Imphendvulo leccondzile: i-Cisco ikhiphe luhlu lwemamodeli e-AI lanesisindvo lesivulekile (open-weight) lolubitwa ngekutsi yi-Antares ngeticucu letintsatfu letincane — tigidzi letingu-350, libhiliyoni linye (1) kanye nemabhiliyoni langu-3 ema-parameter — lolwakhelwe umsebenti munye locacile: kubona kutsi ngumaphi emafayela ku-repository yekhodi yemphela lanebutsakatsaka bekuphepha. Ilayisensi yi-Apache 2.0, ngako-ke kusetjentiswa kwebuhwebi kuvunyelwe, futsi lamamodeli macane ngalokwenele kangangekutsi lelikhulu kunawo onkhe lisebenta ku-GPU yinye. Umphumela lobonakalako kumnikati webhizinisi: kuhlola kwekuphepha kwekhodi yakho kuba ngulokwentekako ngekhatsi kwengcalasizinda yakho, ngako-ke liphrojekthi lakho alikaze liphume liye kulusito lwangaphandle lwe-cloud, futsi tindleko tiphansi kangangekutsi ungahlola nawubuyeketa ngaso sonkhe sikhatsi, hhayi kanye ngemnyaka.

Yini ngempela leyentiwa yi-Antares

I-Antares akusiyo imodeli yekuchumana levamile nobe umsiti wekubhala ikhodi. Ngumenteli logcile emsebentini munye lobitwa ngekutsi kutfola kutsi butsakatsaka bukuphi (vulnerability localization). Uyinika luhlobo lwebutsakatsaka loluchazwe njenge-CWE — kuhlukaniswa lokujwayelekile kwetigaba tebutsakatsaka be-software, njenge-CWE-78 yekufaka imiyalo yesistimu yekusebenta ngelulunya — kanye ne-repository yekhodi, bese icala kusebenta njengoba kungenta lonjiniyela wekuphepha: isebentisa imiyalo levamile ye-terminal lefana ne-grep, find kanye ne-cat, ifundza lokuphumako, icabangisise ngako, futsi inciphisa kusesha kancane kancane. Ngemuva kwemiyalo lengu-15 kuphela lenkhulu kakhulu, ihambisa luhlu lwemafayela lekholelwa kutsi anebutsakatsaka, nobe imemetele kutsi i-repository ayinalo lolo luhlobo locacile.

Umehluko emathulusini endzabuko ekuhlatiya lokungashukumi kutsi i-Antares ayitsembeli emitsetfweni lengashintji nobe kusizindalwati se-vector; iyayihlola ngempela i-repository, yakhe umcabango futsi iwucinisekise. I-Cisco iyikhipha kanye nelithulusi lemugca wemiyalo selilungile lelisebenta esitfombeni se-repository yakho lesingafundvwa kuphela, futsi libuyisa imiphumela ngendlela lefundvwa ngumuntfu, nge-JSON nobe nge-SARIF — lokusho kutsi lokuphumako kuhlangana ngco nemathulusi akho ekuphepha lakhona kanye nema-pipeline e-CI.

Tinombolo letibalulekile kuwe

Lamamodeli alinganiswa ku-Vulnerability Localization Benchmark: tingeniso letingu-500 temhlaba wemphela letisabalala etinhlelweni te-software letingu-6 kanye netigaba te-CWE letingu-147. Imiphumela leshicilelwe:

  • Kusebenta: I-Antares-3B itfole i-File F1 lengu-0.223, yehlula yonkhe lenye imodeli lenesisindvo lesivulekile — kufaka ekhatsi tinhlelo letikhulu ngetikhatsi letingu-250 kunayo — futsi isondzela ku-GPT-5.5.
  • Tindleko: Icedze kuhlola lokuphelele kwemisebenti lengu-500 nga-$0.82 ngemaminitsi lacishe abe ngu-15 ku-H100 yinye, lokucishe kube nga-$0.0016 ngemsebenti ngamunye. Kucatsanisa: i-GLM-5.2 ibite $12.50 ngemaminitsi langu-50, kantsi i-GPT-5.5 ibite $141 emahoreni langu-5 — loku kwenta i-Antares itsengeke cishe ngetikhatsi letingu-172 kancono.
  • Bukhulu: inguculo ye-350M inelifasitelo lesimo lema-token langu-32K futsi ihloselwe emadivayisi asemaphethelweni nawe-IoT; inguculo ye-1B inelifasitelo langu-128K futsi isebenta ku-workstation; inguculo ye-3B inelifasitelo langu-128K, isebenta kunobe nguyiphi i-GPU yinye, futsi ikhicita ema-token langetulu kwa-1,500 ngesekhondi.

Inothi lelibalulekile nawufundza letinombolo: linani lema-parameter alibikeli nhlobo kusebenta kulomsebenti. I-Llama-3.3-70B itfole 0.012 kantsi i-Qwen3.5-122B itfole 0.091, kantsi imodeli lenemabhiliyoni langu-3 kuphela ema-parameter itfole 0.223. Kugcila kwehlule bukhulu.

