Mafi kyawun madadin Moonshot AI Kimi K2.5 ga farawa & masu haɓakawa a 2026 (da yadda za a sauya samfura cikin sauri tare da ƙofar ShareAI ɗaya)

Na'urar Moonshot AI’s Kimi K2.5 yana daya daga cikin waɗannan fitarwa da ke canza yanayi a cikin samfura masu buɗewa: multimodal, agentic, dogon mahallin, kuma da gaske yana da amfani don ayyukan “aiki na gaske”. Idan kuna bincike madadin Kimi K2.5, watakila ba ku tambayar ƙarfin sa ba—ku tambayar dacewa.

Mafi kyawun madadin ya dogara ne akan abin da kuke aikawa: wakilin lamba, mai nazarin dogon takardu, bot ɗin bincike mai amfani da kayan aiki, ko fasalin samarwa inda amincin farashi da tsinkayar farashi suka fi muhimmanci fiye da ƙayyadaddun bayanai. Kuma saboda farashin samfurin da inganci na iya canzawa da sauri, nasara ta dogon lokaci shine kiyaye samfurin ku mai sauyawa samfurin—ba a kulle shi ga mai siyarwa ɗaya ko samfurin ba.

Wannan jagorar tana rufe mafi ƙarfi madadin Kimi K2.5 don farawa da masu haɓakawa, tare da yadda ake sauya samfura cikin sauƙi ta hanyar ƙofar AI guda ɗaya kamar RabaAI.

Kwatancen sauri na madadin Kimi K2.5

Ga jerin gajeren aiki, an shirya shi ta abin da ƙungiyoyi yawanci suke buƙata a cikin samarwa. Yi tunanin wannan a matsayin taswirar “gwada waɗannan da farko”.

Zaɓi	Mafi dacewa ga	Me yasa ƙungiyoyi ke zaɓar shi akan Kimi K2.5	Fa'idodi da rashin fa'idodi
DeepSeek-V3.2	Tunani + wakilai akan kasafin kuɗi	Mayar da hankali kan tunani da farko tare da yanayin da ke da sauƙin amfani ga wakilai	Har yanzu kuna buƙatar kimantawa; halayya tana bambanta da sanyi
GLM-4.7	Ayyukan wakilai + ƙirƙirar UI	Ƙarfin “spec → UI” da amincin aikin matakai da yawa	Balagar tsarin yanayi tana bambanta da tsari/mai bayarwa
Devstral 2	Wakilan lamba / ayyukan SWE	Musamman don ayyukan injiniyan software masu fahimtar repo	Mayar da hankali mafi kunkuntar fiye da samfuran janar
Claude Opus 4.5	Tunani mai mahimmanci + lamba	Aminci mai inganci da ƙarfi don aiki mai mahimmanci	Farashi mafi girma; ƙuntatawar samfurin rufe
Grok 4.1 Mai sauri	Babban mahallin + kira kayan aiki	An tsara shi a kusa da mahallin mai tsawo sosai da kayan aikin wakili	Samfurin rufe; salon/muryar dacewa na iya bambanta
ShareAI (kofa)	Tsayawa ba tare da son samfurin ba	API ɗaya zuwa samfura da yawa; musanya samfura ba tare da sake rubutawa ba	Ba samfurin kansa ba—matakin kayan aiki

Menene Kimi K2.5 na Moonshot AI?

Kimi K2.5 samfurin fitattu ne daga Moonshot AI, wanda aka tallata a matsayin “budadden tushe,” tare da mayar da hankali kan tunani mai nau’i-nau’i da aiwatar da wakili. Shafin sakin hukuma yana nuna shigarwar nau’i-nau’i (ciki har da bidiyo) da salon “Agent Swarm” don ayyuka masu rikitarwa.

Idan kana son jerin fasalolin hukuma da mahallin sakin, fara nan: Kimi K2.5 (Moonshot AI).

Dalilin da yasa mutane ke neman madadin Kimi K2.5

Yawancin ƙungiyoyi ba sa canzawa saboda Kimi “mara kyau.” Suna canzawa saboda ƙuntatawa suna canzawa da zarar ka tafi daga gwaji zuwa samarwa.

