Clevi SaaS (Coding Agent, ARI, Mayeso a Red Team)

CLEVI yapanga mitundu ya mabizinesi a SaaS (Software as a Service) pogwiritsa ntchito zitsanzo zazikulu za zilankhulo.

Kuyambira pano, tifotokoza imodzi ndi imodzi za mitundu yomwe yapangidwa pogwiritsa ntchito zitsanzo zazikulu za zilankhulo za CLEVI.

Choyamba, SaaS (Software as a Service) ndi mtundu wa bizinesi wozikidwa pa mtambo, pomwe pulogalamu imaperekedwa ngati ntchito kudzera pa intaneti popanda kuyiyika.

Mitundu yotchuka ya CLEVI SaaS ndi (Coding Agent, ARI ya kayendedwe ka ntchito yozikidwa pa chilankhulo chachilengedwe, Security Agent (Mayeso a Red Team)).

Clevi Coding Agent (Clevi Coding Agent)

AI Coding Agent ya m'badwo wotsatira

• Clevi Coding Agent, yozikidwa pa LLM yaposachedwa (cip-5-agent), imapereka luso lomvetsetsa, kupanga ndi kusanthula kachidindo lomwe lili lofanana ndi Claude 4.5 Sonnet ndi OpenAI Codex
• Imatsimikizira kulondola kwakukulu ndi kusasinthasintha ngakhale m'malingaliro ovuta a bizinesi, mapulojekiti akuluakulu ndi malo a ma module angapo

Kapangidwe ka Agentic AI

• M'malo mwa AI imodzi yokha, ndi kapangidwe komwe ma agent apadera a maudindo osiyanasiyana—monga orchestration, architecture, coding, QA, review ndi debugging—amagwirira ntchito limodzi
• Agent aliyense amagwira ntchito yake mogawana, ndipo amangopanga ndi kukonza njira yonse yopangira mapulogalamu
• AI imatsogolera ndikugwira ntchito yonse kuyambira kusanthula zofunikira, kupanga kapangidwe, kukhazikitsa, kuyesa, kuunikanso kachidindo mpaka debugging

Thandizo lalikulu la mapulogalamu ndi kugwiritsa ntchito zenizeni

• Imathandiza zilankhulo ndi ma framework onse omwe akugwiritsidwa ntchito panopa, kuphatikiza Python, Java, C/C++, Javascript, TypeScript, Go ndi Rust
• Imangopanga ndi kukonza njira yonse yopangira mapulogalamu, kuphatikiza kupanga kachidindo, automatic refactoring, kulemba test code, kuzindikira ndi kukonza zolakwika, kulemba zolemba ndi kuunikanso kachidindo
• Yakonzedwa makamaka kwa malo a mabizinesi, kuphatikiza kusanthula ma codebase akuluakulu, kusamutsa legacy code ndi kupanga zolemba za API zokha

Thandizo la On-Premises ndi SaaS

• SaaS(API ya pamtambo): Kuyambitsa mwachangu, palibe katundu wokonza, mgwirizano wanthawi yeniyeni komanso kukulitsa mosavuta
• On-premises (yomangidwa mkati mwa kampani): Yokonzedwa mwapadera pa chitetezo, ulamuliro wa deta, kutsatira malamulo ndi zina. Itha kusankhidwa mosinthasintha malinga ndi mfundo zachitetezo za kampani, komwe deta ili, komanso momwe netiweki ilili

Kugwirizana ndi ma IDE ndi malo osiyanasiyana opangira mapulogalamu

• Imathandizira mapulagini ndi zowonjezera za ma IDE akuluakulu monga Visual Studio Code, mabanja a JetBrains (IDEA, PuCharm ndi zina), Eclipse, ndi Jupyter Notebook
• Itha kuphatikizidwa mosavuta ndi mapaipi a CI/CD, zipata zopangira mapulogalamu za mkati mwa kampani, komanso zida zokhazikika pogwiritsa ntchito API/SDK

ARI (pulatifomu yopangira ndi kuyang'anira ma agent a makina opangira ma workflow pogwiritsa ntchito chilankhulo chachilengedwe)

ARI ndi pulatifomu yanzeru yopangira ma agent yomwe imapanga, kuyendetsa, ndi kuyang'anira ma workflow zokha pogwiritsa ntchito malamulo a chilankhulo chachilengedwe okha. Imaphatikiza mabanja a reasoning model a CLEVI (cip-5-agent, cip-5-vision, ivy-4-mm ndi zina), MCP(Model Context Protocol), kulumikizana ndi ma API akunja, komanso makina a mapulagini, kuti ipange zokha ma workflow a agent omwe angayambitsidwe nthawi yomweyo lamulo likalowetsedwa.