Kungani imodeli lencane kuyincumo lelungile lapha

Ungase ubute kutsi kungani ungasebentisi nje imodeli lenkhulu nalenemandla kakhulu. Sizatfu sintsatfu. Kwekucala, bumfihlo: emathulusi ekuphepha kufanele asebente eduze nekhodi, futsi kutfumela ikhodi yakho lesisekelo ku-API yangaphandle kuvula ingoti ekhetini lekuniketa futsi kukhipha imphahla yakho yengcondvo ngaphandle kwekulawula kwakho. Kwesibili, tindleko: ema-agent asebenta emajikweni lamanyenti, futsi lijika ngalinye liphindzaphindza kusetjentiswa, ngako-ke loko lokubukeka kushibhile esicelweni sinye kuba yi-akhawunti lesindzako etinkhulungwaneni tekuhlola. Kwesitsatfu, lijubane: kuhlola lokutsatsa emahora lasihlanu angeke kusebente ngalo lonkhe li-push, kantsi loko lokuphela ngemaminitsi kuba yincenye yemvelo ye-pipeline yakho yekwakha.

Loko i-Antares lengakwenti — futsi loku kubalulekile

Kwetsembeka kuwusito kakhulu lapha kunekushisekela. Emaphuzu langu-0.223 aphansi uma kubukwa ngalokuphelele, lokusho kutsi imodeli iyaphazama kanyenti futsi ilungile ngaletinye tikhatsi. Leli lithulusi lekuhlunga kucala, hhayi lithulusi lesincumo sekugcina: umsebenti walo kunciphisa inkhwane yetjani kusuka etinkhulungwaneni temafayela kuya eluhlwini lolufishane lolubuyeketwa ngunjiniyela wekuphepha longumuntfu. I-Cisco ngekwayo ibala kulokusetjentiswa lokungaphandle kwebubanti: kwenta tincumo tekuphepha ngaphandle kwekubuyeketwa ngumuntfu, kulungisa butsakatsaka ngekutentekela ngaphandle kwekuhlolwa, kanye nekunquma kwekugcina kwekuhambisana nemitsetfo. Engeta kuloko lusuku lwekugcina lwemininingwane yekucecesha lolu-10 Ebhreli 2025, lokusho kutsi imodeli ayati ngebutsakatsaka lobutfolwe ngemuva kwalolosuku.

Loku kusho kutsini kubhizinisi lakho eSaudi Arabia

Tifundvo letintsatfu letisebentako. Sekucala simayelana nekuvikela imininingwane: nangabe usebenta ngaphansi kweMtsetfo Wekuvikela Imininingwane Yemuntfu (PDPL), lonkhe lusito lwangaphandle lolutsintsa tinhlelo takho ludzinga kubuyeketwa, futsi imodeli lesebenta ngekhatsi kwema-server akho iwucedza ngalokuphelele lombuto. Sesibili simayelana netindleko: tinkampani letinyenti letisezingeni lelimaphakatsi tibambezela kuhlola kwekuphepha ngobe kubita kakhulu futsi kwentiwa kanye ngemnyaka yinkampani yangaphandle; ngetincenye te-halala ngemsebenti ngamunye, kuhlola lokuchubekako kuba sincumo lesilula. Sesitsatfu simayelana nendlela: emamodeli lavulekile lamancane nalagcile atfutfuka ngekushesha, futsi nobe ngubani lowakha lamuhla tinhlelo letikhona kwemukela lamathulusi ku-pipeline yekutfutfukisa utawuzuza kuko konkhe kutfutfuka kwesikhatsi lesitako ngaphandle kwekwakha kabusha.

Indlela lesikubuka ngayo loku e-Origami

Njengenkampani yetheknoloji, asiliphatsi nobe nguliphi lithulusi lelisha njengelivala sikhundla setisekelo. Tisekelo tisasebenta: kubuyeketwa kwekhodi lokunesiyalo, kulawula lokulungile kwemvume, kubuyeketa tintfo lekutsenjelwa kuto, kanye nekuhlola kwekuphepha ngaphambi kwekwetfulwa. Loko lokungetwa ngemathulusi lafana ne-Antares lingcenye yekuhlunga kwekucala leshibhile lesebenta ngekhatsi kwekuhlanganisa lokuchubekako futsi iyecwayise licembu lakho ngaphambi kwekutsi ikhodi ifike ekukhiciteni. Futsi nasakhela likhasimende sistimu, siyiklama kutsi ikhone kwemukela leyo ngcenye ngemuva kwesikhatsi: i-repository lehlelekile, i-pipeline yekwakha lesebenta ngekutentekela, kanye nalokuphumako kwekuphepha ngendlela lejwayelekile. Ngaleyo ndlela yonkhe inchubekelembili kulomkhakha iba yinzuzo leccondzile kulikhasimende letfu kunekutsi ibe liphrojekthi lelisha.

Imitfombo: likhasi lelisemtsetfweni lephrojekthi ye-Cisco Antares ku-cisco-foundation-ai.github.io/antares, likhadi lelisemtsetfweni lemodeli ku-Hugging Face, kanye nembiko wetheknoloji "Antares: Foundation Models for Agentic Vulnerability Localization", Foundation AI, Cisco, 2026. Tonkhe tinombolo tekusebenta netindleko tinjengoba tishicilelwe ekuhloleni kwe-Cisco ngekwayo.