• Kana buƙatar mafi kyawun amincin lamba don canje-canje masu fayil da yawa, gyaran kwari, ko hanyoyin aiki masu sanin repo.
• Kana bukatar babban mahallin. (kwangiloli, tushen ilimi, wuraren ajiya) ba tare da dabarun rarrabuwa masu rauni ba.
• Kana son rage bambanci. don mahimman ayyuka, masu fuskantar abokan ciniki, ko waɗanda aka tsara.
• Ba ka son kullewa.—kana son ci gaba da samun iko lokacin da farashi, iyaka, ko inganci suka canza.

Madadin nauyi-bude (ikon sarrafawa mafi girma).

DeepSeek-V3.2 (tunanin hankali + ayyukan wakilai).

DeepSeek-V3.2 zaɓi ne mai ƙarfi idan kana son samfurin “tunanin hankali-na-farko” don ayyukan fasaha da hanyoyin wakilai, musamman idan kana da damuwa da farashi. Ana yawan amfani da shi a matsayin abin dogaro na yau da kullum don tunani mai tsari da al'adun amfani da kayan aiki.

Tushen: Sanarwar sakin API na DeepSeek..

GLM-4.7 (ayyukan wakilai + ƙirƙirar UI).

GLM-4.7 yana da daraja a gwada idan samfurinka ya yi daidai da hangen nesa na Kimi na “daga gani zuwa lamba” da kuma aiwatar da ayyuka. Kungiyoyi suna yawan kimanta shi don halayen wakilai masu matakai da kuma amincin ƙirƙirar UI/gaban-gaba.

Tushen: Takardun GLM-4.7..

Devstral 2 (wakilan injiniyan software).

Idan bukatarka ta farko ita ce injiniyan software daga-farko-zuwa-karshen—gyaran fayiloli da yawa, kewaya repo, gyaran gwaji—Devstral 2 yana matsayi a matsayin ƙwararre. Yana da ƙarfi Kimi K2.5 madadin lokacin da “wakilin lamba” shine aikin asali, ba janarism mai yawa ba.

Tushen: Sanarwar Mistral Devstral 2.

Samfura masu rufewa (aikin gaba + yanayin kasuwanci)

Claude Opus 4.5 (tunani mai mahimmanci/lamba)

Claude Opus 4.5 zaɓi ne na gama-gari “biyan amincin” lokacin da daidaito yafi muhimmanci fiye da farashi. Idan aikin ka yana da damuwa da kurakuran tunani masu laushi ko kurakuran lamba, yana daya daga cikin mafi ƙarfi madadin masu tsada ga Kimi K2.5 na Moonshot AI.

Tushen: Anthropic: Claude Opus 4.5.

Babban mahallin + madadin kayan aiki na lokaci-lokaci

Grok 4.1 Fast (mahallin mai tsawo sosai + kayan aiki)

Grok 4.1 Fast yana da ban sha'awa saboda dalili daya: an gina shi a kusa da mahallin mai tsawo sosai da kayan aikin wakili. Idan kana da ayyukan “karanta komai da farko” (manyan repos, manyan saitin takardu), zai iya zama wani nau'in madadin mai jan hankali don gwada tare da Kimi K2.5.

Tushen: xAI: Grok 4.1 Mai Sauri.

“Lambar cin amfanin farawa”: kada ka sanya samfurin akan samfur guda daya

Ko da Kimi K2.5 shine wanda ka fi so a yau, gina samfurinka don ya iya canza samfura daga baya shine mafi kyawun shawarar injiniya na dogon lokaci. Sauyin farashi, katsewa suna faruwa, iyakokin kudi suna bayyana, kuma wani lokacin samfura suna koma baya.

Tsarin sauki, mai ɗorewa shine: zaɓi samfurin tsoho don hanyar gama-gari, samfurin ƙwararre don buƙatun masu wahala (wakilin lamba ko mahallin mai yawa), da samfurin madadin don amincin. Wannan shine daidai abin da ƙofar AI ya kamata ya sauƙaƙa.

