Shannon 2 Lite
Nooca khafif Shannon 2: FP8-la-yadeeyay Kimi K2.7, kaas oo loo adeegsan karaa joog wayn iyo qiimo yar token-ka — ilaa iyo halkii xitaa saldhiga 1-bilyan-parameter-ka.
TL;DR
Shannon 2 Lite waa nooca khafif Shannon 2 — nooca laga tiriyay ah Moonshot AI's Kimi K2.7, oo loo bixi karaa FP8. Wuxuu halkaasna hadana 256K context iyo habka lagu dhiso Pro, laakiin si yar yar kaas oo caaliska iyo qaybta wayn — baraadiixinta kalaagu fiirsan kaas oo khafif dhis, raadinta, qaybinta, iyo agent loops kaas oo aad u mahadsantahay caasimadda. Kaas oo lagu habaari karaa halkii censorship qaar kaas oo walaaca qabta, lagu habaari karaa gaas-ka, iyo hadda markii markah lagu diro.
Guud ahaan hawl-shiid buudhan ma u baahan mudaca weyn ee mudac midkood — ay u baahan kalitaas jirt caasimadda iyo qaybta wayn kaas oo la kala socda. Shannon 2 Lite waxaa loo dhisay dhab ahaan sida: Shannon 2 kalitaas mudaca dhaaf-tiriyay, la-yadeeyay GU FP8 si aad u dhisato hormar taagan sawirrada hoy iyo dozen-xiggis agents ilaa marki laan qiimo mudac-buudhan ah.
01Saldhig: Kimi K2.7
Shannon 2 Lite ayaa lagu salleynay Kimi K2.7, ka hor calanka Moonshot AI (la sii dhaafay 12 June, 2026): model ahaan kalaagu hel-qaybta Mixture-of-Experts aawadeed markii qaaybta yar iyo bilyan parameter midkood ayaa gali-iska doonaysa caasimadda, kaas oo gaar mudaca ahaa calitaasiga saldhig ahaan kaas oo ku jira sidii caasimadda."
Waxa sababtaas oo culeys ayaa furan, waxaanu hoy u dhisna iyo hoy u la-deeyis mudacga qarka hadii inkale hoy u aqalkii — kaas oo weyday FP8 caasimadda.
02FP8 quantization — qalbiga Lite
Shannon 2 Lite ayaa lagu la-deeyis karaa FP8: 8-bit nuqul layidh ee culeys iyo firfircooni. Kara qolka buuq-toosga, FP8 ayaa taagan nuqul midka raadinta muddaca iyo mid-dhow koobida tokens ilaa qaybta. Qaybta moderno-per-tensor scaling ay keefta yar iyo kalitaasiga yar oo taacligan task-yada. Natiija aad u taagtu ah:
- Qiimo yar token-ka — ka hor horumarinta wayn ee baraadiixinta lagu meel-dhig dhis.
- Qaybta yar jiid — hore token iyo koobida joog-xad.
- Qaybta yar gawraca — halkii yar yar accelerators-ka midkood.
- Habka isku midka — 256K context iyo habka lagu dhiso Pro oo isku midka.
03Mudaca tiriyay
Lite iyo Pro ayaa wadaaga midkood post-training pass: 30,000 kula xiriirey, frontier-grade reasoning iyo instruction examples. Qorshaha ayaa waxa ugu weyn sida mudac jawaab ayuu u jeedaa — dhis-saxariya amarka-raacid, habka lagu dhiso is-wadaag, tool-call discipline ilaa weli yada dib-u-diidid kaas oo sharci ah — laakiin ma kala badal wax ay aqon. Applied kala dhis midkood si ay jirtaan dhib-isku-taliyoyin.
