Clevi SaaS (Coding Agent, ARI, Nnwale Red Team)

CLEVI emepụtala ụdị azụmahịa SaaS (Software as a Service) site na iji nnukwu ụdị asụsụ.

Site ugbu a gaa n’ihu, anyị ga-ewebata otu otu ụdị ndị e ji nnukwu ụdị asụsụ CLEVI mepụta.

Nke mbụ, SaaS (Software as a Service) pụtara ụdị azụmahịa dabere n’ígwé ojii, ebe a na-enye ngwanrọ dị ka ọrụ site na ịntanetị n’enweghị ịwụnye ya.

Ụdị SaaS ndị bụ isi nke CLEVI gụnyere (Coding Agent, ARI workflow dabere n’asụsụ mmadụ, na onye nnọchi anya nchekwa (Nnwale Red Team)).

Clevi Coding Agent (Clevi Coding Agent)

Onye nnọchi anya AI maka koodu nke ọgbọ na-abịa

• Clevi Coding Agent, nke dabere na LLM kachasị ọhụrụ (cip-5-agent), na-enye ikike ịghọta, imepụta na nyocha koodu n’ogo kwekọrọ na Claude 4.5 Sonnet na OpenAI Codex
• Ọ na-ekwe nkwa izi ezi na nkwụsi ike dị elu ọbụna n’ime mgbagwoju anya nke mgb逻gụ azụmahịa, nnukwu ọrụ, na gburugburu nwere ọtụtụ modul

Ọdịdị AI nke Agentic

• Ọ bụghị otu AI naanị; ọ bụ usoro ebe ndị nnọchi anya pụrụ iche maka ọrụ dị iche iche, dị ka orchestration, architecture, coding, QA, nyocha na debugging, na-arụkọ ọrụ ọnụ
• Onye nnọchi anya ọ bụla na-arụ ọrụ ya n’ụzọ kewara ekewa, na-eme ka usoro mmepe niile bụrụ nke akpaghị aka ma kwalite ya
• AI na-achịkwa usoro niile site na nyocha ihe achọrọ, imepụta atụmatụ, mmejuputa, ule, nyocha koodu ruo debugging

Nkwado mmemme sara mbara na ịdị irè n’ọrụ

• Ọ na-akwado asụsụ na frameworks niile a na-eji ugbu a, gụnyere Python, Java, C/C++, Javascript, TypeScript, Go, na Rust
• Ọ na-eme ka usoro mmepe niile bụrụ nke akpaghị aka, gụnyere imepụta koodu, refactoring akpaghị aka, ide koodu ule, ịchọpụta na idozi njehie, ide akwụkwọ nkọwa, na nyocha koodu
• E mere ya maka gburugburu ụlọ ọrụ, gụnyere nyocha nnukwu codebase, migration nke koodu ochie, na imepụta akwụkwọ API akpaghị aka

Nkwado On-premises & SaaS

• SaaS (Cloud API): itinye n’ọrụ ngwa ngwa, enweghị ibu nrụzi, yana imekọrịta ọnụ na scalability n’oge dị adị dị mfe
• On-premises (nrụnye n’ime ụlọ ọrụ): emebere ya nke ọma maka ebumnuche pụrụ iche dị ka nchekwa, ikike ịchịkwa data, na irube isi n’iwu. Enwere ike ịhọrọ ya n’ụzọ na-agbanwe agbanwe dabere na amụma nchekwa ụlọ ọrụ, ebe data dị, na gburugburu netwọkụ

Ndakọrịta na IDE dị iche iche na gburugburu mmepe

• Nkwado maka plugins na extensions nke IDE ndị bụ isi dịka Visual Studio Code, JetBrains (IDEA, PuCharm wdg.), Eclipse, Jupyter Notebook na ndị ọzọ
• Enwere ike ijikọ ya n'ụzọ dị mfe na CI/CD pipelines, portals mmepe nke ụlọ ọrụ, na ngwaọrụ omenala site n'ụdị API/SDK

ARI (ikpo okwu maka imepụta na ijikwa ndị nnọchi anya akpaaka workflow dabere na asụsụ nkịtị)

ARI bụ ikpo okwu ọgụgụ isi maka imepụta ndị nnọchi anya, nke na-eji naanị iwu asụsụ nkịtị hazie, mezuo ma jikwaa workflows na-akpaghị aka. Ọ na-ejikọta ezinụlọ reasoning models nke CLEVI (cip-5-agent, cip-5-vision, ivy-4-mm wdg.), MCP(Model Context Protocol), njikọ API mpụga, na usoro plugins iji hazie workflow nke onye nnọchi anya nwere ike ime ozugbo e tinyere iwu.