Chithunzi cha ARI, pulatifomu yopangira ma workflow, yomangidwa pa cip-5-agent model

Zinthu zazikulu

• Kapangidwe pogwiritsa ntchito chilankhulo chachilengedwe: Node zimapangidwa ndi kulumikizidwa zokha pogwiritsa ntchito mzere umodzi wokha, monga “ndipangireni workflow yopangira malipoti zokha”
• Kulumikizana ndi MCP, ma API akunja, ndi mapulagini: Pogwiritsa ntchito MCP yokhazikika, zida, deta, ndi zinthu zina zimawululidwa ndi kuyitanidwa motetezeka, pomwe ma API a mkati/akunja ndi mapulagini a anthu ena amakulitsidwa mosavuta
• Kukonzanso mobwerezabwereza (Recursive Optimization): Imayesa zotsatira za ntchito ndikusintha kapena kukonzanso kapangidwe ka ma node kapena code/parameters opangidwa zokha, kuti kulondola ndi magwiridwe antchito zipitirize kusintha
• Thandizo la multimodal: Imathandizira zolowetsa ndi zotuluka za mawu, zithunzi, ndi zikalata, ndipo imapereka zotsatira ngati mapu a ma node owoneka kuti kutsatira ndi kuwunika zikhale zosavuta
• Ulamuliro/Chitetezo: Imathandizira zilolezo, logging, ndi mbiri ya mitundu kuti zitsimikizire kuti ntchito zitha kuwunikidwa ndi kubwerezedwanso m'malo a mabizinesi akuluakulu

Kusiyana kwaukadaulo ndi phindu

• Mosiyana ndi zida zachikhalidwe zomwe zimadalira kulumikiza ma node pamanja, agent imachita yokha njira yotseka ya “kumvetsetsa cholinga → kupanga dongosolo → kuchita → kutsimikizira zotsatira → kukonza zokha” (kuphatikiza CTA·ToolCalling·Semantic DB)
• MCP imakhazikitsa kulumikizana kwa zida/zinthu m’njira yokhazikika, zomwe zimapereka kusunthika ndi kukulitsa kosavuta, komanso chidziwitso chofanana cha chitukuko pa on-premises ndi SaaS
• Kupyolera mu kuwongolera kophatikizana ndi Coding Agent·Physical AI·On-prem solutions, imakulitsa gawo la automation m’bungwe lonse

Zotsatira zomwe zikuyembekezeredwa

• Ngakhale osakhala opanga mapulogalamu angathe kupanga ndi kuyendetsa ma automation ovuta pogwiritsa ntchito chilankhulo chachilengedwe, ndipo kukhathamiritsa kobwerezabwereza kutengera zotsatira kumathandiza kuchepetsa mtengo wa ntchito ndikukweza nthawi imodzi zizindikiro za khalidwe (kulondola/nthawi yokonza)
• Pogwiritsa ntchito muyezo (MCP) ndi chilengedwe cha ma plugin, ndizotheka kukulitsa mwachangu ku ntchito kapena machitidwe atsopano

Clevi Security Agent (mayeso a red team)

Clevi Purple Agent imasinthitsa zokha tsiku lililonse nkhokwe ya CVE ya ku United States kuti ipeze zambiri zaposachedwa za zofooka za chitetezo. Pogwiritsa ntchito zimenezi, imazindikira, kutsimikizira ndi kupereka malipoti a zofooka za chitetezo mu netiweki yamkati, ma seva, netiweki ndi ma application pogwiritsa ntchito njira ya white-hacker (kuukira koyeserera, simulation), kungotchula chandamale pogwiritsa ntchito chilankhulo chachilengedwe (mwachitsanzo: windows, web server, foda/fayilo inayake). Ndi agent yanzeru yachitetezo yomwe imathandizira mkombero wonse wa automated detection → kutsimikizira scenario → kupanga report, ndipo idapangidwa kuti igwire ntchito ngakhale m’malo a on-premises ndi netiweki yopatukana, motero ndi yoyenera mafakitale omwe amakhudzidwa kwambiri ndi malamulo monga boma, zachuma ndi kupanga.

<Clevi security agent GUI screen>

Ntchito zazikulu

Kusinthanitsa zokha kwa CVE feed tsiku lililonse

• Timagwirizanitsa tsiku lililonse magwero a ku United States a NVD/CVE ndi internal threat intelligence (njira yosonkhanitsira) kuti tisunge mndandanda waposachedwa wa zofooka.

