{"id":290,"date":"2026-06-17T17:56:51","date_gmt":"2026-06-17T20:56:51","guid":{"rendered":"https:\/\/fluxolimpo.ia.br\/negocio_inteligente\/?p=290"},"modified":"2026-06-19T13:37:33","modified_gmt":"2026-06-19T16:37:33","slug":"a-moonshot-ai-disponibiliza-o-codigo-aberto-do-kimi-k2-7-code-oferecendo-aos-desenvolvedores-um-modelo-de-codificacao-agentiva-de-1t-parametros-com-256k-de-contexto-e-ganhos-de-desempenho-de-218","status":"publish","type":"post","link":"https:\/\/fluxolimpo.ia.br\/negocio_inteligente\/a-moonshot-ai-disponibiliza-o-codigo-aberto-do-kimi-k2-7-code-oferecendo-aos-desenvolvedores-um-modelo-de-codificacao-agentiva-de-1t-parametros-com-256k-de-contexto-e-ganhos-de-desempenho-de-218\/","title":{"rendered":"A Moonshot AI disponibiliza o c\u00f3digo aberto do Kimi K2.7 Code, oferecendo aos desenvolvedores um modelo de codifica\u00e7\u00e3o agentiva de 1T par\u00e2metros com 256K de contexto e ganhos de desempenho de 21,8%."},"content":{"rendered":"<h1 class=\"text-lg md:text-xl font-bold leading-normal tracking-normal normal-case text-dark\"><span dir=\"auto\">A Moonshot AI disponibiliza o c\u00f3digo aberto do Kimi K2.7 Code, oferecendo aos desenvolvedores um modelo de codifica\u00e7\u00e3o agentiva de 1T par\u00e2metros com 256K de contexto e ganhos de desempenho de 21,8%.<\/span><\/h1>\n<div class=\"resources-page-container mx-auto w-full max-w-[1440px] px-6 tablet:px-12 desktop:px-20\">\n<section class=\"w-full\" data-show-log-id=\"_R_2clubsnpfmmbtb_\">\n<div class=\"vp-doc vp-raw resources-article\">\n<div class=\"kit-weaver-markdown-root markdown\">\n<div>\n<h2 id=\"what-is-kimi-k27-code\" class=\"kit-weaver-markdown-heading-2\"><span dir=\"auto\">O que \u00e9 o c\u00f3digo Kimi K2.7?<\/span><\/h2>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">O Kimi K2.7 Code \u00e9 um modelo agentivo de c\u00f3digo aberto, focado em codifica\u00e7\u00e3o, desenvolvido pela Moonshot AI. Ele oferece melhor desempenho em codifica\u00e7\u00e3o e agentes, com melhorias substanciais em tarefas de codifica\u00e7\u00e3o de longo prazo no mundo real. Esses ganhos se traduzem em taxas de sucesso de ponta a ponta mais altas em fluxos de trabalho complexos de engenharia de software. O K2.7 Code tamb\u00e9m aprimora a efici\u00eancia do racioc\u00ednio, reduzindo o uso de tokens de pensamento em aproximadamente 30% em compara\u00e7\u00e3o com o K2.6.<\/span><\/p>\n<\/div>\n<div>\n<h2 id=\"benchmark-performance\" class=\"kit-weaver-markdown-heading-2\"><span dir=\"auto\">Desempenho de refer\u00eancia<\/span><\/h2>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">O c\u00f3digo Kimi K2.7 foi avaliado em compara\u00e7\u00e3o com o K2.6 usando uma combina\u00e7\u00e3o de benchmarks internos e externos que abrangem duas dimens\u00f5es: capacidade de codifica\u00e7\u00e3o e execu\u00e7\u00e3o de tarefas de forma aut\u00f4noma.<\/span><\/p>\n<figure class=\"kit-weaver-markdown-image\"><img decoding=\"async\" src=\"https:\/\/kimi-file.moonshot.cn\/prod-chat-kimi\/kfs\/4\/2\/2026-06-13\/1d8mf2mmdcmosb3q4f03g?x-tos-process=image%2Fauto-orient%2C1%2Fstrip%2Fignore-error%2C1\" alt=\"Compara\u00e7\u00e3o de desempenho do Kimi K2.7 Code, Kimi K2.6, GPT-5.5 e Claude Opus 4.8 em seis benchmarks de codifica\u00e7\u00e3o e comportamento agentivo.\" \/><\/figure>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">Nos testes de desempenho de codifica\u00e7\u00e3o, o K2.7 Code apresenta ganhos substanciais em rela\u00e7\u00e3o ao K2.6:\u00a0<\/span><strong><span dir=\"auto\">+21,8%<\/span><\/strong><span dir=\"auto\">\u00a0no Kimi Code Bench v2 (62,0 vs 50,9),\u00a0<\/span><strong><span dir=\"auto\">+11,0%<\/span><\/strong><span dir=\"auto\">\u00a0no Program Bench (53,6 vs 48,3) e\u00a0<\/span><strong><span dir=\"auto\">+31,5%<\/span><\/strong><span dir=\"auto\">\u00a0no MLS Bench Lite (35,1 vs 26,7).