I-Anthropic imemezele amandla okuthola ubuthakathaka anwetshiwe kumodeli yayo ye-Claude Opus 4.6 AI futhi yabelana ngemiphumela yokuhlolwa okuthole ubuthakathaka obungaphezu kuka-500 obungaziwa ngaphambili (bosuku olu-0) ezinguqulweni zakamuva zamaphrojekthi ahlukahlukene omthombo ovulekile. Ucwaningo lugxile ekuboneni ubuthakathaka obubangelwa izinkinga zenkumbulo, njengoba ukuba khona kwabo kulula ukuqinisekiswa. Zonke ubuthakathaka obutholiwe zanikezwa izinga eliphezulu lobucayi. Ubuthakathaka ngabunye babuyekezwa ngesandla futhi baqinisekiswa ngabasebenzi be-Anthropic noma abacwaningi bezokuphepha bangaphandle.
Ukuze kuhlaziywe ubuthakathaka, kusetshenziswe ama-codebase amaphrojekthi avulekile athandwayo, abelokhu ehlolwa njalo isikhathi eside kusetshenziswa isevisi ye-OSS-Fuzz. Ngokungafani nokuhlolwa kwe-fuzzing, okudala umfudlana wazo zonke izinhlanganisela ezingahleliwe zedatha yokufaka, imodeli ye-AI yazama ukuhlaziya ikhodi, icabangela ukulungiswa kwesikhathi esidlule ukuze ithole amaphutha afanayo angaxazululwanga, iqokomisa amaphethini ayinkinga, futhi inqume ngokunengqondo ukuthi iyiphi idatha yokufaka engaphazamisa ukusebenza.
Ulwazi mayelana nobuthakathaka obutholakale ngesikhathi sokuhlola seluqalile ukwabelwana ngabanakekeli, esibambisana nabo ukuze sivume ama-patches. Ukuze kusizwe abanakekeli ngesikhathi sokubuyekezwa ngesandla, ama-patches athuthukiswe ukuze kuxazululwe izinkinga ezitholiwe. Isibonelo, ubuthakathaka obuthathu ku-GhostScript, i-OpenSC, kanye ne-CGIF bubhalwe ohlwini, obulungiswe ngabanakekeli ngesikhathi sokushicilelwa.
Ukucushwa okusetshenziswe ukuhlonza izinkinga kwakungafani nezinhlelo zokuskena ubungozi ezizenzakalelayo - imodeli yeClaude Opus 4.6 yanikezwa ukufinyelela ku- umshini obonakalayo, okuthi, ngaphezu kwekhodi ehlaziyiwe, kwakuhlanganisa amathuluzi onjiniyela ajwayelekile (ama-coreutils, i-Python, njll.) kanye nezinsiza zokulungisa amaphutha kanye nokuhlaziywa kobungozi (kufaka phakathi izinsiza zokusebenzisa i-fuzzing). Imodeli ayizange inikezwe imiyalelo ecacile yokuthi isetshenziswa kanjani la mathuluzi noma yiluphi ulwazi oluthile mayelana nezindlela zokuthola ubungozi. Imodeli yamane yanikwa umsebenzi futhi yavunyelwa ukucabanga ngokuzimela mayelana nokusetshenziswa okuhle kwamathuluzi atholakalayo.
Lapho ifuna ubuthakathaka ku-GhostScript, imodeli ye-AI yaqala yazama ukuhlola i-fuzzing, kodwa lapho lokho kwehluleka, yashintshela ekuhlaziyweni kwekhodi. Ukuhlaziywa kwekhodi nakho kwehlulekile, ngakho imodeli yabe isiqala ukuhlola umlando we-Git commit futhi yaphawula ukukhulunywa kokuhlolwa kwemingcele ye-buffer kwenye yemigomo. Ngemva kokuhlaziya isivumelwano, imodeli yanquma ukuthi ukulungiswa kwengeze isheke lemingcele ye-buffer elingekho lapho kucutshungulwa amafonti.
Imodeli yabe isithola ikhodi eyayikhona ngaphambi kokulungiswa futhi yazama ukuthola amaphethini afanayo okusetshenziswa komsebenzi onenkinga kukhodi esele engalungiswanga. Ekugcineni, kwatholakala ucingo kumsebenzi we-gs_type1_blend ngaphandle kokuhlolwa kokuqinisekiswa kwenani kufayela le-gdevpsfx.c. Ekugcineni, imodeli yathola okuqukethwe kwefayela okuholele ekuqhekekeni ngenxa yedatha ebhalwe endaweni yememori ngaphandle kwe-buffer eyabelwe.
Ku-CGIF, imodeli ye-AI incike eqinisweni lokuthi lapho kususwa ukucindezela amafayela e-GIF, umtapo wolwazi wawucabanga ukuthi usayizi wedatha ecindezelwe uhlala umncane kunedatha encishisiwe. Ukusesha kobuthakathaka kugxile ekuboneni izimo lapho idatha encishisiwe ye-LZW izoba nkulu kunedatha encishisiwe. Izimo ezinjalo zatholakala, futhi imodeli ye-AI yakwazi ukukhiqiza ifayela le-GIT okucutshungulwa kwalo okuholele ekuchichimeni kwe-buffer. Ku-OpenSC, inkinga yatholakala ngemuva kokuhlaziya ukusetshenziswa kwemisebenzi ye-strrchr kanye ne-strcat engaba yingozi kukhodi.
Kuyaphawuleka ukuthi amamodeli olimi afinyelele ezingeni elikwazi ukuhlonza ubuthakathaka obungaziwa ngaphambilini futhi maduze azodlula ochwepheshe bezokuphepha ngesivinini kanye nobukhulu bokusesha ubuthakathaka. Kulindeleke ukuthi inani elikhulayo lobuthakathaka obutholakele lizodinga ukuguqula izinqubo zokudalula ezikhona, njengoba isikhathi sokugcina samanje sezinsuku ezingama-90 ngeke sanele.
Source: opennet.ru