Ọnọdụ mmejuputa ARI, ikpo okwu akpaaka workflow e wuru dabere na cip-5-agent model

Ọrụ ndị bụ isi

• Nhazi dabere na asụsụ nkịtị: Site n'otu ahịrị dịka “Mepụta workflow ga-ede akụkọ na-akpaghị aka,” a na-emepụta ma jikọta nodes na-akpaghị aka
• Njikọ MCP, API mpụga na plugins: MCP ahaziri ahazi na-enye ohere ikpughe na ịkpọ ngwaọrụ, data na akụrụngwa n'enweghị nsogbu, ebe ọ na-eme ka ịgbasa API nke ụlọ ọrụ/ụgbọ mpụga na plugins nke ndị ọzọ dị mfe
• Nkwalite ugboro ugboro (Recursive Optimization): A na-enyocha nsonaazụ mmezu iji gbanwee ma ọ bụ refactor nhazi nodes ma ọ bụ koodu/parameters emepụtara na-akpaghị aka, na-eme ka izi ezi na arụmọrụ na-aga n'ihu
• Nkwado multimodal: Ọ na-akwado ntinye/mmepụta ederede, onyonyo na akwụkwọ, ma na-enye nsonaazụ dịka maapụ nodes a na-ahụ anya nke na-eme ka nsuso na nyocha dị mfe
• Ọchịchị/ nchekwa: Ọ na-akwado ikike, ndekọ na akụkọ ụdị iji hụ na enwere ike inyocha ma megharịa ọrụ n'ọnọdụ ụlọ ọrụ

Ọdịiche teknụzụ na uru

• N'adịghị ka ngwaọrụ ọdịnala ndị lekwasịrị anya na ijikọ nodes aka, onye nnọchi anya na-eme onwe ya usoro mechiri emechi nke “ịghọta ebumnuche → ime atụmatụ → mmezu → nyochaa nsonaazụ → mmezi akpaaka” (ijikọta CTA·ToolCalling·Semantic DB)
• Site na ịhazi njikọ ngwaọrụ/akụrụngwa site na MCP, ọ nwere portability na scalability dị elu, ma na-enye otu ahụmịhe mmepe na on-premises na SaaS
• Site na njikwa njikọ ya na Coding Agent·Physical AI·On-prem solutions, ọ na-agbasawanye oke akpaaka n'ofe ụlọ ọrụ

Uru a na-atụ anya

• Ndị na-abụghị ndị mmepe nwekwara ike iji asụsụ nkịtị hazie ma rụọ akpaaka dị mgbagwoju anya, wee nweta n'otu oge mbelata ụgwọ ọrụ na mmụba nke ihe ngosi ogo (izi ezi/oge nhazi) site na njikarịcha recursive dabere na nsonaazụ
• Enwere ike ịgbasa ngwa ngwa gaa n'ọrụ/sistemụ ọhụrụ site n'iji ọkọlọtọ (MCP) na gburugburu ebe obibi plugins

Onye nnọchi anya nchekwa Clevi (nnwale red team)

Clevi Purple Agent bụ onye nnọchi anya nchekwa nwere ọgụgụ isi nke na-emelite nchekwa data CVE nke United States kwa ụbọchị iji nweta ozi kachasị ọhụrụ gbasara adịghị ike, wee jiri naanị ịkọwa ebumnuche site n'asụsụ nkịtị (dịka: windows, web server, folda/faịlụ a kapịrị ọnụ) chọpụta, nyochaa ma kọọ adịghị ike nchekwa dị na netwọkụ dị n'ime, sava, netwọkụ na ngwa site n'ụdị ọrụ white hacker (mwakpo nnwale, simulation). Ọ na-akwado usoro zuru ezu nke nchọpụta akpaaka → nkwenye site na ọnọdụ → imepụta akụkọ, ma hazie ya ka ọ rụọ ọrụ na gburugburu on-premises na netwọkụ kewapụrụ iche, nke na-eme ka ọ dabara maka ụlọ ọrụ nwere nnukwu mkpa nke nrubeisi dịka ọha, ego na nrụpụta.

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Ọrụ ndị bụ isi

Mmekọrịta akpaaka kwa ụbọchị na ndepụta CVE

• Ọ na-emekọrịta isi mmalite NVD/CVE nke United States na ọgụgụ isi iyi egwu dị n'ime (pipeline nchịkọta) kwa ụbọchị iji debe ndepụta adịghị ike kachasị ọhụrụ.

