Clevi waɗi misaluuji biznes SaaS (Software as a Service) e dow LLM mawɗo.
Jooni, min maa hollu misaluuji ɗi Clevi waɗi e dow LLM mawɗo, gooto e gooto.
SaaS (Software as a Service) ko misal biznes e dow cloud, ɗo software hoto waɗetee e ordinateer maa, kono njeyaa e nder internet no sarwiis.
Misaluuji SaaS ɓurɗi anndee e Clevi ko (Coding Agent, ARI, workflow ɗo haala neɗɗo, agent kisal (ƴeewtere red team)).
Clevi Coding Agent (Clevi Coding Agent)
Coding Agent AI kesum
- Clevi Coding Agent, ɗo cip-5-agent, LLM hesɗo, hokkata semmbe faamde, sosde e ƴeewtude kod oo waawi hawrude e Claude 4.5 Sonnet e OpenAI Codex
- Ɗum tabbitinta ƴeewtere e goonga dow lojik biznes juutɗo, projeeji mawɗi e nokkuuji multi-module
Naatnude AI Agentic
- Ɗum wonaa AI gooto tan; ko tsarin ɗo agentuuji ɓurɗi anndude e golle mum, hono orchestration, architect, coding, QA, review e debugging, ngollondiri
- Agent gooto fof waɗata golle mum e pelle, tee ngolɗin e oƴƴitin golle ɗoɓɓugol development fof
- AI waɗata e hoore mum ƴeewtere ɗaɓɓitannde, suunnagol, waɗde, ƴeewtere, review kod e debugging
Ballal jeyaaɗo e ɗowtugol programmation e huutoraade e golle
- Ɗum wallita kuutorɗe e frameworkuuji fof ɗi ngoodi jooni, hono Python, Java, C/C++, Javascript, TypeScript, Go e Rust
- Ɗum waɗata golle programmation fof e hoore mum: sosde kod, refactoring otomatik, winndude kod ƴeewtere, yiytude e siryude juumre, winndude ɗaɓɓitanɗe e review kod
- Ɗum hebbiniraa nokkuuji enterprise, ngam ƴeewtude codebase mawɗe, waylude kod legacy e waɗde ɗaɓɓitannde API e hoore mum
Wallitorde nder suudu & SaaS
- SaaS (API cloud): naatnude ko yaawɗum, alaa tampere rewrude, golle e jokkondiral e sahaa ɗoo e ɓeydude waawde
- Wallitorde nder suudu: hebbiniraa kisal, jeyal keɓe e ɗooftugol ɗowla, ngam huutoraade ɗaɓɓitanɗe keeriiɗe. Tawaaji waawi suɓaade no ɓuri haanude e dow laawol kisal, nokku keɓe e sifa resooji
Jokkondiral e IDE e cuɓe topirde ceertuɗe
- Wallitorde plug-in e extension ngam IDE mawɗe, Visual Studio Code, JetBrains (IDEA, PuCharm, e ɗiɗo), Eclipse, Jupyter Notebook, e goɗɗe
- Waawi waɗde jokkondiral e pipeline CI/CD, portal topirde nder galle, e kuutorɗe keertiiɗe no API/SDK
ARI (platform ngam sosde e laawol e ndeer e jogiiɗe agentuuji kuutorɗe workflow ɗiɗiɗi)
ARI ko platform moƴƴo ngam sosde agentuuji, mo waɗa design, huutoraade e jogiɗde workflowuuji e hoore mum, tan e jamirooje e laawol ɗemngal. Ɗum waɗa e monɗe reasoning model nder Clevi (cip-5-agent, cip-5-vision, ivy-4-mm e goɗɗe), MCP (Model Context Protocol), jokkondiral API lesɗe, e tsarin plug-in, ngam waɗde workflow agent mo waawi huutoraade e jaɓɓugol jamiroore.
