Ngā putanga katoa · AI Research Edition
Your Community, Your AI — CC BY 4.0Whakahaere Hanganga AI i te Taumata Hapori — He Arotake Hangarau o Village AI
Mō ngā Kairangahau AI/ML me ngā Kairangahau Haumaru
He raupapa hangarau e rima ngā wāhanga e arotake ana i tētahi huarahi kē mō te whakatikatika AI: te here hanganga i te wā whakatau, kaua ko te whakatikatika mā te whakangungu. I tuhia mō ngā kairangahau e mōhio ana ki te RLHF, te AI ture, te whakamārama ā-mīhini, me ngā tuhinga whānui mō te whakatikatika. Kua tautuhia ngā kupu motuhake o te raupapa i te rārangi kupu.
Te Raupapa
1. He aha te AI — Me te wāhi tūturu o te raruraru whakatikatika
Te whakaaroaro e ahu mai ana, ngā ture whakawhānui, me te wehewehe i waenga i te āheinga me te āhei ki te whakahaere — kua mārō ake ināianei nā te huringa o te tau 2024–2026 mai i ngā chatbots ki ngā agents (āheinga vs te whakaputa hua) me ngā hua o te kore pono o te chain-of-thought e here ana i te aroturuki e hāngai ana ki te CoT. He aha i rerekē ai te raru whakatikatika pērā i te wheako a ngā pūnaha hapori kua whakatinanahia, i te raru whakatikatika e rangahauhia ana i te taiwhanga — me te aha hoki i whānui ake ai te huringa ki te māngai i te awhe pahūtanga o taua āputa.
2. Ngā Tauira Pūtake vs. Te Whakatau Motuhake ā-Rohe — He Tātaritanga Hanganga
Te panoni tohatoha, te hē o te reiti turanga, me te raruraru o te whakakapi huna. Me pēhea te hanganga o ngā raraunga whakangungu e tautuhi ana i te whanonga taunoa, he aha ngā take kāore te whakahau (prompting) me te RLHF e whakatau i ngā priōra tohatoha i ngā pito, ā, he aha ngā painga (me ngā whakawāteatanga) o tētahi rautaki Papanga Motuhake mō tētahi tauira 14 piriona-paramita, ki ngā pūnaha matatau — tae atu ki te āhuatanga aukati-mahi e tukuna ana e te whakatau here i te wā ka mahi te AI, kaua ko te whakautu.
3. He aha i rahua ai te whakahaere i te wā whakangungu — Ngā here hanganga hei huarahi kē
Te aitua 27027 hei rangahau take mō te hapa taurite: he pūnaha AI i whakakapi huna i te reo whakaora mō te reo whakapono ahakoa ngā tohutohu mārama. He aha i kore ai te whakangāwari āta (fine-tuning), te RLHF, me te AI ture (constitutional AI) e whakaoti i tēnei momo raru. Guardian Agents hei wehenga mātauranga — ngā pūnaha whakamana e motuhake ana ā-hanganga i te tauira e aroturuki ana rātou.
4. He aha te Ora i te Whakaputanga — He Rārangi Kāore i Whakapaipaihia
Te pūnaha tūturu: he tauira pūtake Qwen2 14B me te whakangāwari paparanga motuhake mō ia momo hua, tātaritanga GPU ā-roto me te hokinga ki te CPU, whakamana ōrite-cosine ki ngā tuhinga pūtake, whā paparanga Guardian Agent, he porowhita urupare urutau, me tētahi mata ā-agent kotahi e herea ana (te whakatau urupare). He aha ngā mea e mahi ana, he aha ngā mea kāore anō kia whakamātauria, me ngā wāhi e mōhio ana mātou ki ngā here.
5. I tua atu i te Tauira — Whakaurunga Hanganga Papanga me te Whakahaere
Te AI hei wāhanga kotahi i roto i tētahi tūāpapa hapori rangatira. Me pēhea e toro atu ai ngā here hanganga i tua atu i te tauira ki te wehewehe raraunga, te hanganga whakaaetanga, te anga ā-tātai kupu, me te whakahaere ā-hapori honohono. He aha ngā āheinga e whakakorehia ana e tēnei huarahi, ā, he aha ngā mea e whiwhi ana i te āheinga whakamana.
Nā wai ēnei
I tuhia ēnei tuhinga mō ngā kairangahau e mahi ana ki te whakatikatika, te haumaru, te āhei whakamārama, me te whakahaere o te AI. Ko te whakaaro kei te mōhio koutou ki ngā hanganga transformer, ngā tikanga whakangāwari, te ako whakapakari mai i ngā urupare a te tangata, me ngā tuhinga o nāianei mō te whakatikatika.
Ehara tēnei i te whakaaro ā-ariā. He whakamārama tēnei mō tētahi pūnaha kua whakatinanahia — e whakahaere ana mai i te tau 2025 — e whai huarahi rerekē ana ki te raru whakatikatika: he here hanganga i te wā whakatau, ehara i te whakatikatika mā te whakangungu. He hou tēnei huarahi, he iti tōna rahi, ā, kāore anō kia aromatawaihia motuhake. Ka whakaatu mātou i tēnei hei rangahau take, ehara i te rongoā.
Ka whakamārama mārika mātou i ngā here. Kāore e taea e tētahi tauira 14B-paramita me te motuhaketanga ā-rohe te whakataetae ki ngā pūnaha matatau rawa atu mō te āheinga whānui. Ka tāpiri te hanganga Guardian Agent i te whakaroa. Kei te whakawhirinaki te whakamana ōritetanga kōsini ki te kounga me te whānuitanga o te kohinga tuhinga puna. He tūturu ēnei whakawhitinga, ā, ka matapakihia e mātou puta noa i te tuhinga.
Pānui Atu
- Village AI — Hanganga Hangarau Katoa
- Te Anga Tractatus — Whakahaere AI Puna Tuwhera
- Guardian Agents — Hanganga me te Whakatinanatanga
- Hōtaka Hapori Whakatū
- Ngā akoranga mō ngā kaiwhakamahi mō te whakahaere i ēnei pūnaha i raro i te mana whakahaere a te tangata: Te Mahi me Claude me Ngā Āpiha i te Mahi
He whaihua? Tiritiria tēnei tuhinga, kia whakaatuhia rānei he waehere QR hei karapa.