Yadda ShareAI ke sanya Kimi K2.5 da madadin sa masu musanyawa

ShareAI an gina shi don zaɓin samfur: API ɗaya mai dacewa da OpenAI a cikin babban kundin adireshi, don haka zaka iya kwatanta da tsara samfura ba tare da sake rubuta haɗin kai ba. Fara da Kasuwar Samfura, gwada tambayoyi a cikin Filin wasa, kuma haɗa ta hanyar Bayanin API.

Idan kuna onboarding na wata ƙungiya, Bayanin Console yana da saurin fahimta. Don shirye-shiryen samarwa, ku kula da Lura Kan Saki da Jagorar Mai Samarwa.

Misali: musanya samfurin filin (ba a sake rubutawa ba)

Wannan shine babban fa'idar ƙofar AI guda ɗaya: aikace-aikacenku yana riƙe da irin buƙatar guda, kuma kuna musanya samfura ta hanyar canza filin guda ɗaya. Da farko, ƙirƙiri maɓalli a Console: Ƙirƙiri Maɓallin API.

curl -s "https://api.shareai.now/api/v1/chat/completions" \"

Yanzu musanya sunan samfurin kawai (komai ya kasance iri ɗaya):

curl -s "https://api.shareai.now/api/v1/chat/completions" \"

A cikin tsarin aiki na Kimi K2.5 madadin, wannan yana ba ku damar gudanar da gwaje-gwaje masu sauri, ƙara madadin, da ci gaba da amfani yayin da yanayin samfurin ke canzawa.

Yadda za a zaɓi madaidaicin Kimi K2.5 madadin a cikin mintuna 30

1. Fayyace aikin (wakilin lamba yana gyara gwaje-gwaje, RAG yana ba da amsoshi daga takardun ciki, nazarin kwangila, UI-zuwa-lamba).
2. Ƙirƙiri ƙaramin saitin gwaji (tambayoyi 10–30), ciki har da yanayin gazawa da yanayin gefen.
3. Gwada 'yan takara 3–5 (Kimi K2.5 + ƙwararru biyu + ɗaya mai rahusa a matsayin madadin) kuma a tantance don daidaito, amincin tsari, daidaiton amfani da kayan aiki, da jinkiri.
4. Tura tare da madadin don haka matsaloli, iyakoki, da koma baya ba za su zama matsalolin da masu amfani za su fuskanta ba.

Idan kana son farawa mai tsabta don saitawa da mafi kyawun ayyuka, ajiye shafin Takardun ShareAI da API farawa da sauri.

Tambayoyi akai-akai (FAQ).

Shin Kimi K2.5 buɗaɗɗen tushe ne ko buɗaɗɗen nauyi?

Moonshot AI tana tallata Kimi K2.5 a matsayin “buɗaɗɗen tushe” kuma tana haɗawa da samuwar jama'a ta hanyar tashoshin rarraba OSS na gama gari. A aikace, kungiyoyi da yawa suna amfani da kalmar buɗaɗɗen nauyi don zama daidai: nauyin yana samuwa, amma lasisi da cikakken tsarin horo na iya bambanta da ka'idojin software na “buɗaɗɗen tushe” na gargajiya.

Tushen: Shafin hukuma na Kimi K2.5.

Yaushe ya kamata in zaɓi Kimi K2.5 akan madadin?

Zaɓi Kimi K2.5 idan aikin ka yana da nauyi sosai na multimodal (ciki har da bidiyo), yana da ikon wakilci, kuma yana amfana daga tsarin “swarm” na samfurin don rarraba manyan ayyuka. Idan kana gina UI-daga-visual workflows, wannan ma wuri ne mai kyau don farawa.

Wanne madadin ya fi dacewa don wakilan coding vs coding na gaba ɗaya?

Idan kana gina wakili mai fahimtar repo wanda ke gyara fayiloli da yawa, yana gudanar da gwaje-gwaje, kuma yana maimaitawa, fara da Devstral 2. Idan kana son ingantacciyar “ƙoƙari mafi kyau” don coding mai rikitarwa, Claude Opus 4.5 shine zaɓi na yau da kullum—musamman don hanyoyin da suka fi muhimmanci.

Wanne madadin ya fi dacewa don dogayen takardu da babban mahallin?

