Clevi de kasa ho nhwɛso akɛse (LLM) ayɛ SaaS (Software as a Service) aguadi nhyehyɛe ahorow.
Afei de, yɛbɛkyerɛkyerɛ nhwɛso ahorow a wɔde Clevi kasa ho nhwɛso akɛse ayɛ no mu baako baako.
Nea ɛdi kan no, SaaS (Software as a Service) yɛ cloud-based aguadi nhyehyɛe a ɛma wonya software sɛ ɔsom bi fa intanɛt so, a enhia sɛ wode software no si wo kɔmputa so.
Clevi SaaS nhwɛso atitiriw no bi ne (Coding Agent, kasa a wɔde kyerɛkyerɛ adwuma so ARI, ne ahobammɔ agent (Red Team sɔhwɛ)).
Clevi Coding Agent (Clevi coding agent)
AI coding agent a ɛyɛ awoɔ foforo
- Clevi Coding Agent gyina LLM a ɛyɛ foforo paa (cip-5-agent) so, na ɛma code ntease, code yɛ, ne code mu nhwehwɛmu a ɛyɛ pɛpɛɛpɛ te sɛ Claude 4.5 Sonnet ne OpenAI Codex
- Ɛhwɛ sɛ pɛpɛɛpɛyɛ ne gyina pintinn bɛkɔ so wɔ aguadi ntease a emu yɛ den, nnwuma akɛse, ne multi-module tebea mu
Agentic AI nhyehyɛe
- Ɛnyɛ AI baako pɛ, na mmom ɛyɛ nhyehyɛe a agents a wɔyɛ wɔn ho adwuma yiye wɔ dwumadi ahorow mu—orchestration, architecture, coding, QA, review, debugging, ne nea ɛkeka ho—yɛ adwuma bom
- Agent biara yɛ n'adwuma sɛ ɔwɔ ne fa, na wɔbom yɛ development nhyehyɛe no nyinaa no yɛ nea wɔde wɔn ankasa yɛ na wɔma ɛyɛ yiye
- AI no na ɛdi ade nyinaa anim, efi nea wɔhwehwɛ mu nhwehwɛmu, nhyehyɛe, yɛ, sɔhwɛ, code review kosi debugging so
Programming mmoa a ɛtrɛw ne sɛnea wɔde di dwuma ankasa
- Ɛboa kasa ne frameworks a wɔde yɛ nkɔso nyinaa a seesei wɔayɛ, te sɛ Python, Java, C/C++, Javascript, TypeScript, Go, ne Rust
- Ɛma wɔyɛ development nhyehyɛe no nyinaa no yɛ no ankasa, a code yɛ, automatic refactoring, test code kyerɛw, mfomso hu ne siesie, document yɛ, ne code review ka ho
- Wɔayɛ no sɛ ɛmfata enterprise tebea mu, a codebase akɛse mu nhwehwɛmu, legacy code migration, ne API document yɛ no ankasa ka ho
On-premises & SaaS mmoa
- SaaS (cloud API): wotumi de di dwuma ntɛm, enhia sɛ wohwɛ so sie no, ɛma wɔn a wɔyɛ adwuma bom wɔ bere koro mu, na ɛyɛ mmerɛw sɛ wɔtrɛw mu
- On-premises (adwumakuw no ankasa nhyehyɛe): wɔayɛ no ama ahobammɔ, data so tumidi, ne mmara so di, ne atirimpɔw titiriw afoforo. Wobetumi apaw no sɛnea adwumakuw no ahobammɔ mmara, baabi a data no wɔ, ne network tebea te
Nhyiamu ne IDE ne nkɔsoɔ tebea ahorow
- Visual Studio Code, JetBrains abusua (IDEA, PuCharm ne nea ɛkeka ho), Eclipse, Jupyter Notebook ne IDE plugin ne extension atitiriw afoforo ho mmoa
- Wobetumi de API/SDK kwan so de ahyɛ CI/CD pipeline, adwumakuo mu nkɔsoɔ portal ne custom tool ahorow mu ntɛm
ARI (platform a ɛyɛ adwumayɛ nhyehyɛeɛ automation agent ahorow denam kasa a wɔde di dwuma daa so yɛ na ɛhwɛ so)
ARI yɛ intelligent agent creation platform a ɛde natural language ahyɛdeɛ nkutoo na ɛhyehyɛ, ɛyɛ na ɛhwɛ adwumayɛ nhyehyɛeɛ so. Ɛka Clevi reasoning model kuo (cip-5-agent, cip-5-vision, ivy-4-mm ne nea ɛkeka ho) ne MCP (Model Context Protocol), external API integration ne plugin system bom, na ɛhyehyɛ agent workflow a wobetumi ayɛ no ntɛm ara bere a wɔde ahyɛdeɛ hyɛ mu no.