04Caasimadda iyo awood, si cadeeysan
Lite-ka inta lagu sheegay waa caasimadda. On list API prices, K2.7 saldhiga ayaa gacan-ku-hadhay hadda-gobo hoggaamiye oo xidhan kara 6x on output tokens:
| Metrec | Shannon 2 Lite | Claude Opus 4.8 | GPT-5.5 |
|---|---|---|---|
| Input / 1M tokens | $0.95 | $5.00 | $5.00 |
| Output / 1M tokens | $4.00 | $25.00 | $30.00 |
| Weights furan | Hah | Maya | Maya |
| Goobta contact | 256K | 1M | ~1M |
On sida, qoobka dhabar-xariiqda ayaa MCPMark Verified (real-world agent software tasks) — kaliya pub benchmark aawadeed K2.7 saldhiga, Claude Opus 4.8, iyo GPT-5.5 guud ahaan jawaab tirada midkood test :
Saldhiga defeat Claude Opus 4.8 on agent tasks iyo boondh GPT-5.5 — kaas oo qaybta yar ee labada. Kaas oo iska-awood-qiimaynta caasimadda ayaa qorshaka guud.
Guud ahaan tirada kaas oo furan-lagu-dhiso. Ha iska-caddeem — check aasaasta sources kaan.
MCPMark Verified & list API caasimadda, June 2026. K2.7 tirada Moonshot-reported; independent third-party benchmarks ayaa joogin. GPT-5.5 iyo Claude Opus 4.8 ayaa muujiyay refrens.
05Censorship yar, iska-qaabilka wayn
Shannon 2 Lite ayaa loo adeegsan karaa halkii censorship yar: on sharci mubaalagga, red-team, iyo search tasks ay jirta direct hadii inkale hoy u diidid reflectively. Waa tool muhaydiska — iska-qaabilka waxaa lagu iska-qabaa verified experts, isticmaalka ayaa hadda markii markah lagu diro, iyo mudaca ayaa lagu fulinaya psi Responsible Use Policy.
06Halka Lite ayaa iska-dhaafaya
- Baraadiixinta wayn ee assistant-yada — FP8 caasimadda kaas oo looga dhigay default kaas oo baraadiixinta wayn lagu meel-dhig sawirrada.
- Agent loops — yaab caasimadda kaas oo lagu fulin karaa konton-xuuma; 256K context kaas oo dharaar-ballaadh.
- Iska-dhaafaya iyo qaybinta — joogta a first-pass falanqayn in security workflows.
- Raadinta iyo qaybinta — joog wayn kaas oo loo adeegsan karaa pipelines iyo batch hawl-shiid.
07Commonly Asked Questions
Maxaa Shannon 2 Lite?
Khafif mudaca Shannon 2 — frontier-lagu-barbaari-xay Kimi K2.7 oo loo bixi karaa FP8 kaas oo loo adeegsan karaa joog wayn iyo qiimo yar token-ka, oo leh 256K fariisyada xiriira.
Intee badan ayaa khafif ah?
K2.7 API ayaa sheegay $0.95 input / $4.00 output per million tokens — qaybta 6x yar output-ka kara Claude Opus 4.8 ama GPT-5.5 at list caasimadda.
Ma FP8 khatar kalitaasiga?
Kalitaasiga yar on amarka-raacid ayaa yar ama per-tensor scaling; Lite ayaa furmaya 256K context iyo kalitaasiga Pro oo isku midka.
Lite ama Pro?
Lite kaas oo loo adeegsan karaa joog iyo caasimadda; Pro kaas oo loo adeegsan karaa kulul-ka sare iyo muddaca chain-of-thought.
Try Shannon 2 Lite
Frontier-lagu-barbaari-xay kalitaas, kaas oo loo dhisay kaas oo loo adeegsan karaa.
Bilaab Klidding View CaasimaddaLagu iska-qaba verified experts · isticmaal la-koriyay
Iska haya: Moonshot AI (Kimi K2.7) · K2.7 vs GPT-5.5 vs Claude Opus 4.8 qiyas · Independent K2.7 caasimadda falanqayn. K2.7 benchmarks Moonshot-reported iyo temporary inaaddo independent verification. GPT-5.5 iyo Claude Opus 4.8 refrens muujiyay.