Kua waihanga a CLEVI i ngā tauira pakihi Saas (Software as a Service) mā ngā tauira reo tino nui.
Mai i nāianei, ka whakaatu takitahi au i ngā tauira i waihangatia mā ngā tauira reo tino nui a CLEVI.
Tuatahi, ko Saas (Software as a Service) he tauira pakihi ā-kapua e whiwhi ai te kaiwhakamahi i ngā ratonga mā te ipurangi, kāore he pūmanawa e tāutahia.
Ko ngā tauira Saas rongonui a CLEVI ko (Coding Agent, ARI rerengamahi e hāngai ana ki te reo māori, āpiha haumaru (whakamātautau Red Team)).
Clevi Coding Agent (Clevi Coding Agent)
Āpiha AI whakawaehere reanga hou
- Ko Clevi Coding Agent, e pūtakea ana i te LLM hou (cip-5-agent), e whakarato ana i te taumata mahi o te māramatanga, te waihanga me te tātari waehere e rite ana ki a Claude 4.5 Sonnet me OpenAI Codex
- Ka whakapūmau i te tino tika me te ōritetanga ahakoa i roto i ngā arorau pakihi uaua, ngā kaupapa nui, me ngā taiao maha-kōwae
Hanganga AI ā-āpiha (Agentic)
- Ehara i te AI kotahi, engari he hanganga e mahi tahi ai ngā āpiha tohunga mō ia tūranga, pēnei i te whakariterite, te hoahoa hanganga, te whakawaehere, te QA, te arotake me te rapurongoā
- Ka wehewehe ngā āpiha i ngā mahi, ā, ka whakahaere aunoa, ka arotau hoki i te tukanga whanaketanga katoa
- Mā AI e whakahaere takitahi te tukanga katoa, mai i te tātari whakaritenga, te hoahoa, te whakatinanatanga, te whakamātautau, te arotake waehere, tae atu ki te rapurongoā
Tautoko hōrapa mō te whakahoahoa me te whakamahinga ā-mahi
- Ka tautoko i ngā reo me ngā anga katoa kua whakawhanakehia i tēnei wā, tae atu ki Python, Java, C/C++, Javascript, TypeScript, Go me Rust
- Ka whakaaunoa i te tukanga whanaketanga katoa, tae atu ki te waihanga waehere, te whakahou hanganga aunoa, te tuhi waehere whakamātautau, te kimi me te whakatika hapa, te tuhinga me te arotake waehere
- Kua arotauhia mō ngā taiao hinonga, tae atu ki te tātari i ngā pūtake waehere nui, te hekenga o te waehere tawhito, me te waihanga aunoa i ngā tuhinga API
Tautoko mō te On-premises me te SaaS
- SaaS(API kapua): he tere te whakauru, kāore he taumahatanga tiaki, he ngāwari te mahi ngātahi wā-tūturu me te whakawhānui
- On-premises (te hanga ki roto i te kamupene): he mea whakarite mō ngā whāinga motuhake pēnei i te haumarutanga, te mana motuhake o ngā raraunga me te ū ki ngā ture. Ka taea te kōwhiri ngāwari i runga i ngā kaupapa here haumarutanga, te wāhi o ngā raraunga me te taiao whatunga o te kamupene
Te hototahitanga ki ngā IDE me ngā taiao whanaketanga huhua
- He tautoko mō ngā monomai me ngā toronga o ngā IDE matua pēnei i Visual Studio Code, te whānau JetBrains (IDEA, PuCharm me ērā atu), Eclipse me Jupyter Notebook
- Ka taea te whakauru ngāwari hei API/SDK ki ngā paipa CI/CD, ngā tomokanga whanaketanga ā-kamupene me ngā taputapu ritenga
ARI (he tūāpapa hanga me te whakahaere i ngā kaihautū aunoa rerengamahi e hāngai ana ki te reo māori)
He tūāpapa hanga kaihautū atamai a ARI e hoahoa, e whakahaere, e whakahaere tonu ana i ngā rerengamahi aunoa mā ngā whakahau reo māori anake. Mā te whakauru i ngā huinga tauira reasoning a CLEVI (cip-5-agent, cip-5-vision, ivy-4-mm me ērā atu), MCP(Model Context Protocol), te hono ki ngā API ā-waho me te pūnaha monomai, ka whakakotahi aunoatia i ngā rerengamahi kaihautū ka taea te whakahaere tonu i muri tonu i te tāurunga o te whakahau.