Ịkọwa ebumnuche site n'asụsụ nkịtị (interface onye ọrụ dị mfe)

• Onye ọrụ nwere ike ịkọwa ihe a ga-enyocha site n'asụsụ nkịtị/okwu igodo dị mfe dịka “windows”, “sava akọwapụtara:10.10.0.5”, “/var/www/html” (dịka, a na-enye usoro ntinye panel aka ekpe dị ka UI)

Injin nkwenye white hacker simulated (anaghị emebi ihe)

• Ọ na-eme nkwenye nnwale nke ohere ịdị adị adịghị ike na gburugburu sandbox/emulation echekwara (ịnwale Exploit → imegharị adịghị ike na-enweghị ileba anya na mmetụta) iji kpebie ma adịghị ike dị na ọkwa ihe ize ndụ ya na-enweghị ịkwụsị ọrụ n'ezie.

Akụkọ akpaaka na ịhazi mkpa

• Ozugbo achọpụtara ya, ọ na-eziga onye nchịkwa ọkwa nchịkọta (email/Slack/tiketi), ma na-emepụta akụkọ PDF/HTML akpaaka nke gụnyere mmetụta na mkpa adịghị ike (ebe adịghị ike dị, nchịkọta ọnọdụ mmegharị, usoro akwadoro)

Njikọ ọnọdụ na playbook (nhọrọ njikọ maka usoro akpaaka)

• N'ime gburugburu akwadoro, ọ nwere ike ịkpalite mmejuputa akpaaka nke ọnọdụ patch na mbelata nwa oge (itinye iwu nchebe tupu patch). (Usoro nkwado dịka amụma ọrụ bụ ihe dị mkpa)

Njikọ ndekọ jikọtara na SIEM

• Enwere ike ijikọ ndekọ sistemụ, ndekọ nchọpụta na nsonaazụ akụkọ na SIEM/portal nchekwa iji mee nlekota na nyocha mgbe niile

Ikike, nyocha na ọchịchị

• A na-edekọ omume nchọpụta na nkwenye niile tinyere akaụntụ, nkwado na akara oge iji kwadebe maka nyocha iwu na ụkpụrụ.

Ọdịiche teknụzụ na uru

Imelite ozugbo na kwa ụbọchị

• Pipeline mmelite akpaaka kwa ụbọchị nke CVE/NVD na-eme ka o kwe omume ịsochi mmetụta ozugbo e kpughere ‘zero-day’.

Maapụ adịghị ike dabere na AI

• AI na-ejikọta ebumnuche akọwapụtara n’asụsụ nkịtị na nkọwa teknụzụ CVE (Bekee na Korean), wee hazie ohere ikpughe nke sistemụ ahụ (ndakọrịta adịghị ike) n’usoro mkpa.

Nhazi simulation na-adịghị emebi ihe

• A na-ekwe nkwa nchekwa site n’ịrụ nkwenye n’ime ‘emulation sandbox’ nke na-adịghị akpaghasị ọrụ ndị ahịa.

Nhọrọ ntinye maka ụlọ ọrụ

• Ọ na-akwado SaaS, on-premises na netwọk kewapụrụ iche (SVCE), na-eme ka o kwe omume irube isi n’ụkpụrụ maka ngalaba ọha na ego.

Akpaaka nke akụkọ na traceability

• Usoro nyocha zuru oke site na nchọpụta→nkwenye→akụkọ (ụdị, akụkọ ihe mere eme na onye nwere ọrụ) na-ebelata ihe ize ndụ ọrụ.

Orchestration jikọtara ọnụ

• Site na ijikọ ARI (ikpo okwu workflow) na njikwa patch na sistemụ tiketi dị n’ime, a na-akpaghị aka loop ugboro ugboro nke PoC→patch→nkwenye.

Mmetụta a tụrụ anya ya (mmetụta azụmahịa)

Mbelata ihe ize ndụ tupu oge eruo

• Nyocha ngwa ngwa nke ikpughe metụtara CVE ọhụrụ e kpughere na-egbochi ihe ize ndụ nke mmebi n’ezie tupu oge eruo.

Ịkwalite arụmọrụ ọrụ

• Akpaaka nke nyocha adịghị ike na ọrụ akụkọ a na-eme ugboro ugboro na-ebelata oge na ndị ọrụ ndị otu nchekwa.

Ịkwalite nzaghachi ụkpụrụ na nnabata

• A na-enye ndekọ nyocha na akụkọ nwere ike ịlele nke dabara na ihe achọrọ ụkpụrụ dịka PIPA/CSAP.

Nkwado maka ime mkpebi ngwa ngwa

• Akụkọ ahaziri n’usoro mkpa dabere na mmetụta na-eme ka o kwe omume ikpebi ngwa ngwa ihe ndị a ga-ebute ụzọ n’ịrụ patch na ibelata ihe ize ndụ.

Maka ajụjụ na arịrịọ ngosi: [email protected]

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