Shannon 3.1
Ko te koromeke whakaaroaro tonu, kua nekehia ki tā mātou ake tautau GPU: 32% te mōhio ake, 10-15x te tere ake, me te matapihi horopaki 196,608 tohu.
Whakarāpopoto
E mau tonu ana a Shannon 3.1 i ngā mea katoa i whai take ai a Shannon 3 — te koromeke whakaaroaro tukurua, te kore paparanga whakakāhore, te kore tātari putanga — ā, kua rerekē ko te wāhi me te huarahi e rere ai. Kei tā mātou ake tautau GPU te tauira e tukuna ana ināianei, kaua i tētahi kaiwhāngai putanga a-waho. E ine ana te arotake a Shannon Lab i te piki 32% o te mōhio me ngā whakautu 10-15x te tere ake i a Shannon 3.0. Kua piki te matapihi horopaki mai i te 32,768 ki te 196,608 tohu. Kua ngaro te paparanga āta-tuku i āta whakapōturi i te putanga o 3.0: ka rere a 3.1 i te tere katoa o te pūkaha. Ko ngā id tauira ko shannon-3.1 me shannon-3.1-pro, i te kōrerorero me ngā momo API e toru katoa.
Ko te nuinga o ngā tukunga tauira ka tono kia whakapono noa koe ki tētahi kerēme āheinga, ka tatari ai kia tau mai he ripanga paerewa hei whakatau i te tautohe. He māmā ake te tirotiro i tēnei: whakatuwherahia kia rua ngā ripa, whakaurua te tohutohu ōrite ki shannon-3 me shannon-3.1, ka mātaki. Ehara i te mea ngāwari te rerekētanga o te tere o te taenga mai o te whakautu, ā, ehara hoki i te tinihanga whakaatu. I āta whakapōturitia a Shannon 3.0. Kāore a Shannon 3.1.
01He aha kē i rerekē ai a Shannon 3.1
Nā Shannon 3.0 i whakauru mai te mea e tautuhi ana i tēnei whānau: he koromeke whakaaroaro tukurua. Kāore te tauira e whakautu i tana whakaaro tuatahi. Ka whakaaro, ka hukihuki, ka arotake i tāna ake hukihuki ki te pātai, ka whakapai ake. Kotahi anake te hipanga o taua koromeke a Lite; ka whakahaere a Pro i te koromeke katoa, tae atu ki tētahi hipanga kohi mātauranga i mua i te hukihuki. Kua whakamāramatia taua hoahoa i roto i te tuhinga rangahau Shannon 3, ā, kāore tētahi o aua mea i rerekē i a 3.1.
Ko te mea i rerekē ko te pūrere kei raro. I tukuna a Shannon 3.0 mā tētahi kaiwhāngai putanga a-waho — he huarahi tika hei whakarewa i tētahi tauira, he huarahi here hoki hei whakahaere. Ka riro i a koe te whirihoranga tuku a tētahi atu, te rārangi tatari a tētahi atu, te tuanui horopaki a tētahi atu, me te whakaaro a tētahi atu mō te maha o ngā tohu ia hēkona ka whakaaetia ki a koe. Kei tā mātou ake tautau GPU a Shannon 3.1 e rere ana, i runga i tētahi papa tuku e whirihorangia ana e mātou, ā, ko ia tatauranga matua i tēnei tuhinga he hua nō taua whakataunga kotahi.
| Shannon 3.0 | Shannon 3.1 | |
|---|---|---|
| Te wāhi e rere ai | Kaiwhāngai a-waho | Tā mātou ake tautau GPU |
| Matapihi horopaki | 32,768 | 196,608 |
| Rere putanga | Āta-tuku / whakaiti tere | Tere katoa o te pūkaha |
| Taumaha | Taunoa a te kaiwhāngai | 4-bit NVFP4 |
| Whakawetewete | Aunoa | Matapae |
| Koromeke whakaaroaro | Whakaaro → hukihuki → arotake → whakapai | Kāore i rerekē |
| Paparanga whakakāhore | Kāore | Kāore |
| Ngā id tauira | shannon-3, shannon-3-pro | shannon-3.1, shannon-3.1-pro |
02He aha a Shannon 3.1 i rite ai ki te 10-15x te tere ake
Ko te tatauranga tere te mea tuatahi e uiuia ana e te tangata, nō reira he pai kia tika te kōrero mō tōna takenga mai. E rua ngā take motuhake, ā, ko te mea nui ake te mea kāore i te tino ātaahua.
