Ka kōrerohia te Pūnaha Tuwhera Pūtake me te mea he kī makutu e iriti ana i ngā mea katoa. Ehara i te mea pena. Engari he huarahi whai hua, he māmā noa iho ki te hanga pūnaha AI ka taea e koe te mārama, te whakapai ake, me te tuku atu me te kore e tono ki te kaihoko kia pana i te pātene. Mena kua whakaaro koe he aha te mea e kiia ana he "tuwhera", he aha te hokohoko noa iho, me pēhea te whakamahi i te mahi, kei te wāhi tika koe. Hopukia he kawhe - he mea whai hua tēnei, ā, he whakaaro nui pea ☕🙂.
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 Me pēhea te whakauru i te AI ki roto i tō pakihi
Ngā mahi whai hua hei whakauru i ngā taputapu AI mō te tipu pakihi atamai ake.
🔗 Me pēhea te whakamahi i te AI kia nui ake ai te hua
Kitea ngā rerengamahi AI whai hua hei penapena wā, hei whakapiki hoki i te whai huatanga.
🔗 He aha ngā pūkenga AI
Akohia ngā pūkenga matua o te AI e tika ana mō ngā tohunga ngaio kua rite mō āpōpō.
🔗 He aha te Google Vertex AI?
Kia mārama ki te Vertex AI a Google me ōna huarahi e whakangawari ai i te ako mīhini.
He aha te Pūtake Tuwhera o te Pūnaha Hangarau Mōhiohio? 🤖🔓
I tōna māmā noa iho, ko te tikanga o te Open Source AI ko ngā wāhanga o tētahi pūnaha AI—te waehere, ngā taumaha tauira, ngā ara raraunga, ngā tuhinga whakangungu, me ngā tuhinga—ka tukuna i raro i ngā raihana e āhei ai te tangata ki te whakamahi, ki te ako, ki te whakarerekē, me te tohatoha i aua mea, i raro i ngā tikanga whaitake. Ko taua reo herekore matua i ahu mai i te Whakamāramatanga Open Source me ōna mātāpono roa o te herekore kaiwhakamahi [1]. Ko te rerekētanga o te AI he maha atu ngā wāhanga ehara i te waehere anake.
Ko ētahi kaupapa e whakaputa ana i ngā mea katoa: te waehere, ngā puna raraunga whakangungu, ngā tohutao, me te tauira kua whakangungua. Ko ētahi e tuku ana i ngā taumaha me te raihana ritenga anake. Ka whakamahia e te pūnaha te whakarāpopototanga koretake i ētahi wā, nō reira me whakatika i te wāhanga e whai ake nei.
Pūtake Tuwhera AI vs taumaha tuwhera vs urunga tuwhera 😅
Koinei te wāhi e kōrero ai te tangata tetahi ki tetahi.
-
Pūtake Tuwhera AI — E whai ana te kaupapa i ngā mātāpono pūtake tuwhera puta noa i tana puranga. Kei raro i te raihana kua whakaaetia e te OSI te waehere, ā, ka taea e ngā tikanga tohatoha te whakamahi whānui, te whakarerekē, me te tiritiri. Ko te wairua i konei e whakaata ana i tā te OSI e whakaahua ana: ko te herekore o te kaiwhakamahi te mea tuatahi [1][2].
-
Taumaha tuwhera — Ka taea te tango i ngā taumaha tauira kua whakangungua (he kore utu i ētahi wā) engari i raro i ngā tikanga motuhake. Ka kite koe i ngā tikanga whakamahi, ngā rohe tohatoha anō, ngā ture pūrongo rānei. E whakaatu ana te whānau Llama a Meta i tēnei: he tuwhera te pūnaha waehere, engari ka tukuna ngā taumaha tauira i raro i tētahi raihana motuhake me ngā tikanga whakamahi [4].
-
Urunga tuwhera — Ka taea e koe te whakamahi i tētahi API, mō te kore utu pea, engari kāore koe e whiwhi i ngā taumaha. He āwhina mō te whakamātautau, engari ehara i te mea he pūtake tuwhera.
Ehara i te mea ko te tikanga anake tēnei. Ka rerekē ō tika me ō mōrearea puta noa i ēnei wāhanga. Ko te mahi a OSI i tēnei wā mō te AI me te tuwhera ka wetewete i ēnei āhuatanga i roto i te reo māmā [2].