Joonde ARI, platform ngam automatiysion workflow, mo waɗiraa e cip-5-agent model
Fannuuji ɓurɗi
- Design e laawol ɗemngal: e konngol gootol “sos workflow ngam waɗde riportuuji e hoore mum”, nodde ɗe sosaa e jokkondiraa e hoore mum
- Jokkondiral MCP, API lesɗe e plug-in: e MCP mo ñifaa, waawde hollude e noddude kuutorɗe, keɓe e koɗe e kisal, tee heɓde jokkondiral e API nder galle/les e plug-in ɓeyditiiɗe no feewi
- Moƴƴintinde e laawol reccursive (Recursive Optimization): ƴeewtude njaltudi huutoraade, ndeen waɗde waylude e refactor node structure walla code/parameters sosaaɗe e hoore mum, ngam ƴellitde ɗaɓɓitannde e moƴƴere e sahaa kala
- Wallitorde multimodal: jaɓɓude naatnal e njaaltudi binndi, natal e ɗokument, tee hollude njaltudi e node map yeeso ngam ɓeydude ɗaɓɓitde e audit
- Governance/kisal: wallitorde daartol, logging e aslol version ngam tabbitinde waawde audit e fuɗɗitde e nokkuure enterprise
Ceertuɗe e ɓeydugol tekniki e nafaa
- Sakkaade e kuutorɗe ɓeydude nodde e jokkondirde nodes e juuɗe, agent huutora “faamde ko yiɗaa → siryaade laawol → huutoraade → ƴeewtude njaltudi → waɗde waylitaade e hoore mum” e laawol loop udditiiɗo (jokkondiral CTA·ToolCalling·Semantic DB)
- E MCP, jokkondiral kuutorɗe/koɗe waɗaa e laawol gootol, ɗum waɗa waawde yahrude e ɓeyditde; tee ɗum waɗa e heɓde teelte topirde gooto e on-premises e SaaS
- E jokkondiral e Coding Agent, Physical AI e solushon On-prem, ɗum ɓeyda fannu automatiysion ngal e lewru entarprise fow
Nafaaji ɗaɓɓitaaɗi
- Hotoɓe ɓe wonaani e ɓeydude waawi teelte e jokkondiral e ɗemngal ɓeydude, tee ɓe waawi waɗde e ɗowtude otomaatigol kuugal ɗaɓɓungal. Ɓe waawi heɓde ɗoɓɓugol ceede golle e ɓeydude keɓe kalite (sahaa/joɓɓugol) e dow ƴeewtere jaɓɓugol e yahrude ɗoɓɓugol e ɗoɓɓugol
- Ɓe waawi yaawde ɓeydude e kuugal e sisteme kesɗe huutoraade standard (MCP) e renndo plug-in
Agent kisal Clevi (ƴeewtere Red Team)
Clevi Purple Agent ko agent kisal hakkilantaagal ngal hesɗitinta kuugal CVE nde Amerika e ñalawma e otomaatigol, ngam heɓde kabaruuji ɓurɗi hesde e ɓeydude. Ɗum huutora target suɓaade e ɗemngal ɓeydude tan (misal: windows, web server, innde folder/file tan) ngam yiytude, ƴeewtude e binndude cuɓe kisal e nder network, server, network e application, huutoraade laawol white hacker (moƴƴugol moƴƴugol, simulation). Ɗum wallita fowre otomaatigol: yiytugol → ƴeewtugol scenario → sosde report. Ɗum feewniraa ngam gollude kadi e on-premise e network ceertuɗo, tee ɗum moƴƴi e kuugal ɗe jogii dokkal mawngal hono public, finans, e manufacturing.
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Fonndugol kuugal
Sync otomaatigol feed CVE e ñalawma
- Sorsii NVD/CVE Amerika e threat intelligence nder (pipeline collecte) ɓe sync e ñalawma ngam jogii limgal cuɓe kisal ɓurɗe hesde.
