What On-Device LLMs Are: Phones, NPUs, and Real Use Cases
What on-device LLMs are, how they differ from cloud models, which ones exist, what they are good for, and how to run a small Qwen model on an Android phone.
What on-device LLMs are, how they differ from cloud models, which ones exist, what they are good for, and how to run a small Qwen model on an Android phone.
端侧大模型是什么意思?解释端侧与云端的区别、端侧大模型有哪些、有什么用,以及手机端本地大模型和通义千问安卓端部署的实际做法。
What open-source LLMs are, which families to know, where to download, versus closed APIs, and small vs large trade-offs.
开源大模型有哪些?解释开放权重含义与常见家族,列出下载网站,对比闭源并说明大小模型区别点。。。。。。。。。。。
Strata vs Ollama im Vergleich mit llama.cpp, LM Studio und vLLM: Zweck, Lizenzen, APIs, Unterstützung von Qwen3.8-Flash-Next und Entscheidungshilfe. Ohne eigene Tests.
Qu’est-ce que Strata ? Explication tirée de sources publiques du moteur open source qui fait tourner un MoE de 125B sur un GPU de 12 Go : principe, vitesses et limites.
Strata vs Ollama comparé à llama.cpp, LM Studio et vLLM : usage, licences, API, prise en charge de Qwen3.8-Flash-Next et guide de choix. Sans tests de notre part.
Что такое Strata? Разбор по открытым источникам: движок, который запускает MoE-модель на 125B на видеокарте с 12 ГБ. Принцип работы, скорости и оговорки.
Strata против Ollama и llama.cpp, LM Studio, vLLM: назначение, лицензии, API, поддержка Qwen3.8-Flash-Next и подсказка по выбору. Собственных тестов мы не проводили.
Strata란 무엇인지 공개 자료로 풀어 봅니다. 12GB GPU에서 125B MoE 모델이 돌아가는 원리, 제3자 측정 속도, 주의점, Ollama와의 차이를 정리했습니다.