He tirohanga o te whakatinanatanga o ARI, he tūāpapa aunoatanga rerengamahi i hangaia i runga i te tauira cip-5-agent
Ngā āhuatanga matua
- Hoahoa e hāngai ana ki te reo māori: mā te rerenga kotahi, “Hangaia he rerengamahi hei tuhi pūrongo aunoa”, ka hangaia, ka honoa aunoatia ngā kōpuku
- Te hono ki MCP, ngā API ā-waho me ngā monomai: mā te MCP kua whakatauritehia, ka whakaatu, ka karanga haumaru i ngā taputapu, raraunga me ngā rauemi, ā, ka whakawhānui ngāwari i ngā API ā-roto/ā-waho me ngā monomai a ngā rōpū tuatoru
- Te arotautanga auau (Recursive Optimization): ka arotake i ngā hua o te whakahaerenga, ka whakarerekē, ka whakahou aunoa i te hanganga kōpuku, i te waehere/parameta rānei, kia pai tonu ai te tika me te whaihua
- Tautoko multimodal: ka tautoko i te tāuru/putanga o te kuputuhi, whakaahua me ngā tuhinga, ā, ka whakaatu i ngā hua hei mahere kōpuku ā-kanohi kia ngāwari ai te whai me te arotake
- Te kāwanatanga/haumarutanga: ka tautoko i ngā whakaaetanga, te takiuru me te hītori putanga, kia mau ai te āheinga ki te arotake me te whakahoki anō i ngā hua i roto i ngā taiao hinonga
Ngā rerekētanga hangarau me te wāriu
- Ka whakatauria e te kaiārahi anō te koropiko kati o “te mārama ki te whāinga → te whakarite mahere → te whakatinana → te manatoko i te hua → te whakatika aunoa” (te whakakotahi i te CTA·ToolCalling·Semantic DB), kāore i te here ki ngā taputapu tawhito e aro ana ki te hono ā-ringa i ngā kōpuku
- Mā te MCP ka whakatauria te hono o ngā taputapu/rauemi hei paerewa, nō reira he nui ake te kawe-ā-ringa me te whakawhānui, ā, he ōrite te wheako whanaketanga i ngā taiao on-premises me SaaS
- Mā te mana whakahaere whakauru ki te Coding Agent·Physical AI·On-prem solutions ka whakawhānuihia te whānuitanga o te aunoatanga puta noa i te hinonga
Ngā painga e tūmanakohia ana
- Ka taea e te hunga kāore i te kaiwhakawhanake te hoahoa me te whakahaere i ngā aunoatanga uaua mā te reo māori, ā, mā te arotautanga recursive e takea ana i ngā hua ka taea te whakaiti i ngā utu whakahaere me te whakapai ake i ngā inenga kounga (te tika/te wā tukatuka) i te wā kotahi
- Mā te whakamahi i te rauwiringa kaiao o ngā paerewa (MCP) me ngā monomai, ka taea te whakawhānui tere ki ngā mahi/pūnaha hou
Clevi security agent (whakamātautau rōpū whero)
Ko Clevi Purple Agent he kaiārahi haumaru matatau e whakahōu aunoa ana i te pātengi raraunga CVE o Amerika ia rā kia whiwhi ai i ngā pārongo whakaraeraetanga hou, ā, mā te tohu i te whāinga i runga i te reo māori anake (hei tauira: windows, web server, tētahi kōpaki/ingoa kōnae) ka kitea, ka manatoko, ka pūrongotia ngā whakaraeraetanga haumaru o ngā whatunga ā-roto·tūmau·whatunga·taupānga mā te ara a te white hat hacker (whakaeke whakamātau, whaihanga). Ka tautoko i te huringa katoa o te kimi aunoa → te manatoko i te horopaki → te waihanga pūrongo, ā, he mea hoahoa kia taea te whakahaere i ngā taiao on-premises me ngā whatunga taratahi, nō reira he pai mō ngā ahumahi e tino aro ana ki ngā here, pēnei i te rāngai tūmatanui, pūtea me te hanga.
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Ngā āhuatanga matua
Tukutahi aunoa i te whāngai CVE ia rā
- Ka tukutahi ia rā i ngā pūtake NVD/CVE o Amerika me ngā mōhiohio tuma ā-roto (te paipa kohinga) kia mau tonu ai te rārangi whakaraeraetanga hou.
Te tohu whāinga mā te reo māori (atanga kaiwhakahaere kua whakangāwaritia)
- Ka taea e te kaiwhakamahi te tohu i te whāinga kimi mā te reo māori/kupu matua māmā pēnei i te “windows”, “tūmau motuhake:10.10.0.5”, “/var/www/html” (hei tauira, ka tukuna te ara whakauru o te paewhiri mauī hei UI)
Pūkaha manatoko white hat hacker whaihanga (kāore e whakakino)
- Ka manatoko whaihanga i te tūponotanga o te noho o te whakaraeraetanga i roto i tētahi taiao sandbox/emulation haumaru (ngana ki te Exploit → te whakaputa anō i te whakaraeraetanga me te kore e mātaki i te pānga), kia taea ai te whakatau mēnā kei reira te whakaraeraetanga me tōna taumata mōrearea me te kore e aukati i te ratonga tūturu.
