MiMo v2.6 FlashAberto
Xiaomi open-weights hybrid active parameter MoE running at 100+ tok/s with 1M context and frontier terminal agent benchmarks.
Quality Domain Radar
6-Axis Frontier Evaluation vs Category Average & Flagship
Os eixos do radar são aproximados a partir dos scores de categoria quando faltam medições diretas — veja Metodologia.
Pontos fortes e trade-offs
Onde vence
- Fastest open-weights flagship — 118 tok/s
- SWE-bench-tier coding at flash pricing ($0.10/$0.30)
- 1M context self-hostable for regulated stacks
- Strong thinking/non-thinking dual-mode scores
Pontos de atenção
- Nuance and long-tail reasoning below frontier closed models
- 310B weights still need serious VRAM even at 15B active
- Smaller ecosystem than DeepSeek/Qwen
Casos de uso matadores
Quickstart do desenvolvedor e API
MIMO_API_KEY — obter uma chave de APIcurl https://api.mimo.mi.com/v1/chat/completions \
-H "Authorization: Bearer $MIMO_API_KEY" \
-H "content-type: application/json" \
-d '{
"model": "mimo-v2.6-flash",
"messages": [{"role": "user", "content": "Refactor this function for O(n) time and explain the change."}]
}'import os
from openai import OpenAI
client = OpenAI(
base_url="https://api.mimo.mi.com/v1",
api_key=os.environ["MIMO_API_KEY"],
)
resp = client.chat.completions.create(
model="mimo-v2.6-flash",
messages=[{"role": "user", "content": "Refactor this function for O(n) time and explain the change."}],
)
print(resp.choices[0].message.content)const res = await fetch("https://api.mimo.mi.com/v1/chat/completions", {
method: "POST",
headers: {
Authorization: `Bearer ${process.env.MIMO_API_KEY}`,
"content-type": "application/json",
},
body: JSON.stringify({
model: "mimo-v2.6-flash",
messages: [{ role: "user", content: "Refactor this function for O(n) time and explain the change." }],
}),
});
console.log((await res.json()).choices[0].message.content);Recursos e links oficiais
Comparar hosts e latência
Throughput, TTFT e preços de cache na Groq, Cerebras, Together, DeepInfra, Fireworks, Bedrock e Azure.
Pontuações por fonte
Pontuações por categoria
Resultados de benchmarks
Especificações ao vivo e arquitetura
- Hybrid active-parameter MoE — 310B total, ~15B live per token
- 1M context at 100+ tok/s sustained
- Open weights under a permissive license
- Pretraining-to-posttraining pipeline detailed in the MiMo paper
Fatura mensal estimada
Citar e incorporar
Loading badge markdown...@misc{llmpodium2026mimov26flash,
title = {Benchmark Analysis and Intelligence Evaluation of MiMo v2.6 Flash},
author = {LLMPodium Research},
year = {2026},
url = {https://llmpodium.com/models/mimo-v2-6-flash}
}Incorporar selo de pontuação
Adicione um selo de Podium Score ao seu README no GitHub ou Hugging Face — ele aponta para o ranking ao vivo.
Loading badge snippet...Loading badge snippet...Mais de Xiaomi
Modelos alternativos
Principais alternativas para MiMo v2.6 Flash com base em recursos, preço e benchmarks.