Don don “karanta komai da farko” hanyoyin aiki, Grok 4.1 Fast yana cikin babban mahallin mahallin. Duk da haka, yawancin kayayyaki suna yin kyau tare da RAG da ƙaramin taga mahallin, don haka gwada duka hanyoyin maimakon ɗaukar cewa babban mahallin koyaushe yana nasara.

Ta yaya zan kwatanta samfura cikin adalci?

Yi amfani da saitin tambaya ɗaya, ƙa'idar kimantawa, da saituna (zazzabi, iyakar token, dokokin tsari). Kimanta kowane aiki: daidaito, tsari/aminci na JSON, daidaiton kayan aiki, jinkiri, da farashi ga sakamakon nasara.

Menene hanya mafi sauri don gwada A/B Kimi K2.5 madadin ba tare da sake gina aikace-aikacena ba?

Daidaita akan keɓaɓɓen API ɗaya kuma musanya samfurin filin. Ta amfani da ƙofa kamar ShareAI, zaka iya kwatanta 'yan takara a cikin Filin wasa sannan kuma aika da irin wannan buƙatar ta hanyar API.

Zan iya tsara hanya ta “mafi arha” ko “mafi sauri”?

Wannan shine ra'ayin bayan tsarin hanya bisa manufofi: zaɓi samfurin bisa ƙuntatawa kamar iyakar farashi, burin jinkiri, ko nau'in aiki. Ko da ka fara da sauƙi (zaɓin samfurin hannu), gina zuwa manufofin hanya yana sa ka kasance mai sassauƙa yayin da masu samarwa da samfura ke canzawa.

Ta yaya samfuran madadin ke taimakawa a cikin samarwa?

Madadin suna kare ka daga gazawar wucin gadi, iyakokin ƙimar mai samarwa, matsalolin yanki, da koma bayan samfurin. Dabarar madadin sau da yawa tana da mahimmanci fiye da ƙwarewar mai amfani fiye da bin samfurin “mafi kyau” akan takarda.

Ta yaya zan iya sarrafa farashi?

Yi amfani da samfurin tsoho mai arha don hanyar gama gari, iyakance fitarwa na token, kuma tanadi samfuran masu tsada don buƙatun da gaske suke buƙatar su. Bibiyar farashi ga sakamakon nasara, ba kawai farashi ga token ba.

Shin ina buƙatar gudanar da kaina don sirri ko bin doka?

Ba koyaushe ba. Ya dogara da rarrabuwa na bayananka, bukatun zama, da sharuɗɗan mai siyarwa. Fara da manufofi (wace bayanai za a iya aika inda), sannan zaɓi hanyar tura da ta dace da shi.

Waɗanne ayyuka har yanzu suna amfana daga gudanar da nauyin buɗe kai?

Dalilan gama gari sun haɗa da wurin bayanai, jinkirin da ake tsammani, zurfin keɓancewa, da haɗin kai mai ƙarfi tare da kayan aikin cikin gida da matakan tsaro. Idan waɗannan su ne ƙuntataccen ku, samfuran nauyi na buɗe za su iya zama tushe mai ƙarfi—idan kun shirya mallakar ayyukan.

Me zai faru idan halayen samfurin ya canza a tsawon lokaci?

Yi tsammanin zai canza. Ka riƙe saitin gwajin koma baya, lura da karkatar inganci, kuma tabbatar za ka iya komawa da sauri ta hanyar sauya samfura ko masu samarwa.

Kammalawa: zaɓi mafi kyawun samfurin yau, ka riƙe ikon sauya gobe.

Kimi K2.5 samfurin mai tsanani ne daga Moonshot AI, kuma ga yawancin ƙungiyoyi yana da kyakkyawan tushe. Amma mafi kyawun hanyar samarwa ita ce zaɓar mafi kyawun samfurin don kowanne aiki—da riƙe ikon sauya lokacin da yanayin ya canza.

Idan kana son wannan sassaucin ba tare da aikin sake haɗawa mai tsanani ba, fara ta duba Kasuwar samfura, gwaji a cikin Filin wasa, da ƙirƙirar asusunka ta hanyar Shiga / Yi rijista. ::contentReference[oaicite:0]{index=0}