqo kumsebenzi womphuhlisi ngaphandle kokufuna ukulungiswa ngesandla. Zizonke, ziyimpendulo esebenzayo kwingxaki yokhuseleko olusemva oluye lwahlupha amaqela e-AppSec ukusukela oko izixhobo zohlalutyo oluzinzileyo zaqala ukuvelisa iziphumo ezingaphezulu kunokuba nabani na angenza.
Esi sikhokelo sichaza indlela esebenza ngayo i-AI triage, oko i-AI AutoFix ekwenzayo ngokwenene, indlela ukunciphisa ingxolo kunye nokulungiswa kobuthathaka ngokuzenzekelayo okunxibelelana ngayo, kunye nento ekufuneka uyijonge xa uvavanya izixhobo.
Ingxaki Yokungakwazi Ukulungisa Izinto Ngesandla: Kutheni Ukulungiswa Kwezandla Kuqhekeka Kwizinga Eliphezulu
Ukusilela kokhuseleko akuyongxaki yesifundo. Yingxaki yezibalo.
Inkqubo yokhuseleko lwezicelo zanamhlanje esebenzayo SAST, SCA, ukufunyaniswa kweemfihlo, IaC ukuskena, kunye ne-DAST kumbutho wobunjineli ophakathi ivelisa amashumi amawaka eziphumo ngenyanga. Ukufunyanwa ngakunye kufuna umntu ukuba akufunde, ahlole ubukhali bako ngokwemeko, amisele ukuba kuyasetyenziswa na kwisicelo esithile nakwimeko-bume ethile, agqibe ukuba kufanelekile na ukulungiswa ngoku okanye kamva, anike umphuhlisi, alinde ukulungiswa, aze aqinisekise isiphumo. Loo nkqubo ithatha ixesha uninzi lwamaqela okhuseleko angenalo.
Isiphumo sisemva esibangela ukuba kubekho iingxaki ezininzi. Iziphumo ezinzulu kakhulu ezivela kwiinyanga ezintandathu ezidlulileyo zikufuphi neziphumo eziphakathi zeveki ephelileyo. Abaphuhlisi bafumana amatikiti angenaso isikhokelo esicacileyo sokulungisa. Amaqela okhuseleko achitha ixesha lawo ekuhlolweni kweziphumo endaweni yokulungisa. Kwaye iziphumo ezimele umngcipheko onobungozi, ezo zingabalulekanga kuhlaselo lokwenyani- zingcwatywe kuluhlu lwezaziso eziphantsi apho kungekho mntu unexesha lokuzifunda ngononophelo.
Iinguqu ezintathu zenza ukuba ukusilela kube kubi ngakumbi ngokuhamba kwexesha. Okokuqala, ikhowudi eyenziwe yi-AI ikhawulezise umthamo wekhowudi engena kwimveliso, kwaye kunye nayo, umthamo weziphumo. Uhlalutyo lukaVeracode luka-2025 lufumanise ukuba kuphela I-55% yekhowudi eyenziwe yi-AI ikhuselekile kwiimodeli ezingaphezu kwe-100 ezivavanyiweyo. Okwesibini, ukwanda kwezixhobo ze-AppSec kuthetha ukuba iziphumo zivela kwiiskena ezininzi ezingenambono udibeneyo kwaye akukho ngqiqo yokubeka phambili eyabelwanayo. Okwesithathu, uninzi lwezixhobo zohlalutyo oluzinzileyo zilungiselelwe ukugqibelela kunokuba zilungiselelwe kwangaphambili.cisbakhetha ukuphawula into ekhuselekileyo kunokuphosa into eyingozi, nto leyo ivelisa izinto ezilungileyo ezingezizo ezitshabalalisa ukuthembana kwabaphuhlisi kunye nokulungiswa okucothayo ngakumbi.
Ukulungiswa kwe-AI kunye nokulungiswa kobuthathaka okwenziwa ngokuzenzekelayo kujongana ngqo nazo zonke iindlela ezintathu.
Oko Kwenziwa yi-AI Triage Ngokwenene
I-AI triage kukusetyenziswa kokufunda koomatshini kunye nohlalutyo lomxholo kwingxaki yokufumana izinto eziza kuqala. Injongo yayo asikokufumana ezinye iingxaki; kukuchonga ukuba zeziphi iingxaki ezifunyenweyo ekufuneka zithathelwe amanyathelo, ngokulandelelana kwazo, kwaye ngoba.