Pūrongo aunoa·whakaraupapa matua
- Ka tukuna tonutia he whakamōhiotanga whakarāpopoto ki ngā kaiwhakahaere (īmēra/Slack/tikiti), ā, ka hanga aunoatia he pūrongo PDF/HTML e whai ana i te pānga me te aronga matua o te whakaraeraetanga (te wāhi whakaraerae, te whakarāpopototanga o ngā tikanga whakaputa anō, ngā mahi e tūtohutia ana)
Te hono ki ngā horopaki me ngā playbook (ngā kōwhiringa hono mahi aunoa)
- I ngā taiao kua whakaaetia, ka taea te whakaoho i te whakahaere aunoa i ngā horopaki papaki me ngā whakangāwaritanga rangitahi (te whakamahi i ngā ture whakamaru i mua i te papaki). (Me whai tonu i te tukanga whakaaetanga e ai ki ngā kaupapa here whakahaere)
Te hono ki ngā rangitaki whakakotahi me te SIEM
- Ka whakakotahihia ngā rangitaki pūnaha, ngā rangitaki kitenga me ngā hua pūrongo ki te SIEM/te tomokanga haumaru, kia taea ai te aroturuki me te arotake haere tonu
Ngā whakaaetanga, te arotake me te kāwanatanga
- Ka tuhia ngā mahi kitenga me ngā mahi manatoko katoa me te pūkete, te whakaaetanga me te tohu wā, hei whakarite mō ngā arotakenga ā-ture, ā-whakature hoki.
Ngā rerekētanga hangarau me te uara
Te wā-tūturu me te whakahoutanga ia rā
- Mā te paipa whakahou aunoa ia rā o CVE/NVD, ka taea te whai i te pānga ‘i muri tonu i te whakaputanga o te zero-day’.
Te whakarite mahere whakaraeraetanga mā AI
- Ka tauritehia e AI ngā whāinga kua tohua mā te reo māori me ngā whakamārama hangarau CVE (reo Pākehā me te reo Kōrea), ā, ka whakaraupapa i te tūponotanga o te pūnaha ki te kitea (te hāngaitanga o te whakaraeraetanga).
Te hoahoanga whaihanga kore-whakangaromanga
- Ka whakamanahia te haumaru mā te manatoko i roto i tētahi ‘sandbox whaihanga’ kāore e whakararuraru ana i ngā ratonga a te kiritaki.
Ngā kōwhiringa tohatoha mō ngā hinonga
- Ka tautokona katoatia te SaaS, te on-premises me te whatunga taratahi (SVCE), kia taea ai te ū ki ngā whakaritenga o te rāngai tūmatanui me te rāngai pūtea.
Ngā pūrongo aunoa me te whaiwhai
- Mā te aroturuki arotake kapi o te kitenga→manatoko→pūrongo (putanga, hītori, kaiwhakahaere kawenga), ka whakaitihia ngā tūraru whakahaere.
Te whakaritenga tukanga whakakotahi
- Mā te hono ki ARI (te tūāpapa rerengamahi) me ngā pūnaha whakahaere papaki me ngā pūnaha tikiti ā-roto, ka whakaaunoatia te koropiko tukurua PoC→papaki→manatoko.
Ngā hua e tūmanakohia ana (te pānga pakihi)
Te whakaiti tūraru i mua
- Mā te tirotiro tere i te tūpono kitea ki ngā CVE hou kua whakaputaina, ka ārai wawehia te tūraru tūturu o te takahitanga.
Te whakapiki i te tōtika whakahaere
- Mā te whakaaunoa i ngā tirotiro whakaraeraetanga tukurua me ngā mahi pūrongo, ka penapenahia te wā me ngā kaimahi o te tīma haumaru.
Te whakapakari i te urupare ki ngā whakaritenga me te ū ki ngā ture
- Ka tukuna ngā rangitaki tirotiro me ngā pūrongo ka taea te arotake, e hāngai ana ki ngā whakaritenga ture pēnei i te PIPA/CSAP.
Te tautoko i te whakatau tere
- Mā te pūrongo whakaraupapa e hāngai ana ki te pānga, ka taea te whakatau tere i te aronga matua mō te papaki me te whakangāwari.
Pātai me te tono whakaaturanga: [email protected]
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