Kua tangohia e mātou te kēti tere
I haere te putanga o Shannon 3.0 mā tētahi paparanga āta-tuku. Ka puta ngā tohu i te pūkaha, ka puritia, ka tukuna ki tō hononga i runga i tētahi wā tukutuku. Ehara tēnei i te hapa, i te aitua rānei. Ina ko te kaiwhāngai putanga tiritahi te aukati, mā te āta-tuku putanga e ōrite ai te taumaha, e kore ai tētahi whakaputanga roa e riro i te wāhi kotahi, ā, ka tae mai te rere i runga i tētahi manawataki e taea te matapae, e taea te pānui, kaua i te pahūhū. He whiringa mātanga e taea te whakatika, ā, i utua e ia kaiwhakamahi te wā karaka pūmau i ia whakautu.
Kāore he kēti tere, kāore hoki he āta-whakaatu i a Shannon 3.1. Ka tuhia ngā tohu ki tō rere i te wā e hangaia ana e te pūkaha. Mehemea kei te tere te hanga a te pūkaha, ka kite koe i te tere o tāna hanga. Kāore he pūmahara whakaōrite i waenga i te tauira me tō tūmata, tō matapihi kōrerorero, tō pānui SSE rānei. Mō tētahi whakautu roa — he tātaritanga 2,000 tohu, he kōnae waehere kua hangaia — nā tēnei anake te nuinga o te whakapainga ka kitea e koe.
He hua pono kei konei: kua pahūhū te rere ināianei. Ka tukuna e te whakawetewete matapae (kei raro nei) ngā tohu kua whakaaetia i roto i ngā rārangi poto, nō reira ka tae mai te kuputuhi i ngā wāhanga e kitea ana, kaua i te manawataki kupu-kotahi-i-te-wā. Mehemea i hangaia e koe he atanga i runga i te manawataki ōrite o 3.0, ka mahi tonu — kāore te raupapa me te ihirangi o ngā tohu i pāngia — engari tērā pea ka hiahia koe ki te whakahoki mai i tāu ake whakangāwari i te taha kiritaki mehemea i pai ake ki a koe te āhua pouaka-patuhi. Ki tā mātou whakaaro, he pai ake ki te nuinga te whiwhi anō i ngā hēkona.
Kua tere ake anō te pūkaha
Ka whai hua noa te tango i te kēti mehemea he tere te mea kei muri i te kēti. Ko te take tuarua ko te papa tuku kua whakaahuatia i te wāhanga 03: ngā taumaha 4-bit NVFP4 me te whakawetewete matapae i runga i ngā whakatere reanga-o-nāianei, tūturu-FP4 i tā mātou ake tautau. Mā ēnei tahi ka piki te tuanui ka whakaaturia e te tangohanga o te kēti.
Te roa whakautu mutunga-ki-mutunga whakatairite, arotake ā-roto a Shannon Lab, Hepetema 2026. E whakaatu ana te whānuitanga i te roa o te tohutohu me te taumata: kei te taha iti ngā tohutohu poto i a Lite, kei te taha nui ngā whakaputanga roa i a Pro.
03He aha kē te mahi a te whakawetewete matapae
He kupu hokohoko kua whakamahia te whakawetewete matapae, nō reira anei te tikanga, mārama noa.
Kotahi te tohu ka hangaia e tētahi tauira reo i ia whakawhiti-whakamua. Ehara i te pāngarau te mea nui o taua whakawhiti, engari ko te whānui-ara mahara — me pānui ngā taumaha i mua i te tātai i tētahi mea, ā, he roa noa atu te pānui i te tātai. Ko te nuinga o te wā o te GPU e tatari ana ki te mahara, ā, kāore ana wae tātai e mahi ana. Ko te hanga i te 500 tohu, ko te utu i taua roanga 500 ngā wā, ia mea i muri i tētahi.