Uvavanyo lobunzima bendabuko (CVSS, umzekelo) inika amanqaku ngokusekelwe kwiimpawu eziqhelekileyo zobuthathaka: i-attack vector, ubunzima, amalungelo afunekayo, impembelelo. Ayazi ukuba umsebenzi wobuthathaka ubizwa na kwisicelo sakho, nokuba unokufikeleleka kwi-intanethi, nokuba usekwe emva kokuqinisekiswa, okanye nokuba uchaphazela inkqubo ephatha idatha eyimfihlo. I-critical Amanqaku e-CVSS kumsebenzi ongazange usetyenziswe kwimveliso awungomngcipheko omkhulu; yingxolo.
I-AI triage isebenzisa umxholo ongenakukwazi ukwenziwa yi-CVSS. Idibanisa:
- Uhlalutyo lokufikelela: ukumisela ukuba indlela yekhowudi esengozini iyasetyenziswa na kwisicelo esisebenzayo, kungekhona nje kwi-codebase. Ubuthathaka kwikhowudi efileyo abunakusebenziseka. I-AI triage iyayazi umahluko.
- Amanqaku okuxhatshazwa: ukusebenzisa idatha evela kwi-EPSS (Exploit Prediction Scoring System) kunye ne-real-world attack telemetry ukuvavanya amathuba okuba ubuthathaka obuthile buya kusetyenziswa endle. Ayizizo zonke ii-CVE ezine-public exploit ezisetyenziswa ngokukhutheleyo. Ayizizo zonke ubuthathaka ngaphandle kwe-exploit ezikhuselekileyo.
- Impembelelo yoshishino: ukuqonda ukuba zeziphi izicelo, iinkonzo, kunye neeasethi zedatha ezichaphazeleka kukufunyanwa, kunye nokulinganisa ubunzima ngokufanelekileyo. Ukufakwa kwe-SQL kwi-API ejongene noluntu ephatha idatha yentlawulo kwahlukile kakhulu kukufunyanwa okufanayo kwisixhobo sokuxela sangaphakathi esingenalo ukufikelela kwangaphandle.
- Uhluzo olungeyonyani: ukuchonga iziphumo ezihambelana nephethini eyaziwayo ukuba isengozini kodwa ezingasetyenziswa ngokwenene kwimeko, kwaye uzisuse kumgca osebenzayo ngaphambi kokuba umphuhlisi azibone.
Isiphumo se-AI triage asiloluhlu olufutshane lweziphumo ezifanayo. Luluhlu olwahlukileyo ngokwemigangatho, apho yonke into imele umngcipheko wokwenene, obekwe phambili, onokuthathwa endaweni yokuba yinto enokwenzeka. Amaqela asebenzisa i-AI triage ahlala ebona ukuncipha kwengxolo ngama-80-90% ukusuka kwisiphumo se-raw scanner ukuya kwiziphumo ezinokuthathwa.
Oko Kwenziwa yi-AI AutoFix Ngokwenene
I-AI AutoFix licala lokulungisa le equation. Apho i-AI triage ichonga into ekufuneka ilungiswe, i-AI AutoFix ivelisa ukulungiswa kwayo, utshintsho lwekhowudi olukhuselekileyo noluqonda umongo olusombulula ubuthathaka ngaphandle kokungenisa iingxaki ezintsha.
Umahluko kwimveliso yekhowudi ye-AI eqhelekileyo ubalulekile apha. Umncedisi we-AI oqhelekileyo ocelwe ukulungisa ubuthathaka be-SQL injection uya kuvelisa ikhowudi ebonakala ifanelekile. I-AI AutoFix kwiqonga lokhuseleko ivelisa ikhowudi eqinisekisiweyo ngokuchasene nephethini ethile yobuthathaka, ulwimi oluthile kunye nesakhelo esisetyenziswayo, imigaqo ethile yekhowudi yendawo yokugcina, kunye nomxholo othile womngcipheko ochongiweyo ngumaleko we-triage. Ukulungiswa akusiso isiphakamiso, yi- pull request, ilungele uphononongo lomphuhlisi, kunye nobuthathaka obusombululweyo kunye nengcaciso yokulungiswa ifakiwe.