He aha te mea e pai ai te Open Source AI ✅
Kia tere, kia pono hoki tā tātou mahi.
-
Te Aromātai — Ka taea e koe te pānui i te waehere, te tirotiro i ngā tohutao raraunga, me te whai i ngā mahi whakangungu. Ka āwhina tēnei ki te whakatutuki i ngā whakaritenga, ngā arotake haumaru, me te hiahia tawhito. Ka akiaki te Anga Whakahaere Mōrearea NIST AI i ngā mahi tuhi me te māramatanga ka taea e ngā kaupapa tuwhera te whakatutuki wawe ake [3].
-
Te Urutau — Kāore koe i roto i te mahere mahi a te kaihoko. Whakatakotoria. Tāpirihia. Tukuna. Lego, ehara i te kirihou piri.
-
Whakahaere utu — Whakahaere-ā-koe ina iti ake te utu. Pakaru ki te kapua ina kore. Whakaranua, whakatauritea ngā taputapu.
-
Tere o te hapori — Ka whakatikahia ngā pepeke, ka tau mai ngā āhuatanga, ā, ka ako koe i ngā hoa. He pōrearea? I ētahi wā. He whai hua? I ngā wā maha.
-
Te māramatanga o te whakahaere — Ka taea te matapae i ngā raihana tuwhera tūturu. Whakatauritea tēnā ki ngā Ture Ratonga API e huri mārire ana i te Tūrei.
He tino tika? Kāore. Engari he mārama ngā painga - he nui atu i ngā mea ka kitea mai i ngā ratonga pouaka pango maha.
Te puranga AI Pūtake Tuwhera: waehere, taumaha, raraunga, me te kāpia 🧩
Whakaarohia he kaupapa AI he rite ki te lasagna rerekē. He paparanga kei ngā wāhi katoa.
-
Ngā Anga me ngā Wā Whakahaere — He taputapu hei tautuhi, hei whakangungu, hei mahi hoki i ngā tauira (hei tauira, PyTorch, TensorFlow). He mea nui ake ngā hapori me ngā tuhinga hauora i ngā ingoa waitohu.
-
Ngā hoahoanga tauira — Te mahere: ngā whakawhiti, ngā tauira horapa, ngā tatūnga whakarei-whakahoki.
-
Taumaha — Ngā tawhā i akohia i te wā whakangungu. Ko te "Tuwhera" i konei e whakawhirinaki ana ki te tohatoha anō me ngā mana whakamahi arumoni, ehara i te mea ko te tango noa iho.
-
Ngā raraunga me ngā tohutao — Ngā tuhinga whakarite, ngā tātari, ngā whakanui, ngā wātaka whakangungu. He mea nui te māramatanga i konei mō te taea te tāruarua.
-
Te whakarite me te whakarite — Ngā tūmau whakatau, ngā pātengi raraunga whārite, ngā hononga aromatawai, te āheinga ki te tirotiro, CI/CD.
-
Raihana — Ko te pou tuarā e whakatau ana i tāu e taea ai te mahi. Kei raro ake nei.
Raihana 101 mō te Pūtake Tuwhera AI 📜
Kāore koe e hiahia kia noho hei rōia. Me kite koe i ngā tauira.
-
Ngā raihana waehere whakaae — MIT, BSD, Apache-2.0. Kei roto i a Apache tētahi tahua pateni mārama e maiohahia ana e te tini o ngā tīma [1].
-
Mana pupuri - e hiahiatia ana e te whānau GPL kia noho tuwhera tonu ngā hua i raro i te raihana kotahi. He kaha, engari whakamaheretia kia uru ki roto i tō hoahoanga.
-
Ngā raihana motuhake ki te tauira — Mō ngā taumaha me ngā huinga raraunga, ka kite koe i ngā raihana ritenga pērā i te whānau Raihana AI Kawenga (OpenRAIL). Ka whakakōwaehia e ēnei ngā whakaaetanga me ngā here e hangai ana ki te whakamahinga; ko ētahi ka whakaae ki te whakamahinga arumoni whānui, ko ētahi ka tāpiri i ngā ārai mō te whakamahinga hē [5].
-
Ngā Pūnaha Auaha mō ngā raraunga — He mea noa te CC-BY, te CC0 rānei mō ngā huinga raraunga me ngā tuhinga. Ka taea te whakahaere i te tohu i te tauine iti; hangaia he tauira i te tīmatanga.