Ka whakaeke te whakawetewete matapae i te wāhanga raupapa. Ka tāpae tētahi tauira hukihuki iti, utu-iti i tētahi rārangi poto o ngā tohu e tūponotia ana — hei tauira, e whā, e waru rānei. Kātahi ka arotakehia e te tauira matua taua rārangi katoa i roto i te whakawhiti-whakamua pūranga kotahi, he iti noa te utu i te arotake i te tohu kotahi, nā te mea ka mahia te wāhanga utu-nui (te pānui i ngā taumaha) kotahi anake i ia ara. Ko ia tohu e whakaaetia ana e te tauira matua ka tangohia, ka tukuna tonutia. I te tautohe tuatahi, ka tapahia te rārangi, ka hoki mai te whakawetewete noa mai i reira.
Te āhuatanga hira
He pupuri-putanga te whakawetewete matapae. Kua hangaia te hipanga whakaū kia tino rite te tohatoha o te raupapa kua whakaaetia ki te tohatoha o te tango tauira a te tauira matua anō. Ehara i te whakautu a te tauira hukihuki ka riro i a koe, ehara hoki i te tata-tanga o te whakautu a te tauira nui. Ko te putanga tonu o te tauira matua ka riro i a koe, engari he iti iho ngā hipanga raupapa i taea ai. Ka pā noa te tauira hukihuki ki te tere, kaua rawa ki te ihirangi.
Ko te pāpātanga whakaae te mea e mahi ana. I runga i te kuputuhi e taea te matapae — te kuputuhi tauira, te hanganga waehere, ngā hononga o tētahi tautohe — he pai te matapae a te tauira hukihuki, ā, ka tau ngā rārangi roa i te wā kotahi. I runga i ngā tohu tino uaua, ka heke te whakaae, ā, ka hoki ātaahua te pūnaha ki te whakawetewete tohu-kotahi-i-te-wā. Koinā te tauritenga-kore e hiahiatia ana: ka whakatere i ngā wāhanga māmā, kāore e pā ki ngā mea uaua.
He aha ngā taumaha 4-bit i uru mai ai ki te kōwae kotahi
Nā te mea ko te whānui-ara mahara te aukati, he kōkiri tere tōtika te whakaiti i ngā taumaha, ehara noa i te kōkiri tapuwae-mahara. He hōputu tau-rewa 4-bit a NVFP4 me te tautohu ā-poraka, ā, koinā te mea e mau ai te tika i ngā wāhi i ngaro ai i ngā tikanga whakaiti tau-tōpū 4-bit o mua. Ko te hauwhā noa iho o ngā paita hei pānui i ia whakawhiti-whakamua, ko te tikanga he iti iho te wā e tatari ana ki te mahara, ā, he nui ake te wāhi mō te keteroki KV horopaki-roa e hiahiatia ana e te matapihi 196K.
Ka whakanui tētahi i tētahi, kaua ko te tāpiri noa: he iti iho ngā paita i ia whakawhiti, he iti iho hoki ngā whakawhiti i ia tohu ka puta. Nā tērā i utu ngāwari ai te tuku i te rere kore-kēti, tere-katoa, kaua hei utu me whakahoki mai mā te āta-tuku — koinā tonu te mahi a te paparanga āta-tuku i a 3.0.
04196,608 tohu: he aha te painga o te matapihi 6x
He matapihi 32,768 tohu tō Shannon 3.0: he wātū mahi, ehara i te tuhinga. Tata ki te 70-80 whārangi kuputuhi, ka tangohia atu te wāhi ka pau i te koromeke whakaaroaro mō tāna ake whakaaro, ka tangohia atu tō tohutohu pūnaha, ka tangohia atu te kōrerorero kua oti. Ka pā tonu ngā mahi tūturu ki taua pakitara, ā, ko ngā huarahi karo — te tapatapahi, te whakarāpopoto, te tiki-atu i ō rauemi — ka whakaiti katoa i te mea e ngana ana koe ki te pupuri. He momo raruraru kē te 196,608 tohu.