Oko kwenziwa yi-AI AutoFix xa isenziwa:
- Itshintsha iipateni ezinobungozi ngezinye iindlela ezikhuselekileyo. Umbuzo obekwe ngokweeparameter endaweni yokudibanisa imigca. Ithala leencwadi elikhuselekileyo lokususa izinto kwi-serial endaweni yelisengozini. Umsebenzi wokuqinisekisa ukufaka endaweni yokufaka umsebenzisi ngqo kwifowuni yenkqubo. Ukulungiswa kujongana nonobangela wengxaki, kungekuphela nje uphawu.
- Iphatha ukwaphula ulwazi lotshintsho. Ukuhlaziya ukuxhomekeka okusesichengeni kulula xa inguqulelo entsha ingena endaweni yayo. Kuba nzima xa i-API itshintshile, xa ukuxhomekeka okuguquguqukayo kungqubana, okanye xa ukulungiswa kuphula iimvavanyo ezikhoyo. I-AI AutoFix iyaqonda igrafu yokuxhomekeka kwaye inika amaflegi okanye iphatha utshintsho oluqhekekayo ngaphambi kokuba pull request ivuliwe.
- Inika izilungiso apho abaphuhlisi basebenza khona. Eyona ndlela isebenzayo yokulungisa umphezulu we-AutoFix kwi-IDE njengoko ikhowudi ibhaliwe, kwi CI/CD pipeline njengoko ikhowudi injalo committed, kwaye kwi pull requests njengoko ikhowudi ihlaziywa, kungekhona kukhuseleko olwahlukileyo dashboard ukuba abaphuhlisi abaze bavule. Ukungqubana lutshaba lwesantya sokulungisa.
- Izikali ezingenamanani abantu abafunyenweyo. Iqela lezokhuseleko labantu abahlanu alinakukwazi ukuphonononga nokulungisa iziphumo ezingamawaka amahlanu ngesandla. I-AI AutoFix inokuvelisa nokuthumela izilungiso kuzo zonke ezingamawaka amahlanu, ishiya iqela lezokhuseleko ukuba liphonononge kwaye livume endaweni yokubhala lonke utshintsho.
Ukunciphisa ingxolo ngokuSebenzayo: Ukusuka kumawaka ezinto ezifunyenweyo ukuya kwezo zibalulekileyo
Ukunciphisa ingxolo akuyonto nje yokuphucula umgangatho wobomi. Yisiphumo sokhuseleko. Xa abaphuhlisi befumana amawaka ezilumkiso, baphuhlisa ukudinwa kwesilumkiso, into ebhalwe kakuhle apho inani elikhulu lezaziso ezinesignali ephantsi zibangela ukuba abantu bayeke ukuzifunda ngononophelo. Ukudinwa kwesilumkiso akucothisi nje ukulungiswa. Kubangela ukuba ubuthathaka bokwenyani buphoswe.
Ukunciphisa ingxolo pipeline ukuba i-AI triage ivumela ibukeka ngolu hlobo xa kusenziwa:
A SAST Iskena sidlula kwindawo yokugcina izinto size sivelise iziphumo ezingama-2,400. Ngaphandle kovavanyo, zonke ezi-2,400 zihlala emva kwexesha. Nge-AI triage, iziphumo zihluzwa ngokufikeleleka (ukususa iziphumo kwiindlela zekhowudi ezingafikelelekiyo), ngokuxhaphaka (ukususa iziphumo ngaphandle kwevektha yokuhlasela yokwenyani kwimeko yangoku), ngokunokwenzeka okungekho bungqina (ukususa iziphumo ezihambelana nephethini kodwa zikhuselekile ngokubonakalayo kwimeko), kunye nempembelelo yeshishini (ukubeka iziphumo eziseleyo ngokobunzima bedatha kunye neenkqubo ezizichaphazelayo). Isiphumo ziziphumo ezingama-60 ezibekwe phambili, ezo zimele umngcipheko wokwenyani, onokusebenza kwisicelo esithile kunye nendawo esingqongileyo.