Tohutohu ngaio: Puritia he whārangi kotahi e whakarārangi ana i ia whakawhirinakitanga, tōna raihana, me te whakaaetia o te tohatoha arumoni. He hoha? Āe. He mea tika? Āe hoki.
Ripanga whakatairite: ngā kaupapa rongonui o te Open Source AI me ō rātou tūranga 📊
he āhua paru noa iho - koinei te āhua o ngā tuhipoka tūturu
| Utauta / Kaupapa | Mā wai tēnei | Te utu pea | He aha i pai ai te mahi |
|---|---|---|---|
| PyTorch | Ngā kairangahau, ngā miihini | Koreutu | He kauwhata hihiri, he hapori nui, he tuhinga kaha. Kua whakamatautauria i roto i te prod. |
| TensorFlow | Ngā tīma hinonga, ngā mahi ML | Koreutu | Aratau kauwhata, TF-Serving, hōhonutanga o te rauropi. He ako matatau ake mō ētahi, he pakari tonu. |
| Ngā Whakawhiti Kanohi Awhi | Ngā kaihanga me ngā rā kati | Koreutu | Ngā tauira kua oti te whakangungu, ngā paipa, ngā huinga raraunga, he ngāwari te whakatikatika. He pokatata pono. |
| vLLM | Ngā tīma whai whakaaro ki te ao whānui | Koreutu | He tere te mahi LLM, he pai te keteroki KV, he kaha te whakaputanga o ngā GPU noa. |
| Llama.cpp | Ngā kaitātari, ngā taputapu taha | Koreutu | Whakahaerehia ngā tauira ā-rohe i runga i ngā pona me ngā waea me te ine ine. |
| LangChain | Ngā kaiwhakawhanake taupānga, ngā kaihanga tauira | Koreutu | Ngā mekameka whakakotahi, ngā hononga, ngā kaihoko. Ka tere te wikitoria mēnā ka noho māmā noa iho. |
| Te Horapa Pūmau | Ngā kaihanga auaha, ngā tīma hua | Ngā taumaha kore utu | Te whakaputa whakaahua ā-rohe, ā-kapua rānei; ngā rerengamahi nui me ngā atanga kaiwhakamahi huri noa. |
| Ōrama | Ngā Kaiwhakawhanake e aroha ana ki ngā CLI ā-rohe | Koreutu | Tōia, ā, whakahaerea ngā tauira ā-rohe. He rerekē ngā raihana i runga i te kāri tauira—kia tūpato ki tēnā. |
Ae, he maha ngā mea "Koreutu." Kāore i te kore utu te manaaki, ngā GPU, te rokiroki, me ngā hāora mahi.
Te whakamahinga a ngā kamupene i te Open Source AI i te mahi 🏢⚙️
E rua ngā āhuatanga tino rerekē ka rangona e koe: me whakahaere e te katoa ngā mea katoa ki a rātou anō, kāore rānei. He pakupaku ake te ao tūturu.
-
Te hanga tauira tere — Tīmata ki ngā tauira tuwhera ā-ringa hei whakamana i te UX me te pānga. Whakahouhia ā muri ake nei.
-
Te tuku ranu — Puritia he tauira e manaakihia ana e te VPC, e noho ana rānei i te wāhi noho mō ngā waeatanga e aro ana ki te tūmataitinga. Hoki atu ki tētahi API e manaakihia ana mō te kawenga hiku roa, te kawenga koikoi rānei. He tino noa.
-
Whakatikatika mō ngā mahi whaiti — He maha ngā wā ka pai ake te urutaunga rohe i te tauine mata.
-
RAG i ngā wāhi katoa — Ka whakaitihia e te whakaputanga whakarei ake o te tiki ngā moemoeā mā te whakapūmau i ngā whakautu ki roto i ō raraunga. Mā ngā Pūnaha Raraunga Vector Tuwhera me ngā Urutau ka māmā ake tēnei.
-
Tapa me te tuimotu — Ko ngā tauira māmā i hangaia mō ngā pona, waea, pūtirotiro rānei e whakawhanui ana i ngā mata o ngā hua.
-
Te Whakatutukitanga me te Arotake — Nā te mea ka taea e koe te tirotiro i ngā whekau, he mea pakari tā ngā kaitātari hei arotake. Honoa tēnei ki tētahi kaupapa here AI haepapa e hangai ana ki ngā kāwai RMF a NIST me ngā aratohu tuhinga [3].