ARI workflow automation platform a wɔde cip-5-agent model sii so yɛɛ no ho adwuma no mu tebea
Nneɛma atitiriw
- Natural language nhyehyɛeɛ: “Yɛ workflow a ɛbɛkyerɛw amanneɛbɔ ankasa” — wɔde asɛm baako na nodes no yɛ na ɛka bom ankasa
- MCP, external API ne plugin integration: wɔde MCP a wɔahyɛ da ayɛ no ma wɔda tools, data ne resources adi na wɔfrɛ wɔn wɔ ahobammɔ mu, na ɛyɛ mmerɛw sɛ wɔde internal/external APIs ne third-party plugins bɛtrɛw mu
- Recursive Optimization: wɔhwɛ execution result so na wɔsesa node structure anaa code/parameters a wɔyɛeɛ no ankasa, na wɔyɛ refactoring ma pɛpɛɛpɛyɛ ne efficiency kɔ so yɛ papa
- Multimodal support: ɛboa text, image ne document input/output, na wɔde results no ma sɛ visual node map ma ɛyɛ mmerɛw sɛ wɔbɛdi akyi na wɔayɛ audit
- Governance/security: ɛboa permissions, logging ne version history, na ɛma auditability ne reproducibility yɛ pɛ wɔ enterprise tebea mu
Mfiridwuma mu nsonsonoeɛ ne mfasoɔ
- Sɛ yɛde toto nnwinnadeɛ dada a wɔn adwene si manual node wiring so ho a, agent no ankasa na ɔyɛ close loop a ɛyɛ “botaeɛ nteaseɛ → nhyehyɛeɛ yɛ → execution → result verification → automatic correction” (CTA·ToolCalling·Semantic DB bom)
- Ɛnam sɛ MCP yɛ standard ma tool/resource integration nti, ɛwɔ portability ne scalability a ɛkorɔn, na ɛma development experience koro ara wɔ on-premises ne SaaS nyinaa mu
- Ɛnam sɛ wɔde coding agents, Physical AI ne On-prem solutions ka bom na wɔhwɛ wɔn so nti, ɛtrɛw automation no mu ma ɛka adwumakuo no nyinaa
Mfasoɔ a wɔhwɛ kwan
- Ɛma nnipa a wɔnyɛ developers tumi de kasa a wɔde di dwuma da biara yɛ nhyehyɛeɛ a ɛyɛ den na wɔhwɛ so, na ɛnam nea ɛfiri mu ba so yɛ no foforɔ mpɛn pii ma wɔtew dwumadie ho ka so na wɔma quality metrics (nokorɛdie/process bere) yɛ kɛse berɛ korɔ no ara
- Ɛnam standard (MCP) ne plugin ecosystem so no, wotumi trɛw kɔ nnwuma/nhyehyɛeɛ foforɔ mu ntɛm
Clevi ahobammɔ agent (red team sɔhwɛ)
Clevi Purple Agent yɛ ahobammɔ agent a ɛyɛ nyansa a ɛyɛ USA CVE database no foforɔ wɔ da biara, na ɛkora vulnerability ho nsɛm a ɛyɛ foforɔ so. Ɛnam wei so no, sɛ wode kasa a wɔde di dwuma da biara kyerɛ target (sɛ nhwɛsoɔ: windows, web server, folda/fael din pɔtee) a, ɛhwehwɛ, ɛsɔ hwɛ na ɛbɔ amanneɛ wɔ ahobammɔ mu mmerɛwyɛ a ɛwɔ internal network, server, network ne application mu, denam white hacker kwan so (simulation attack, simulation). Ɛboa detection→scenario verification→report generation no nyinaa yɛ adwuma ankasa, na wɔahyehyɛ no sɛ ɛbɛtumi ayɛ adwuma wɔ on-premises ne network a wɔatetew mu nso, enti ɛfata nnwuma a mmara ne nhyehyɛeɛ ho ahwɛyiye yɛ kɛse te sɛ aban, sikakorabea ne manufacturing.
<clevi ahobammɔ agent GUI screen>
Dwumadie titire
CVE feed a wɔyɛ no foforɔ da biara no sinkronayze ankasa
- Ɛda biara ɛyɛ USA NVD/CVE sources ne internal threat intelligence (collection pipeline) no foforɔ bom, na ɛkora vulnerability ahorow a ɛyɛ foforɔ no din so.
Target a wɔde kasa a wɔde di dwuma da biara kyerɛ (operator interface a wɔayɛ no mmerɛ)
- Ɔdefoɔ no tumi de kasa a wɔde di dwuma da biara anaa nsɛmfua tiawa te sɛ “windows”, “server pɔtee:10.10.0.5”, “/var/www/html” kyerɛ baabi a wɔbɛhwehwɛ (sɛ nhwɛsoɔ, wɔde input kwan a ɛwɔ panel benkum no ma sɛ UI)
Simulated white hacker verification engine (nea ɛnsɛe adeɛ)
- Ɛyɛ vulnerability a ebetumi aba no simulation verification wɔ sandbox/emulation environment a ahobammɔ wɔ mu (wɔsɔ Exploit hwɛ → wɔsan yɛ vulnerability no bio a wɔnhwɛ impact), enti ɛtumi hu sɛ vulnerability wɔ hɔ anaa enni hɔ ne ne risk level a ɛnyɛ sɛ ɛbɛma service a ɛreyɛ adwuma no agyae.