Ko te tikanga, tata ki te 400-500 whārangi kuputuhi Ingarihi, ki tētahi kāinga waehere rahi-waenga rānei me ōna whakamātautau me tāna README, ki te tau kotahi o ngā tuhipoka hui o tētahi kaupapa, ki tētahi huinga kirimana katoa me ōna āpitihanga — e mau ana i te kōrerorero kotahi, e taea te uiui i te pātai kotahi, kāore he paparanga tapatapahi i waenga i a koe me te rauemi.
- Ngā pātai puta-noa-i-te-pātaka. Utaina te waehere, ka pātai he aha te take ka tae tētahi hapa ki te whakaputanga, kaua ko te whakapiri noa i ngā kōnae e toru i whakapaetia kētia e koe. Ka kitea e te tauira te kōnae kāore koe i whakaaro ki te whakauru.
- Te tātari tuhinga roa me te kore tiki-atu. He tātari-o-mua ngaro-kōrero te tiki-atu e whakatau ana i ngā mea ka whakaaetia kia kite te tauira. I te 196K ka taea te whakarere i tērā, ka tuku i te tauira kia pānui i te katoa, ā, ka mutu tētahi momo hapa katoa i kore ai te kōwae tika e tikina.
- Ngā kōrerorero e mau tonu ana te tikanga. Kāore e ngaro puku i tētahi wātū mahi roa tōna ake tīmatanga. Ka mau tonu ngā here i whakatakotoria e koe i te karere tuatoru i te karere waru tekau.
- He wāhi mō te koromeke whakaaroaro. Ka pau te horopaki i te whakaaro, te hukihuki me te arotake a te koromeke anō. I a 3.0 i whakataetae aua hipanga ki ō rauemi mō tētahi pūtea iti. I a 3.1 ka uru ātaahua rātou, ā, koinā tētahi take i tae tahi mai ai te piki kounga me te piki matapihi.
- Ngā tāuru rahi, whakauru. Ngā whakaahua, te kuputuhi tuhinga kua tangohia me te waehere i te huri kotahi, kāore he wehewehe i ngā mea ka taea e koe te whakauru.
Kotahi te tohutohu pono e pā ana ki ia tauira horopaki-roa, tā mātou hoki: he āheinga te matapihi nui, ehara i te oati mō te aro ōrite puta noa. Ka āwhina tonu te hanganga. Mā te whakanoho i te pātai ki te mutunga, mā te tapanga i ō tuhinga, mā te kī atu ki te tauira he aha te mea hei rapu, ka pai ake ngā hua i te 150K tohu, engari kāore e pērā i te 5K.
05Lite me Pro: shannon-3.1 me shannon-3.1-pro
He rerekē ngā taumata e rua i te nui o te koromeke whakaaroaro ka whakahaerehia, ā, koinā anake te rerekētanga hira mō te kōwhiri i waenga i a rāua.
| shannon-3.1 (Lite) | shannon-3.1-pro (Pro) | |
|---|---|---|
| Whakaaroaro | Hipanga kotahi | Koromeke katoa + kohi mātauranga |
| Arotake-whaiaro | Kāo | Āe |
| Matapihi horopaki | 196,608 | 196,608 |
| Rere | Tere katoa, kore-kēti | Tere katoa, kore-kēti |
| Tirohanga & tuhinga | Āe | Āe |
| Taputapu waihanga whakaahua | Āe | Āe |
| Pai mō | Te nuinga o ngā mahi, rahi te putanga | Pātai uaua, kāore te hukihuki tuatahi i rawaka |
Whakamahia a Lite hei taunoa. Ka taea e te hipanga kotahi o tētahi tauira whakaaroaro pai te nuinga o ngā tono tūturu, ā, i a 3.1 he tere rawa, kāore koe e mōhio kei te tatari koe mō te koromeke. Kōwhiria a Pro ina ko te pātai tētahi e hē ai te whakautu tuatahi i te nuinga o te wā i tētahi ara whakaako: ngā whiringa hoahoa pūnaha, te tātari whakatete, ngā mea katoa e hiahia ai koe kia moe tētahi hoa mātanga ki runga. Ehara te hipanga arotake-whaiaro a Pro i te whakapaipai — ko te tauira tērā e kimi ana i āna ake hapa i mua i a koe.