He kōrero iti: I whakamahia e tētahi tīma SaaS e aro nui ana ki te tūmataitinga (ngā kaiwhakamahi mākete waenga, EU) tētahi tatūnga ranu: he tauira tuwhera iti i roto i te VPC mō te 80% o ngā tono; i pakaru ki tētahi API manaaki mō ngā tohu horopaki roa, onge. I tapahia e rātou te whakaroa mō te ara noa, ā, i whakangawaritia ngā pepa mahi DPIA—me te kore e kohuatia te moana.
Ngā mōrearea me ngā raruraru me whakamahere koe mō 🧨
Kia pakeke tātou ki tēnei mea.
-
Te nekenekehanga o te raihana — Ka tīmata te MIT i tētahi repo, kātahi ka nekehia ngā taumaha ki tētahi raihana ritenga. Kia whakahoutia tō rēhita ā-roto, ki te kore ka tukuna atu e koe he ohorere mō te tutuki i ngā whakaritenga [2][4][5].
-
Pūtake raraunga — Ka taea te rere o ngā raraunga whakangungu me ngā mana pōuri ki roto i ngā tauira. Aroturukihia ngā pūtake me te whai i ngā raihana huinga raraunga, kaua i ngā kare ā-roto [5].
-
Haumarutanga — Whakamahia ngā tauira taonga rite tonu ki tētahi atu mekameka tuku: ngā haki, ngā tukunga kua hainatia, ngā SBOM. Ahakoa he iti noa te SECURITY.md, kāore e taea te whakangā.
-
Rerekētanga kounga — He rerekē rawa ngā tauira tuwhera. Arotakehia mā ō mahi, kaua ko ngā papa ārahi anake.
-
Te utu huna o te hanganga — Ko te whakatau tere e hiahia ana ki ngā GPU, te ine ine, te puranga, te pupuri raraunga. He āwhina ngā taputapu tuwhera; ka utua tonutia e koe mā te rorohiko.
-
Nama whakahaere — Ki te kore tetahi e pupuri i te huringa ora o te tauira, ka whiwhi koe i te spaghetti whirihoranga. He koura te rārangi arowhai MLOps māmā.
Te whiriwhiri i te taumata tuwhera tika mō tō whakamahinga 🧭
He ara whakatau paku piko:
-
Me tuku tere me ngā whakaritenga ngāwari? Tīmata ki ngā tauira tuwhera ngāwari, te iti o te whakatikatika, te mahi kapua.
-
Me hiahia koe ki te tūmataitinga tino kaha , ki tuimotu rānei ? Kōwhiria he puranga tuwhera e tautokona pai ana, he whakatau whaiaro-manaaki, ā, arotakehia ngā raihana me te āta.
-
Me hiahia koe ki ngā mana arumoni whānui me te tohatoha anō? He pai ake ki a koe ngā waehere e hāngai ana ki te OSI me ngā raihana tauira e whakaae ana ki te whakamahinga arumoni me te tohatoha anō [1][5].
-
Me whai ngāwari te rangahau ? Whakamahia te tikanga whānui mai i te tīmatanga ki te mutunga, tae atu ki ngā raraunga, kia taea ai te tāruarua me te tohatoha.
-
Kāore i te tino mōhio? Whakamātauria ngā ara e rua. Ka pai ake te āhua o tētahi ara i roto i te wiki.
Me pēhea te aromatawai i tētahi kaupapa Pūtake Tuwhera AI pērā i te tohunga 🔍
He rārangi arowhai poto tēnei ka puritia e au, i ētahi wā i runga i te tauera.
-
Te māramatanga o te raihana — kua whakaaetia e te OSI mō te waehere? Ā, me pēhea ngā taumaha me ngā raraunga? He here whakamahinga rānei e takahi ana i tō tauira pakihi [1][2][5]?
-
Ngā tuhinga — Tāuta, tīmatanga tere, tauira, rapurongoā. He tohu ahurea ngā tuhinga.
-
Te tere o te tukunga — Ko ngā tukunga kua tohua me ngā rārangi huringa e tohu ana i te pumau; ko ngā pananga ā-wātea e tohu ana i ngā mahi toa.
-
Ngā Paearu me ngā Aromatawai — He tūturu ngā mahi? Ka taea te whakahaere i ngā Aromatawai?
-
Te tiaki me te whakahaere — Te whakamārama i ngā kaipupuri waehere, te wehewehe i ngā take, te urupare ki te PR.