Ezo ziphumo ezingama-60 ziya kubaphuhlisi abanesikhokelo sokulungisa. I-AI AutoFix ivelisa pull requests kwabo banezilungiso ezicacileyo nezikhuselekileyo ngokuzenzekelayo. Iqela lezokhuseleko liyayihlola kwaye liyayivuma. Iingozi ezingama-60 zokwenyani ziyasonjululwa. Iingxaki ezingama-2,340 ezingezizo azizange zifikelele kumgca womphuhlisi.
Oko akukokuphucula ukusebenza kakuhle okuncinci. Ngumahluko phakathi kwenkqubo yokhuseleko ekhula ngokukhawuleza nengakhuphiyo.
Ukudityaniswa kwezixhobo: Isiphumo esisecaleni esifanele ukucwangciswa
Enye yeenzuzo ezingathethwa kakhulu ze-AI triage kunye ne-AI AutoFix yinto abayenzayo ekuphuhliseni izixhobo.
Uninzi lwamaqela e-AppSec asebenzisa iiskena ezininzi: enye yeyamaqela SAST, enye ye SCA, enye yeemfihlo, enye ye IaC, enye yeekhonteyina, enye ye-DAST. Iskena ngasinye sivelisa ifomathi yaso yeziphumo, isikali saso sobunzima, izinga laso elingalunganga, kunye nesikhokelo saso sokulungisa, okanye akukho sikhokelo sokulungisa konke konke. Amaqela okhuseleko achitha ixesha elininzi edibanisa iziphumo kuzo zonke izixhobo, ephinda-phinda izilumkiso ezimele ingxaki efanayo, kwaye eguqulela iziphumo zeskena kwiitikiti ezifundeka kumphuhlisi.
Iqonga elidibanisa i-AI triage kuzo zonke iimithombo zokufumana kunye nokuhanjiswa kwe-AutoFix okudibeneyo lisusa uninzi lwaloo nkcitho. SAST, SCA, iimfihlo, kunye IaC ingena kwinjini enye yokubeka phambili izinto. Umaleko we-triage usebenzisa i-logic ehambelanayo yokufumana amanqaku kuzo zonke iimithombo. I-AutoFix ivelisa izilungiso nokuba yeyiphi na iskena esichonge ingxaki. Umphuhlisi ubona umgca omnye, isikali esinye sobunzima, ifomathi enye yokulungisa.
Iqela lezokhuseleko lilawula iqonga elinye endaweni yezihlanu. Iikhontrakthi zabathengisi ziyaqina. Ukugcinwa kokuhlanganiswa kunciphisa. Kwaye imodeli yedatha edibeneyo ithetha ukuba umaleko we-triage unomxholo ongaphezulu, into efunyenweyo kuzo zombini SAST kwaye SCA imveliso, kwaye ikwafumaneka kwisiphelo esivezwe esidlangalaleni, ifumana amanqaku aphezulu kunokuba isikena singafumana amanqaku sodwa.
Ukuhlanganiswa kwezixhobo akuyonjongo iphambili ye-AI triage kunye ne-AutoFix; ukunciphisa umva kwemisebenzi yiyo. Kodwa sisiphumo esikhula ngokuhamba kwexesha, sinciphise iindleko zokusebenza kwaye siphucula umgangatho wesignali yokubeka phambili izinto.
Indlela yokuvavanya i-AI Triage kunye ne-AutoFix Tooling
Ayizizo zonke iindlela zokusebenzisa i-AI triage kunye ne-AutoFix ezizisa iziphumo ezifanayo. Ezi zizakhono ezahlula ukunciphisa ingxolo yokwenyani kunye nokulungiswa kobuthathaka ngokuzenzekelayo kwibango lokuthengisa:
- Ukubeka phambili ngokusekelwe ekufikelelekeni, kungekuphela nje ekufumaneni amanqaku aqatha. Ukuba isixhobo sifumana amanqaku kwi-CVSS kuphela ngaphandle kokuqonda ukuba indlela yekhowudi ebuthathaka yenziwe ngokwenene na, asenzi i-AI triage; siyahlela. Buza abathengisi ngokukodwa ukuba ukufikelela kumiselwa njani kwaye zeziphi imithombo yedatha enika ulwazi malunga nokubekwa kwamanqaku okuxhaphazwa.