06Te piki 32% o te mōhio, me te pānui tika i tērā
E kī ana te arotake ā-roto a Shannon Lab kei te piki 32% o te mōhio a Shannon 3.1 i runga i a Shannon 3.0. E hiahia ana mātou kia mārama he aha tērā, he aha hoki kāore.
Ko tā mātou tatauranga tērā, nā tā mātou huinga arotake ā-roto, i inea i runga i ngā mahi e whakaaro ana mātou e tohu ana i ngā mea e kawea mai ana e te tangata ki ēnei tauira. Ehara i te paerewa a-waho, ā, kāore mātou e hanga ripanga rārangi-hiranga i te taha o tētahi tatauranga ā-roto kotahi, kāore hoki e whakaputa i te wehewehenga ā-paerewa — e tohu ana te wehewehenga i tētahi taumata whakataurite a-waho kāore i te huinga ā-roto.
Ko tā mātou e kōrero ai ko te takenga mai o te piki, nā te mea kāore taua wāhanga i te huna. Ko te tikanga o te matapihi horopaki nui, he iti iho ngā rauemi me whakarere i mua i te whakaaro a te tauira, ā, ko te nuinga o te āhua kūare i ngā wātū roa he wareware noa. Ko te tikanga o te papa tuku kei a mātou te mana, ka rere te tauira me te whirihoranga i whakaarohia e mātou, kaua ko te taunoa a te kaiwhāngai. Ā, ko te koromeke whakaaroaro — kāore i rerekē te hoahoa — kua whai wāhi ināianei kia tino rere i roto i te matapihi, kaua ko te kuku ki tētahi tuanui 32K i tiritahi ai me tō tāuru.
Ko te paerewa tino whai hua mōu ko tāu ake. Tangohia tētahi tohutohu mai i tāu mahi tūturu — kaua he panga, engari he mea tūturu — ka whakahaere i runga i shannon-3, kātahi i runga i shannon-3.1. Whakatairitea ngā whakautu, ka ine i te wā. E whakaahua ana ā mātou tatauranga i te toharite puta noa i tētahi huinga; ko tāu tohutohu te mea me pai ake.
07Te tirohanga, ngā tuhinga, me te waihanga whakaahua
Ka pānui a Shannon 3.1 i ngā whakaahua me ngā tuhinga. Ka taea te whakauru i ngā hopukanga mata, ngā hoahoa, ngā whakaahua, ngā whārangi kua matawaia, ngā PDF me ngā tuhinga kuputuhi ki te kōrerorero, ka whakaarohia i te taha o ērā atu mea katoa. Ka honoa ki te matapihi 196K, koinā te mea e taea ai ngā mahi tuhinga-katoa: he pūrongo roa me ōna kauwhata i te huri kotahi, kāore he whakatau i mua ko ēhea whārangi ka whakaaetia kia kite te tauira.
E wātea ana te waihanga me te whakatika whakaahua i te kōrerorero hei taputapu. Tonoa he whakaahua, ka karangatia e te tauira te taputapu i roto tonu i te kōrerorero ōrite, me te horopaki o ngā mea katoa kua kōrerohia. He pērā anō te whakatika — hoatu he whakaahua, whakaahuatia te panoni. Kāore he aratau motuhake hei huri atu, kāore hoki he atanga motuhake hei ako.
08Te karanga i a Shannon 3.1 mai i te API
E wātea ana a Shannon 3.1 i ngā momo API e toru katoa, me te rere i ia mea. Ko ngā tauira ōrite, e toru ngā āhua tono — kōwhiria te mea e hāngai ana ki te SDK kei a koe kē.
| Pito | Āhua | Rere |
|---|---|---|
| /v1/chat/completions | Hototahi ki OpenAI | Āe |
| /v1/messages | Hototahi ki Anthropic | Āe |
| /v1/responses | Responses | Āe |
{
"model": "shannon-3.1",
"stream": true,
"messages": [
{ "role": "user", "content": "Summarize this contract set and flag anything unusual." }
]
}Whakawhitihia "shannon-3.1" ki "shannon-3.1-pro" kia whakahaere i te koromeke whakaaroaro katoa. Mehemea kei te karanga kē koe i shannon-3, ko te id tauira anake te heke — kāore i rerekē te āhua tono me te āhua whakautu, ā, ka mahi tonu ngā kiritaki rere o mua. Ko te rerekētanga whanonga kotahi hei tūmanako ko te rere pahūhū ake kua whakaahuatia i te wāhanga 02 — ko ngā tohu ōrite, ko te raupapa ōrite, e tae wawe mai ana i roto i ngā wāhanga kāore i te tino ōrite.
