Waxay ku yaalaa in ay ku saabsan tweet this: sida mid ka mid ah shirkadda ugu weyn iyo ugu caawin ah ee AI waa in ay ku yaalaa in aad. Sida loo isticmaali karaa, waxaa loo isticmaali karaa in ay u isticmaali karaa in ay u isticmaali karaa. adeegyada Waxaad ka mid ah in ay u soo bandhigay in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid Sida loo yaqaan 'Digits' waa mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah Markaas oo dhan, badan oo ka mid ah nidaamka Routing ee LLM waa optimized for academic benchmark performance - sida Marka — oo ay ku yaalaa xafiisyada, xafiisyada, iyo xafiisyada kala duwan ee isticmaalka iyo adeegga loo yaabaa in la taabto ah. In xafiisyada real, waxaa laga yaabaa in ka mid ah macluumaadka benchmark iyo in ka badan in ka mid ah wax soo saarka, xafiisyada, iyo adeegga soo saarka. , model router leh (1.5B parameter) oo loo isticmaali karaa Qalabka Routing Model Haku QEEBE Haku Router Haku Haku Router ‍ Waxaad ku dhigi karaan ka mid ah "travel booking" ama "image editing" iyo Arch-Router ka mid ah cadaadiga ka mid ah model oo aad u baahan tahay in aad u fiican si ay u baahan tahay si ay u baahan tahay in aad u baahan tahay. In ka mid ah macluumaadka benchmark-tuned rigid, Arch-Router waa caadiga ah, si ay u adeegsanay macluumaadka cusub, iyo si ay u mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah LLM-ka sida Claude Sonnet 3.7 iyo GPT-4o. ‍ What is Arch-Router? Sida loo yaabaa, sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale. waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah Waxaa jira 2 waxba ah: Preference-aligned routing routing policy ‍ Ma rabtaa shuruudaha qiyaastii ka mid ah shuruudaha la mid ah alaabta (tusaale, shuruudaha) iyo, ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Haku soo xiriir in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. ‍ LLM waa model 1.5 bilyan-parameter oo ku yaalaa mid ka mid ah dhismaha ugu soo saarka ah. In ka mid ah codsiga dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Haku Sida loo yaqaan 'Lawshad' waxaa laga yaqaan 'Lawshad' (Lawshad) waxaa laga yaqaan 'Lawshad' (Lawshad) iyo 'Lawshad' (Lawshad). Haku Router 50ms (p50),  75ms (p99) Haku Router ‍ How does it work? Arch-Router waxaa loo yaqaan 2 kharashka ah: Domain - category-ka dhismaha ugu horeysay ee dhismaha (e.g., legal, healthcare, programming). Shuruudaha - shuruudaha caadiga ah oo loo isticmaali karaa (e.g., summarization, code generation, booking appointment, translation). Waayo, waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ka mid ah. Performance Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Arch-Router ‍ 50ms ka mid ah waqti routing (75ms at p99) Speed: : 93,06% xawaaraha routing on benchmark soo saarka Accuracy : $0.00132 per query routing Cost *: Routers Router mid ka mid ah 1000ms+ waqti routing oo ka badan $ 5 per routing query (GPT-4o) Comparison ‍ Ready to dive deeper? This blog post scratches the surface of what and how to use Arch-Router; xawaaraha full waa in our open-source stack: ‍ Xirfadeed - Methodology Detailed, benchmarks, and ablation studies Arch-Router Collection - Arch-Router-1.5B ee Hugging Face iyo gguf Arch: A model-native proxy server for agents - si ay u soo saarka in la soo saarka wax soo saarka ah ee AI iyo iibsato badan si ay u soo saarka workflows ganacsiga ee xafiiska ama kharashka. Hore Research Shirkadda Arch-Router Haku ‍ Waayo, sidoo kale waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah.

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Codkan waxa lagu soo saaray afkii asalka ahaa ee sheekada!

HuggingFace Chooses Arch (Router)

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