- Ulwalamano lwe-cross-scanner. Umaleko we-triage obona kuphela iziphumo ezivela kwiskena esinye unomfanekiso ongaphelelanga. Eyona nto ichanekileyo yokubeka phambili ivela ekudibaniseni iziphumo kuzo zonke SAST, SCA, iimfihlo, IaC, kunye ne-DAST, ukuqonda xa izixhobo ezininzi zibonisa umngcipheko ofanayo osisiseko, kunye nokulinganisa loo mqondiso ngokufanelekileyo.
- Umgangatho kunye nokuqinisekiswa kwe-AutoFix. Ulungiso oluzisa ubuthathaka obutsha okanye oluphula umsebenzi okhoyo lubi kakhulu kunokuba lungalungiswa. Vavanya umgangatho wolungiso ngokubuza ukuba i-AutoFix iqinisekisiwe na ngokweepateni ezikhuselekileyo ezaziwayo, nokuba iphatha utshintsho oluqhekekayo, kwaye ingaba ibandakanya na ukugubungela uvavanyo lwendlela yekhowudi elungisiweyo.
- IDE kunye pipeline ukudityaniswa. I-AutoFix ebonakala kwindawo eyahlukileyo dashboard ifuna abaphuhlisi bashiye umsebenzi wabo ukuze basebenze kuwo. Ukulungiswa kwesantya esiphezulu kwenzeka xa izilungiso zifumaneka kwi-IDE, kwi-PR, nakwi- CI/CD pipeline, naphi na apho umphuhlisi sele esebenza khona.
- Izinga elilungileyo elingelolo, hayi nje izinga elilungileyo elingelolo. Izinga le-positive lokwenyani likuxelela ukuba isixhobo sibamba malini. Izinga le-positive lobuxoki likuxelela ukuba ingakanani ingxolo esiyivelisayo. Zombini zibalulekile, kwaye umlinganiselo phakathi kwazo ngumqondiso wokwenyani. Cela idatha yokulinganisa, kungekuphela nje amabango okuthengisa.
- Ukulandelela umkhondo kunye nokukwazi ukuphinda ubhale. I-AutoFix kwimveliso pipeline ifuna ulawulo. Abaphuhlisi kunye namaqela okhuseleko kufuneka bakwazi ukuphonononga, ukuvuma, ukuguqula, kunye nokwala ukulungiswa okwenziwa ngokuzenzekelayo, kunye nokulandelelana okupheleleyo kotshintsho, isizathu, kunye nobani.
I-AI Triage kunye ne-AutoFix nge-Xygeni
IXygeni's Indlela yokulungisa ubuthathaka ngokuzenzekelayo yakhelwe kumgaqo omnye: ukufunyanwa ngaphandle kokulungiswa yingxaki elinde ukwenzeka.
The I-Funnel yokubeka phambili i-Xygeni isebenzisa i-AI triage kuzo zonke iindawo zokufumana (SAST, SCA, ukufunyaniswa kweemfihlo, IaC, CI/CD ukhuseleko, kunye ne-DAST), ukunciphisa imveliso yeskena eluhlaza ngokusebenzisa iileya ezilandelelanayo zohlalutyo lokufikeleleka, amanqaku okusetyenziswa, kunye nomxholo wempembelelo yeshishini. Imveliso yimigca ephambili yeziphumo ezinokwenzeka ngokwenene, ayilulo uluhlu oluthe tyaba lwazo zonke izinto ezifunyenwe yiskena.
I-AI AutoFix ivelisa izilungiso eziqonda imeko, ezilungiselelwe ulwimi oluthile ezithunyelwa ngqo kwi pull requests, egubungele SAST Iziphumo, ukuxhomekeka okubuthathaka, kunye nokuvezwa kweemfihlo kwikhowudi ebhalwe ngabantu kunye neveliswe yi-AI. Ukwaphulwa kobukrelekrele botshintsho kubonakalisa uhlaziyo lokuxhomekeka oluya kuphula ulwakhiwo ngaphambi kokuba i-PR ivulwe. Iingcaciso zokulungisa zinika abaphuhlisi umxholo wokuphonononga nokuvuma utshintsho ngokuzithemba kunokuba baluthembe ngokungaboniyo.