-
Te urutau ki te pūnaha taiao — Ka pai te mahi tahi me ō taputapu, ngā rokiroki raraunga, te takiuru, te whakamana.
-
Tūnga haumarutanga — Ngā taonga kua hainatia, te matawai whakawhirinakitanga, te whakahaere CVE.
-
Tohu hapori — Ngā kōrero, ngā whakautu wānanga, ngā tauira repo.
Mō te whānui ake o te hononga ki ngā mahi pono, maherehia tō tukanga ki ngā kāwai NIST AI RMF me ngā taonga tuhinga [3].
Ruku hohonu 1: te waenganui pōrearea o ngā raihana tauira 🧪
Ko ētahi o ngā tauira tino kaha kei roto i te peere "taumaha tuwhera me ngā tikanga". E wātea ana ēnei, engari me ngā here whakamahinga, ngā ture tohatoha anō rānei. He pai pea tēnā mēnā kāore tō hua e whakawhirinaki ana ki te tākai anō i te tauira, ki te tuku atu rānei ki ngā taiao kiritaki. Mēnā e hiahiatia ana tēnā, whiriwhiria, whiriwhiria rānei tētahi atu turanga. Ko te mea nui ko te mahere i ō mahere whakararo ki te tuturu , kaua ki te pou rangitaki [4][5].
E ngana ana ngā raihana ā-Wāhanga OpenRAIL ki te whakatakoto i tētahi taurite: whakatenatena i te rangahau tuwhera me te tiritiri, me te ārai i te whakamahi hē. He pai te whāinga; kei a koe tonu ngā herenga. Pānuihia ngā tikanga, ā, whakatauhia mēnā e pai ana ngā tikanga ki tō hiahia mōrearea [5].
Ruku hohonu 2: te māramatanga o ngā raraunga me te pūrākau mō te taea te whakaputa anō 🧬
"Ki te kore he puranga raraunga katoa, he rūpahu te Open Source AI." Kāore rawa. te pūtake me ngā tohutao te whakarato i te māramatanga whai tikanga ahakoa he iti noa iho ētahi huinga raraunga mata. Ka taea e koe te tuhi i ngā tātari, ngā ōwehenga tauira, me ngā mahi horoi kia pai ai te whakatau tata a tētahi atu tīma i ngā hua. He pai te tāruarua tino tika. He maha ngā wā ka nui te māramatanga ka taea te mahi [3][5].
Ina tuwhera ngā huinga raraunga, he mea noa ngā momo Creative Commons pēnei i te CC-BY, CC0 rānei. Ka uaua pea te whakamahi i te tohu i te tauine nui, nō reira kia rite te whakahaere i te mea i te tīmatanga.
Ruku hohonu 3: MLOps whai hua mō ngā tauira tuwhera 🚢
He rite te tuku i tētahi tauira tuwhera ki te tuku i tētahi ratonga, me ētahi āhuatanga rerekē anō hoki.
-
Paparanga mahi — Ka arotauhia e ngā tūmau whakatau motuhake te puranga, te whakahaere KV-keteroki, me te roma tohu.
-
Te Ine Tau — Ngā taumaha iti ake → te whakatau iti ake, me te whakatinanatanga taha māmā ake. He rerekē ngā taupatupatu kounga; inehia ki ō mahi.
-
Te Mātakitaki — Ngā tohu/putanga takiuru me te whai whakaaro ki te tūmataitinga. Tauira hei aromatawai. Tāpirihia ngā tirotiro nekehanga pērā i tāu e mahi ai mō te ML tuku iho.
-
Ngā Whakahōutanga — Ka taea e ngā tauira te whakarerekē mārire i ngā whanonga; whakamahia ngā manu kōtuku me te pupuri i tētahi pūranga mō te huri whakamuri me ngā arotake.
-
Āpitihanga Arotake — Kia mau ki tētahi huinga arotake motuhake mō te mahi, kaua ko ngā paearu whānui anake. Whakaurua ngā tohutohu tautohe me ngā tahua whakaroa.
He mahere iti: mai i te kore ki te tauira whai hua i roto i ngā hikoinga 10 🗺️
-
Tautuhia tētahi mahi whaiti me tētahi inenga. Kāore anō kia puta he tūāpapa whakahirahira.
-
Kōwhiria he tauira turanga whakaae noa kua whakamahia whānuitia, ā, kua tuhia paitia hoki.