Suɓaade target e ɗemngal ɓeydude (interface operator ɗaɓɓinaaɗo)
- Huutortooɗo waawi suɓaade ɗo yiytugol waɗata e ɗemngal ɓeydude walla keyword ɓurɗo newnude hono “windows”, “server suɓaaɗo:10.10.0.5”, “/var/www/html” (misal: laawol naatnugol e panel nano waɗa e UI)
Engine ƴeewtugol simulated white hacker (wonaa bonnugol)
- Ɓe ƴeewta waawde cuɓe kisal wonde e nder sandbox/emulation kisɗo (ƴeewtugol exploit → ƴeewtugol nguurndam alaa e bonnude) ngam heftinde cuɓe kisal e ɓurɗo bonnude, tawa alaa ɗowtude golle kuugal goonga.
Report otomaatigol e teeŋtinugol e dow ada
- Hotoo kabaru taƴngo to admin nde yiytugol waɗi (email/Slack/ticket), tee sos PDF/HTML report e otomaatigol, jogiiɗo bonnugol cuɓe e ada mum (nokkuure bonnugol, ko waɗata ngam heɓde ɗum, e cuɓe ɗaɓɓaaɗe).
Jokkondiral scenario e playbook (cuɓe jokkondiral ɗowtugol otomaatigol)
- E nokkuure jaɓaaɗe, waawi hurminde ɗowtugol otomaatigol scenario patch e laawol waasɗugol temporare (hurnude dawru kisal hade patch). (Laawol jaɓɓugol e dow policy kuugal ko waɗde ɗo waɗata.)
Jokkondiral log e SIEM
- Log system, log yiytugol e keɓe report jokkondiraa e SIEM/portal kisal ngam monitor e sahaa fow e audit.
Ɗowtugol, audit e governance
- Ɗe waɗde ɗe fow e ƴeewtagol e tabitinde ɗaɓɓitaama e humpitoore konte, yamiroore e sahaa, ngam hebbinde audit lewru e laawol.
Ɓeydude e ƴellitinde tekniki e nafaa
Humpitoore hesɗitorde e sahaa e ñalawma
- Pipeline hesɗitinde CVE/NVD e ñalawma waɗa e jaŋtude ko waɗi e nde CVE ɓeydinaama e yeeso.
Mapping ɗe caɗeele kisal huutoraade AI
- AI jokkondinta ko cuɓaa e ɗemngal yimɓe e siforde CVE (e ɗemngal Angalteere e Koreere), tee waɗa e ɗoɓɓude fotaare kuutorɗe ɗee e huldude e caɗeele ɗe.
Arkitëktur similaasiiyon mo waawaa bonnude
- Ɗe ƴeewtaama e “emulation sandbox” mo waawaa dartinde gollal kuugal jeyaaɗo, ngam hisnude kisal.
Cuɓe cuɓoraaɗe ngam deployement enterprise
- SaaS, on-premises e rete kisal (SVCE) fow jaɓaama, ngam heɓde laawol e dow ɗaɓɓitanɗe gollal leydi e 금융.
Ripot e jaŋtugol ɗe waɗaa e otomaatik
- Ɗoɓɓude jaŋtugol audit timmundi e ƴeewtagol→tabitinde→ripoti (versiyon, aslol e jogiiɗo), ngam ustude risk operasyon.
Orchestration jokkondingol
- Jokkondinde e ARI (platform workflow) e sistem patch management e ticket ɗo ɓuri e nder suudu, ngam otomaatinde loop PoC→patch→ƴeewtagol.
Ko ɗoɓɓitaama (impact e bisnis)
Ustude risk yeeso
- Ƴeewtugol e yaawde exposure e dow CVE hesɗitinaaɗe, ngam haɗde risk bonnude e yeeso.
Ɓeydude feewugol gollal
- Otomaatinde ƴeewtagol caɗeele e ripot ɗe waɗetee e waawde, ngam ustude sahaa e gollotooɓe e suudu kisal.
Ɓeydude jaabugol ɗaɓɓitanɗe laawol e compliance
- Hollude log e ripot ƴeewtagol mo waawi audit, waɗaa e dow ɗaɓɓitanɗe laawol PIPA/CSAP e goɗɗe.
Wallude e waɗde ƴeewtugol e yaawde
- Ripot priority ɗo waɗi e dow impact waawi wallude e suɓaade e yaawde priority patch e mitigation.
Ɗaɓɓitannde humpito e demo: [email protected]
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