Kutchula chandamale pogwiritsa ntchito chilankhulo chachilengedwe (operator interface yosavuta)

• Wogwiritsa ntchito angatchule chandamale cha detection pogwiritsa ntchito chilankhulo chachilengedwe kapena mawu achidule monga “windows”, “specific server:10.10.0.5”, ndi “/var/www/html” (mwachitsanzo, njira yolowetsera mu gulu lamanzere imaperekedwa ngati UI)

Simulated white-hacker verification engine (yosawononga)

• Imatsimikizira mwachiyeserera kuthekera kwa kukhalapo kwa zofooka pamalo otetezeka a sandbox/emulation (kuyesa Exploit → kubwereza zofookazo popanda kuyang’ana zotsatira zake), motero imatha kudziwa ngati pali zofooka ndi mulingo wa chiopsezo popanda kuyimitsa ntchito yeniyeni.

Kupanga report ndi kuyika patsogolo zokha

• Kutumiza chidziwitso chachidule kwa oyang’anira nthawi yomweyo pakazindikirika (imelo/Slack/tikiti), komanso kupanga zokha malipoti a PDF/HTML okhala ndi zotsatira ndi zofunika za chiopsezo (malo omwe ali pachiwopsezo, chidule cha momwe angabwerezerere, ndi njira zolimbikitsidwa)

Kulumikiza zochitika ndi ma playbook (njira yolumikizira zochita zokha)

• M’malo ovomerezeka, mutha kuyambitsa zokha zochitika za patch ndi kuchepetsa kwakanthawi (kugwiritsa ntchito malamulo oteteza patch isanayikidwe). (Njira yovomerezera motsatira malamulo a ntchito ndiyofunikira)

Kuphatikiza ma log ndi kulumikiza SIEM

• Kuphatikiza ma log a dongosolo, ma log ozindikira, ndi zotsatira za malipoti mu SIEM/portal yachitetezo kuti athe kuyang’aniridwa ndi kufufuzidwa nthawi zonse

Ulamuliro wa zilolezo, kafukufuku ndi governance

• Zochita zonse zozindikira ndi kutsimikizira zimasungidwa pamodzi ndi akaunti, kuvomereza, ndi nthawi, pokonzekera kafukufuku wa malamulo ndi malamulo oyendetsera ntchito.

Kusiyana kwaukadaulo ndi phindu

Zatsopano zenizeni komanso zatsiku ndi tsiku

• Ndi njira yongosintha yokha ya CVE/NVD tsiku lililonse, ndizotheka kutsatira zotsatira ‘pambuyo poti zero-day yaululidwa’.

Kugwirizanitsa zofooka pogwiritsa ntchito AI

• AI imagwirizanitsa chandamale chomwe chafotokozedwa m’chilankhulo chachibadwa ndi mafotokozedwe aukadaulo a CVE (Chingerezi ndi Chikoreya), kenako imaika patsogolo kuthekera kwa dongosololi kukhala lowonekera pachiwopsezo (kuyenerera kwa zofooka).

Kapangidwe ka kayeselezi kosawononga

• Chitetezo chimatsimikiziridwa poyesa mu ‘emulation sandbox’ yomwe siyimayambitsa kuyimitsidwa kwa ntchito za kasitomala.

Zosankha zogawira za mabizinesi akulu

• Imathandizira SaaS, on-premises, ndi netiweki yolekanitsidwa (SVCE), zomwe zimathandiza kutsatira malamulo a mabungwe aboma ndi azachuma.

Malipoti odzichitira okha ndi traceability

• Audit trail yonse ya kuzindikira→kutsimikizira→kupereka lipoti (mtundu, mbiri, ndi munthu woyang’anira) imachepetsa chiopsezo cha ntchito.

Orchestration yophatikizidwa

• Polumikizana ndi ARI (pulatifomu ya workflow) komanso kasamalidwe ka ma patch ndi makina a matikiti amkati, imangopanga yokha loop yobwerezabwereza ya PoC→patch→kutsimikizira.

Zotsatira zomwe zikuyembekezeredwa (business impact)

Kuchepetsa chiopsezo pasadakhale

• Kuwunika mwachangu kwa exposure ya CVE zatsopano zomwe zaululidwa kumathandiza kuletsa chiopsezo chenicheni cha kulowereredwa pasadakhale.

Kupititsa patsogolo magwiridwe antchito

• Kuzingopanga zokha ntchito zobwerezabwereza zowunika zofooka ndi kupanga malipoti kumachepetsa nthawi ndi ogwira ntchito a gulu la chitetezo.

Kulimbikitsa kuyankha ku malamulo ndi compliance

• Kupereka ma log owunika ndi malipoti omwe angafufuzidwe, mogwirizana ndi zofunikira za malamulo monga PIPA/CSAP.

Kuthandiza kupanga zisankho mwachangu

• Malipoti oika patsogolo potengera zotsatira amathandiza kusankha mwachangu zofunika za patch ndi kuchepetsa chiopsezo.

Mafunso ndi pempho la chiwonetsero: [email protected]

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