-
Whakatakotoria he whakatau ā-rohe tū me te API takai angiangi. Kia hoha tonu.
-
Tāpirihia te tiki mai ki ngā putanga whenua o ō raraunga.
-
Whakaritea he huinga arotake iti kua tohua hei whakaata i ō kaiwhakamahi, i ō pūkenga me te katoa.
-
Whakatikatikahia, whakatikatikahia rānei mēnā kei te arotake te tikanga.
-
Tātaihia mēnā he roa te wā, he iti rānei te utu. Inehia anō te kounga.
-
Tāpirihia te takiuru, ngā tohu whakauru tīma whero, me te kaupapa here tukino.
-
He kēti me te haki āhuatanga me te tukunga ki tētahi ope iti.
-
Tukuna ngā whakapainga iti ia wiki… i ngā wā rānei kua tino pai ake.
Ngā kōrero pakiwaitara noa mō te Open Source AI, kua whakakorengia 🧱
-
Pūrākau: he kino ake ngā tauira tuwhera. Te mea pono: mō ngā mahi kua tohua me ngā raraunga tika, ka taea e ngā tauira tuwhera kua whakatikatikaina te mahi pai ake i ngā mahi kua manaakihia nui ake.
-
Pūrākau: ko te tikanga o te tuwhera he kore haumaru. Ko te mea pono: ka taea e te tuwhera te whakapai ake i te tirotiro. Ko te haumarutanga e whakawhirinaki ana ki ngā mahi, ehara i te mea ko te huna [3].
-
Pūrākau: kāore he aha te raihana ahakoa he kore utu. Ko te mea pono: ko te mea nui ko te mea he kore utu, nā te mea ka taurite te whakamahinga o te kore utu. E hiahia ana koe ki ngā mana mārama, kaua ki ngā kare ā-roto [1][5].
Pūtake Tuwhera AI 🧠✨
Ehara te Pūtake Tuwhera o te Pūnaha Hangarau Hoahoa (AI) i te whakapono. He huinga herekoretanga mahi e āhei ai koe ki te hanga me te mana whakahaere nui ake, te whakahaere mārama ake, me te tere ake o te mahi. Ina kī mai tetahi he "tuwhera" te tauira, pātai atu ko ēhea ngā paparanga e tuwhera ana: waehere, taumaha, raraunga, urunga noa rānei. Pānuihia te raihana. Whakatauritea ki tō whakamahinga. Ā, ko te mea nui, whakamātauria ki tō kawenga mahi tūturu.
Ko te mea pai rawa atu, he mea whakamīharo, ko te ahurea: ka tonohia ngā takoha me te tirotiro e ngā kaupapa tuwhera, ā, ka pai ake te pūmanawa me te tangata. Tērā pea ka kitea e koe ehara te nekehanga toa i te tauira nui rawa atu, i te paearu whakahirahira rānei, engari ko te mea ka taea e koe te mārama, te whakatika, me te whakapai ake i te wiki e tū mai nei. Koinei te mana marino o te Open Source AI - ehara i te mea hiriwa, he rite ki te taputapu maha kua whakamahia e whakaora tonu ana i te rā.
Roa rawa Kāore i Pānuihia 📝
Ko te Pūtake Tuwhera AI e pā ana ki te herekore whai tikanga ki te whakamahi, ki te ako, ki te whakarerekē, me te tohatoha i ngā pūnaha AI. Ka puta mai i ngā paparanga katoa: ngā anga, ngā tauira, ngā raraunga, me ngā taputapu. Kaua e whakapoauau i te pūtake tuwhera me ngā taumaha tuwhera, te urunga tuwhera rānei. Tirohia te raihana, aromatawaihia me ō mahi tūturu, me te hoahoa mō te haumarutanga me te whakahaere mai i te rā tuatahi. Me mahi i tēnā, ā, ka whiwhi koe i te tere, te mana whakahaere, me te mahere ara marino. He mea tino onge, he tino utu nui 🙃.
Ngā Tohutoro
[1] Kaupapa Pūtake Tuwhera - Whakamāramatanga Pūtake Tuwhera (OSD): pānuihia atu
[2] OSI - Ruku Hōhonu ki te AI me te Tuwheratanga: pānuihia atu
[3] NIST - Anga Whakahaere Mōrearea AI: pānuihia atu
[4] Raihana Tauira Meta - Llama: pānuihia atu
[5] Raihana AI Kawenga (OpenRAIL): pānuihia atu