Kei te tuhinga API te tohutoro tawhā katoa, te whakamotuhēhēnga, te tikanga hapa me tētahi wāhi tākaro pāhekoheko. Kei Shannon research ērā atu kāri tauira me ngā tuhinga hangarau.
09Kore-ārai tonu, kāore i rerekē i tērā āhuatanga
Kāore he paparanga whakakāhore, kāore hoki he tātari ihirangi i te putanga o Shannon 3.1. He ōrite tēnei tūnga ki te toenga o te rārangi Shannon, ā, kāore i rerekē i te nekehanga ki tā mātou ake tautau — ina koa, mā te mana i runga i te papa tuku ka māmā ake te oati, nā te mea kāore he kaiwhāngai takawaenga me tāna ake kaupapa here e noho ana i waenga i te tauira me koe.
He mea tika kia kōrerotia mārama nā te mea koinei te pātai mārama mō tētahi tukunga i huri i te ara putanga katoa: ko te tangohanga o te paparanga āta-tuku, ehara i te whakauru i tētahi paparanga whakahaere ihirangi hei whakakapi. Kāore he mea e tirotiro ana, e tuhi anō ana, e kēti ana rānei i te rere. Ko te mea ka hangaia e te tauira, ko te mea ka tae mai. Ki tā mātou mōhio, ko Shannon 3.1 te tauira AI kore-ārai tere rawa e wātea ana me tētahi matapihi horopaki penei te rahi — ā, e hono ana ngā āhuatanga e rua, nā te mea ka puta ngā mea e rua i te whakahaere i tā mātou ake tūāpapa, kaua i te rīhi i te kaha āhua-tautuku a tētahi atu.
Ehara te kore-ārai i te kore-kawenga. E whakahaerehia ana te whakamahi e tā mātou Kaupapa Here Whakamahi Haepapa, ā, ko te herenga ka puta i tētahi tauira ka uru ki ngā rauemi uaua, ko tāu urunga haepapa ki taua mahi.
10Whakahaerehia ake te whakataurite
Ka taea te tirotiro i ia kerēme i konei i roto i te rua meneti, ā, he pai ake ki a mātou kia tirohia e koe, kaua ko te whakapono noa ki a mātou.
- Kōwhiria tētahi tohutohu mai i ngā mahi e mahia ana e koe. He pai ake te mea roa — ka whakamātau i te matapihi me te rere.
- Whakahaerehia i runga i
shannon-3. Tuhia te roa ki te tohu tuatahi, me te roa kia oti ai te whakautu. - Whakahaerehia te tohutohu ōrite i runga i
shannon-3.1. Tuhia aua tatauranga e rua anō. - Kātahi ka pānui i ngā whakautu e rua, me te warewaretia o te karaka, ka whakatau ko tēhea tāu i hiahia ai.
Ka kitea tonutia te rerekētanga o te tere. Ko te rerekētanga o te kounga te mea me āta whakaaro — ka tino kitea i ngā tāuru roa, i reira i mahi puku a 3.0 ki te iti iho o ō rauemi i tō whakaaro.
11Ngā pātai auau
He aha a Shannon 3.1?
Ko Shannon 3.1 te tukunga o nāianei o te whānau Shannon 3. E mau tonu ana i te koromeke whakaaroaro tukurua — whakaaro, hukihuki, arotake-whaiaro, whakapai ake — engari kei tā mātou ake tautau GPU e rere ana, kaua i tētahi kaiwhāngai putanga a-waho. E ine ana te arotake ā-roto a Shannon Lab i te 32% te piki o te mōhio me te 10-15x te tere ake o ngā whakautu i a Shannon 3.0, ā, kua piki te matapihi horopaki mai i te 32,768 ki te 196,608 tohu.
E hia te tere ake o Shannon 3.1 i a Shannon 3.0?
