Shannon 2 Lite

Manyan aiki na kasua ba sa buƙatar babbar iyawa na ijina a kowane kira — suke buƙatar daidai fahimta a farashin da saurin da ke da wasa. Shannon 2 Lite an gina daidai don haka: manyan behavior wanda aka ƙunta daga ɗuskaƙe na Shannon 2, ƙunta zuwa FP8 don ka iya sanya a gaba da manyan aji-aiki da agents da manyan fadi ba tare da kuɗi na ijina cikakken-daidaito."

01Tushe: Kimi K2.7

Shannon 2 Lite ya dogara akan Kimi K2.7, buɗin kinima na Moonshot AI (alkawari ta Junar 12, 2026): ijina mara kwanciyar tunani inda kawai raguwa-ƙasa na triliyan jimla ta buƙa kowace token, sakamar sifa jiya-jiya a karfi kai-kaihin bakin-yawo mai ƙaranci fiye da kwantar ijina idan hakika."

Domin kiɗa buɗe ne, mun tankarar da ƙuntaci ijina kansu mahimma maimakon hayar — haka ne ya sa K'inci FP8 na Lite ta yiwu."

02Ƙuntawa FP8 — zuciyar Lite

Shannon 2 Lite aka ƙunta zuwa FP8: alamar digit-8 mai sauti don kiɗa da aiki. Sakamar cikakke jimla, FP8 karkata kusan rabin jirgin sakowa na ajiya da kuma kara manyan tokens baje-baji, yayin da haddi mai saman-saman ya ci gaba da raguwa ƴaka-tsanani a aiki maimakon tunani kaɗan. Sakamar aiki na ƙankunan:

• Ƙarancin kuɗin kowace token — babbar juya don aji-aiki manyan.
• Ƙarancin saurin — saurin first token da manyan aiki mai ci.
• Ƙarancin ƴawa — ya kace manyan accelerators kowace kwantar.
• Iri daidai — iri 256K context da iri da aka ƙunta maimakon jiyi daidai da Pro.

03Frontier buɓuga

Lite da Pro kunya aiki daya: 30,000 ijina-grade frontier-jamawa da gabatarwa misalai. Burin jiya-jiya jinsi kaɗan ijina ta amsa — maɗauki gabatarwa maimakon cikin, maɗauki tsari, kyakkyawan aiki-gida juya, da kaɗan bazabar bazabar a aiki maimakon sana'a — ba waje ne wa bada karɓa inji. Aka yi amfani a daidai su biyu don su ci gaba da iri daidai."

04Kuɗi da aiki, da gaskiya

Jita-jita na Lite ita ce kuɗi. A aka sani a kasuwar API, tushen K2.7 yana karwa zama kasuwar manyan ijina da waje kusan 6 na fitarwa a tokens fitarwa:

Auna	Shannon 2 Lite	Claude Opus 4.8	GPT-5.5
Shigowa / 1M tokens	$0.95	$5.00	$5.00
Fitarwa / 1M tokens	$4.00	$25.00	$30.00
Buɗe kiɗa	Ih	A'a	A'a
Taga hannu	256K	1M	~1M

A iyawa, haɗin gida na kirki shi ne MCPMark Verified (aiki na gaskiya agent software) — daidai jaji na bababar benchmark inda tushen K2.7, Claude Opus 4.8, da GPT-5.5 suka ba da lambobi daidai a gwaje:"

Tushe ya karya Claude Opus 4.8 a aiki agent da ya kashe GPT-5.5 — a raguwa kuɗin kuma. A manyan aiki, wannan ratio kuɗi-ga-iyawa ita ce cikakke jita-jita na Lite."

MCPMark Verified da aka sani a kasuwar API, Junar 2026. Bayanan K2.7 sun bada labe tun Moonshot. bababar gwaje na baje-baje na pati sai an ci. GPT-5.5 da Claude Opus 4.8 suna bayyana don labe."

05Ƙarancin censori, babbar aljihu

Shannon 2 Lite ajiyoji don ƙarancin censori: a aiki maimakon ɗuskaƙe, red-team da bincike ta ci gaba da kaifiyar maimakon bazabar. Ita aiki mai sana'a — shigowa ɗaƙilantacce ga mutanen tantance, amfani sakewa-sakewa, da ijina yana aiki sakamar Responsible Use Policy."

06Inda Lite ta kamata

• Taimakon manyan-aiki — kuɗin FP8 ya sa shi aiki-taban don abubuwa da ake gauni manyan-traffic."
• Agent loops — farahi don aiki da fadi da yawa; 256K context don manyan-bade."
• Ganawa da rarrabe — saurin, ƙarancin kuɗin first-pass bincike a ɗuskaƙe aiki."
• Buɓuga da rarrabe — manyan koƙari don mitanni da batch aiki."

07Tambaya da aka yi

---

Itace: Moonshot AI (Kimi K2.7) · K2.7 vs GPT-5.5 vs Claude Opus 4.8 kwatantawa · baje-bajen bincike na K2.7. Gwajin K2.7 suna bada labe tun Moonshot da baje-baje a sakewa."