I-DevAI, umqhubi wokhuseleko lwe-AI olufakwe kwi-IDE ye-Xygeni, iveza iziphumo zovavanyo kunye neengcebiso ze-AutoFix ngqo kwindawo yomphuhlisi, njengoko ikhowudi ibhaliwe, ngaphambi kokuba commit yenziwe. Ukuhlanganiswa kweseva ye-MCP kuthetha ukuba abancedisi beekhowudi ze-AI banokuqalisa ukuskena ukhuseleko, bafumane iziphumo eziphambili, kwaye basebenzise izilungiso ezikhuselekileyo ngaphandle kokushiya i-IDE.
Isiphumo: amaqela asebenzisa iXygeni axela ukusuka kumawaka eziphumo ezivulekileyo ukuya kumgca olawulekayo nophambili, kunye nokusuka ekupeteni ngesandla ukuya ekulungisweni okuzenzakalelayo okulinganisa ngekhowudi kunokuba kube nenani labasebenzi. Ukuba ukhuseleko lwakho lukhula ngokukhawuleza kunokuba iqela lakho linokukulungisa, ingxaki ayikomzamo. Kungenxa yokuba izixhobo ozisebenzisayo azakhelwanga ukuyisombulula.
FAQ
Ingakanani i-AI triage enokunciphisa ingxolo yokhuseleko olusemva?
Amaqela asebenzisa i-AI triage enokubaluleka okusekelwe ekufikelelekeni adla ngokubona ukwehla kwama-80-90% ukusuka kwimveliso ye-raw scanner ukuya kwiziphumo ezinokusebenza. Inani elichanekileyo lixhomekeke kwi-codebase, inani lee-scanners ezisetyenziswayo, kunye nokuchaneka kwemodeli ye-triage, kodwa impembelelo yesikhokelo iyahambelana: uninzi lweziphumo eziveliswa zizixhobo zohlalutyo oluzinzileyo azinakusetyenziselwa imeko, kwaye i-AI triage iyazibona kwaye izisuse ngaphambi kokuba zifike kumgca womphuhlisi.
Ngaba i-AI AutoFix ikhuselekile ukuyisebenzisa kwimveliso? pipelines?
Ewe, xa isetyenziswa ngolawulo olufanelekileyo. I-AI AutoFix kufuneka ihlale ibandakanya uphononongo lwabantu ngaphambi kokuba utshintsho ludityaniswe nemveliso; ixabiso likwimveliso yokulungisa ngokuzenzekelayo, kungekhona ukudlula inkqubo yokuhlaziya. Khangela ukuphunyezwa okuquka iinkcazo zokulungisa, ukubhaqwa kotshintsho oluqhekezayo, kunye nokulandelelana okupheleleyo kokuhlolwa kwezinto ezitshintshiweyo kunye nesizathu.
Ukulungiswa kobuthathaka ngokuzenzekelayo kwahluke njani ekulungisweni ngesandla?
Ukulungisa iipatches ngesandla kufuna injineli yokhuseleko okanye umphuhlisi ukuba afunde okufunyenweyo, aqonde ubuthathaka, aphande ngolungiso olukhuselekileyo, alusebenzise, aluvavanye, aze aluthumele ukuze luhlolwe. Ukulungiswa kobuthathaka ngokuzenzekelayo kuvelisa ukulungiswa ngokuzenzekelayo ngokusekelwe kuhlobo lobuthathaka, ulwimi, isakhelo, kunye nemigaqo yokubhala ikhowudi, kunciphisa ixesha ukusuka ekufumaneni ukuya ekulungiseni ukusuka kwiintsuku okanye iiveki ukuya kwiiyure okanye imizuzu, kwaye kudlulele kumgca wokufumana opheleleyo endaweni yokuba kubekho ingxaki enye ngexesha.
Yintoni enxulumene nokunciphisa ingxolo kunye nokunciphisa ukhuseleko olusemva?
Ziicala ezimbini zengxaki efanayo. Ingxolo (iziphumo eziphantsi, ezingaxhaphakanga, okanye ezingalunganga) zizalisa umva ngezinto ebezingafanele zifikelele kumgca womphuhlisi. Ukunciphisa ingxolo nge-AI triage kususa ezo zinto phezulu, ngoko ke umva unemingcipheko yokwenyani kuphela. I-AutoFix emva koko ivala ezo mingcipheko yokwenyani ngokukhawuleza. Indibaniselwano inciphisa umva kuzo zombini iziphelo ngaxeshanye.