Report a wɔyɛ no ankasa ne priority ho nhyehyɛe
- Sɛ wɔhunu adeɛ no ara pɛ a, ɛde summary notification kɔma administrator (email/Slack/ticket), na ɛyɛ PDF/HTML report no ankasa a vulnerability impact ne priority ka ho (baabi a ɛwɔ, nsɛm a wɔde bɛsan ayɛ no tiawa, ne anammɔn a wɔkamfo)
Scenario ne playbook nkabom (option a ɛma wɔde automated action bom)
- Wɔ environment a wɔagye ato mu no, wotumi trigger patch scenario anaa temporary mitigation (wɔde defense rule di dwuma ansa na patch aba) no ankasa. (Ɛsɛ sɛ wɔdi approval procedure a operation policy hwehwɛ no so)
Integrated log ne SIEM nkabom
- Wɔde system logs, detection logs ne report results bom wɔ SIEM/security portal mu, na ɛma wotumi yɛ monitoring ne audit bere nyinaa
Permission, audit ne governance
- Wɔkyerɛw nhwehwɛmu ne adanseɛyɛ biara, a akontaabu, tumi ma ne bere-tɔnsɔ ka ho, sɛdeɛ ɛbɛyɛ a wɔbɛsiesie wɔn ho ama mmara ne nhyehyɛeɛ mu nhwehwɛmu.
Mfiridwuma mu nsonsonoeɛ ne boɔ
Bere ankasa ne da biara foforɔyɛ
- CVE/NVD da biara yɛɛ foforɔ no ankasa nhyehyɛeɛ ma wotumi di nkɛntɛnsoɔ akyi ‘bere a wɔda no adi sɛ zero-day no ara akyi’.
AI gyina so yɛ mmerɛwyɛ mfonini
- AI de botaeɛ a wɔakyerɛ wɔ kasa a ɛyɛ daadaa mu ne CVE mmerɛwyɛ ho nkyerɛkyerɛmu (Borɔfo·Korean) bom, na ɛde nhyehyɛeɛ ma sɛnea nhyehyɛeɛ no betumi ada adi (mmerɛwyɛ fata).
Akwankyerɛ a ɛsɛe adeɛ
- Ɛnam sɛ yɛyɛ adanseɛ wɔ ‘emulation sandbox’ a ɛmma adetɔfoɔ som no nnyɛ adwuma mu so, yɛma ahobammɔ ba.
Enterprise kyekyɛbea a wɔpaw
- Ɛboa SaaS·on-premises·network a wɔatetew mu (SVCE) nyinaa, enti ɛyɛ yiye sɛ aban ne sikasɛm mu nhyehyɛeɛ bɛdi so.
Amanneɛbɔ ne akyi-di a wɔayɛ no ankasa
- Nhwehwɛmu→adansedi→amanneɛbɔ mu audit akyi-di a edi mũ (version·abakɔsɛm·ɔhwɛfoɔ) ma dwumadie ho asiane so te.
Nkitahodie nhyehyɛeɛ a wɔabɔ mu
- Ɛde ARI (workflow platform) ne mu patch management·ticket system bɔ mu, na ɛyɛ PoC→patch→adansedi kyinkyim no ankasa.
Mfasoɔ a wɔhwɛ kwan (aguadiɛ nkɛntɛnsoɔ)
Asiane a wɔtew so ansa na aba
- Ɛnam CVE foforɔ a wɔada no adi no ho nhwehwɛmu a wɔyɛ ntɛm so, wɔsiw mfomsoɔ a ɛbɛma wɔakɔ mu ankasa no ano ansa na aba.
Dwumadie mu tumi a ɛkɔ anim
- Mmerɛwyɛ nhwehwɛmu ne amanneɛbɔ adwuma a wɔyɛ mpɛn pii no ankasa yɛ ma ahobammɔ kuo no gye bere ne nnipa kakraa.
Mmara ne compliance ho mmuaeɛ a wɔhyɛ mu den
- Yɛde nhwehwɛmu log ne amanneɛbɔ a wotumi yɛ audit ma, a ɛne nhyehyɛeɛ ahwehwɛdeɛ te sɛ PIPA/CSAP hyia.
Gyinaesi a wɔboa no ntɛm
- Nkɛntɛnsoɔ gyina so amanneɛbɔ a ɛkyerɛ nea ɛhia kan ma wotumi si patch·mitigation ho gyinaesi ntɛm.
Nsɛm ho bisa ne demo adesrɛ: [email protected]
Copyright© 2025 Clevi Inc. Hokwan nyinaa wɔ hɔ.