Shannon 2 Pro

Lokacin da wahalar aiki ita ce iyawa — ba ƴawan shi — kake buƙatar kowa-kowa iyawa tushe da taga kaɗan tunani. Shannon 2 Pro yana aiki K2.7 a cikakke jimla da kuma gane itacen tunani, don ka iya bi, gano, da sakai tunani maimakon manyan-gwaji maimakon gamsuwa karatun gida. Ita gina mun yi amfani a aiki da gaske mahimma."

01Tushe: Kimi K2.7

Shannon 2 Pro 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 — sifa jiya-jiya a kuɗin eska mai mahimma."

02Native jeri-na-tunani — zuciyar Pro

K2.7 ya tunani gida kafin amsa. Pro yana buɓuga waɗannan traceni na tunani maimakon damje su, wanda ya baje kaɗan kaɗan aiki a matsaloli masu daƙa:

• Gane tunani — bi tunani manyan-gwaji na ijina da kuma kama waje rashin daidai sannan."
• Mai sakai — shiga da tunani a aiki manyan, dama-dama."
• Cikakke jimla — babu raguwa ƙuntawa a kira inda iyawa da mahimma."
• Native sana'oji — haɗa masu amfani sana'oji a aiki masu bukatar."

Tushe ya sanye jiya tunani-token kusan 30% sakamar da jiya, don gane tunani ba ya kamata ma'anar saurin kuɗi a manyan agent aiki."

03Frontier buɓuga

Pro da Lite 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."

04Kaɗan kaɗan kaɗan Pro

Jita-jita na Pro ita ce iyawa. A MCPMark Verified — gaske agent software aiki, da daidai jaji bababar benchmark inda tushen K2.7, Claude Opus 4.8, da GPT-5.5 suka ba da lambobi daidai a gwaje — tushe ta kada a gida tsakanin manyan rufaffiya biyu:"

Pro ya karya Claude Opus 4.8 a gaske agent aiki da ya kashe GPT-5.5 — yayin da kuɗi raguwa kuma. Bayyanar raguwa azabmu da waje daidai, domin abin da ya sa lambobi azabmu."

Auna	Shannon 2 Pro	Claude Opus 4.8	GPT-5.5
Agent (MCPMark)	81.1	76.4	92.9
Buɗe kiɗa	Ih	A'a	A'a
Fitarwa / 1M tokens	$4.00	$25.00	$30.00
Taga hannu	256K	1M	~1M

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 Pro 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 Pro ta kamata

• Baba bincike ɗuskaƙe — bincike ɗuskaƙe manyan-gwaji tare da gane tunani."
• Manyan sake-tsarewa fayiloli — agent kodawa kollen manyan codebases a gida 256K context."
• Agents manyan-fadi — babbar sakin don manyan-bade aiki na kai-kaiʻ."
• Aiki wanda sana'oji ya karfi — haɗa masu amfani sana'oji a aiki masu bukatar."

07Tambaya da aka yi

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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."