I waenga i te 10x me te 15x te tere ake o ngā whakautu mutunga-ki-mutunga, e ai ki te arotake ā-roto a Shannon Lab. E rua ngā take. I haere te putanga o Shannon 3.0 mā tētahi paparanga āta-tuku i whakaiti pūmau i te rere; kāore he kēti tere, kāore hoki he āta-whakaatu i a Shannon 3.1, nō reira ka tae atu ngā tohu ki a koe i te tere e hangaia ai e te pūkaha. He tere ake anō hoki te pūkaha: ngā taumaha 4-bit NVFP4 me te whakawetewete matapae i tā mātou ake tautau GPU.
He aha te rahi o te matapihi horopaki o Shannon 3.1?
196,608 tohu, he piki 6x i ngā tohu 32,768 i wātea i a Shannon 3.0. Ko te tikanga, tata ki te 400-500 whārangi kuputuhi, ki tētahi kāinga waehere rahi-waenga rānei, e mau ana i roto i te kōrerorero kotahi me te kore e tapatapahi, me te kore e tiki-atu.
He aha te whakawetewete matapae, ā, he aha te take he hira?
Ka tāpae tētahi tauira hukihuki iti, tere i tētahi rārangi tohu e tūponotia ana, ka whakaū te tauira matua i aua tohu i roto i te whakawhiti-whakamua pūranga kotahi. Ka tukuna tonutia ngā tohu kua whakaaetia; ka hoki ngā mea kua paopaotia ki te whakawetewete noa. Ko te putanga tonu tērā i hangaia e te tauira matua anake, engari he maha ngā tohu ka taea te tau i ia hipanga whakaū, kaua ko te kotahi anake. Nā tērā i taea ai te rere i te tere katoa me te utu ngāwari, kaua hei raru utu.
He kore-ārai a Shannon 3.1?
Āe. Kāore he paparanga whakakāhore, kāore hoki he tātari ihirangi e pā ana ki te putanga o Shannon 3.1, pērā i te toenga o te rārangi Shannon. Ko te tangohanga o te paparanga āta-tuku kāore i whakauru i tētahi paparanga whakahaere ihirangi hei whakakapi — ko te rere ka tae atu ki a koe, ko te putanga tonu o te tauira.
He aha ngā id tauira, ā, kei hea au e whakamahi ai i a Shannon 3.1?
Ko shannon-3.1 te taumata Lite, ko shannon-3.1-pro te taumata Pro. E wātea ana ngā mea e rua i te kōrerorero me ngā momo API e toru: /v1/chat/completions (āhua OpenAI), /v1/messages (āhua Anthropic), me /v1/responses. Ka mahi te rere i ngā mea e toru.
He aha te rerekētanga i waenga i a shannon-3.1 me shannon-3.1-pro?
Kotahi anake te hipanga o te koromeke whakaaroaro a Lite: ka whakaaro, kātahi ka whakautu. Ka whakahaere a Pro i te koromeke katoa — whakaaro, hukihuki, arotake-whaiaro, whakapai ake — me tētahi hipanga kohi mātauranga i mua i te hukihuki. Ko Lite te taunoa tika mō te nuinga o ngā mahi; ko Pro mō ngā pātai kāore te whakautu tuatahi i te nuinga o te wā i te mea pai rawa.
Whakamātauria a Shannon 3.1
Ko te koromeke whakaaroaro ōrite. E ono ngā wā te rahi o te matapihi. Kāore he kēti tere.
Tīmata Kōrero Pānuitia ngā Tuhinga APIshannon-3.1 · shannon-3.1-pro · te rere i ngā momo e toru
Ko ngā tatauranga mahi me te mōhio i tēnei tuhinga, nā Shannon Lab ake i ine mai i te arotake ā-roto, Hepetema 2026, ā, e kōrerotia ana hei tatauranga hua, kaua hei hua paerewa a-waho. He tautuhinga hua te matapihi horopaki, ngā id tauira, me te wāteatanga API. Ka whakahaerehia a Shannon AI e Shannon Lab LLC, New Mexico, USA. Pānui hāngai: Shannon 3 · Taupuhi rangahau Shannon · Tuhinga API.