<\/span><\/p>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">Uma capacidade de codifica\u00e7\u00e3o mais robusta tamb\u00e9m se traduz em um desempenho mais forte do agente. Nos benchmarks Kimi Claw 24\/7 Bench, MCP Atlas e MCP Mark Verified \u2014 que medem a execu\u00e7\u00e3o aut\u00f4noma de tarefas do agente \u2014 o c\u00f3digo K2.7 apresenta uma melhoria de aproximadamente 10% em rela\u00e7\u00e3o ao K2.6.<\/span><\/p>\n<\/div>\n<div>\n<ul class=\"kit-weaver-markdown-list unordered\">\n<li class=\"kit-weaver-markdown-list-item\">\n<p class=\"kit-weaver-markdown-paragraph\"><strong><span dir=\"auto\">Codifica\u00e7\u00e3o:<\/span><\/strong><\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div>\n<div class=\"vp-doc-table-container kit-weaver-markdown-table-wrap has-right-overflow\">\n<div class=\"vp-doc-table-wrapper\">\n<table class=\"kit-weaver-markdown-table\">\n<thead>\n<tr>\n<th><span dir=\"auto\">Refer\u00eancia<\/span><\/th>\n<th><span dir=\"auto\">Kimi K2.6<\/span><\/th>\n<th><span dir=\"auto\">C\u00f3digo Kimi K2.7<\/span><\/th>\n<th><span dir=\"auto\">GPT-5.5<\/span><\/th>\n<th><span dir=\"auto\">Claude Opus 4.8<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span dir=\"auto\">Banco de C\u00f3digos Kimi v2<\/span><\/td>\n<td><span dir=\"auto\">50,9<\/span><\/td>\n<td><span dir=\"auto\">62,0<\/span><\/td>\n<td><span dir=\"auto\">69,0<\/span><\/td>\n<td><span dir=\"auto\">67,4<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">Banco de Programas<\/span><\/td>\n<td><span dir=\"auto\">48,3<\/span><\/td>\n<td><span dir=\"auto\">53,6<\/span><\/td>\n<td><span dir=\"auto\">69,1<\/span><\/td>\n<td><span dir=\"auto\">63,8<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">Banco MLS Lite<\/span><\/td>\n<td><span dir=\"auto\">26,7<\/span><\/td>\n<td><span dir=\"auto\">35.1<\/span><\/td>\n<td><span dir=\"auto\">35,5<\/span><\/td>\n<td><span dir=\"auto\">42,8<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<ul class=\"kit-weaver-markdown-list unordered\">\n<li class=\"kit-weaver-markdown-list-item\">\n<p class=\"kit-weaver-markdown-paragraph\"><strong><span dir=\"auto\">Agente:<\/span><\/strong><\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div>\n<div class=\"vp-doc-table-container kit-weaver-markdown-table-wrap has-right-overflow\">\n<div class=\"vp-doc-table-wrapper\">\n<table class=\"kit-weaver-markdown-table\">\n<thead>\n<tr>\n<th><span dir=\"auto\">Refer\u00eancia<\/span><\/th>\n<th><span dir=\"auto\">Kimi K2.6<\/span><\/th>\n<th><span dir=\"auto\">C\u00f3digo Kimi K2.7<\/span><\/th>\n<th><span dir=\"auto\">GPT-5.5<\/span><\/th>\n<th><span dir=\"auto\">Claude Opus 4.8<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span dir=\"auto\">Banco Kimi Claw 24\/7<\/span><\/td>\n<td><span dir=\"auto\">42,9<\/span><\/td>\n<td><span dir=\"auto\">46,9<\/span><\/td>\n<td><span dir=\"auto\">52,8<\/span><\/td>\n<td><span dir=\"auto\">50,4<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">Atlas MCP<\/span><\/td>\n<td><span dir=\"auto\">69,4<\/span><\/td>\n<td><span dir=\"auto\">76,0<\/span><\/td>\n<td><span dir=\"auto\">79,4<\/span><\/td>\n<td><span dir=\"auto\">81,3<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">Marca MCP verificada<\/span><\/td>\n<td><span dir=\"auto\">72,8<\/span><\/td>\n<td><span dir=\"auto\">81.1<\/span><\/td>\n<td><span dir=\"auto\">92,9<\/span><\/td>\n<td><span dir=\"auto\">76,4<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<blockquote class=\"kit-weaver-markdown-blockquote\">\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">O Kimi Code Bench v2 \u00e9 um benchmark interno desenvolvido pela Moonshot AI, e o Kimi Claw 24\/7 Bench \u00e9 um benchmark interno para avalia\u00e7\u00e3o de agentes. Os c\u00f3digos Kimi K2.7 e K2.6 foram testados via CLI do Kimi Code com o recurso de racioc\u00ednio ativado (temperatura 1.0, top-p 0.95, contexto de 262.144 tokens), enquanto o GPT-5.5 foi avaliado no Codex (xhigh) e o Opus 4.8 no Claude Code (xhigh). Exce\u00e7\u00f5es espec\u00edficas para cada benchmark e a metodologia completa est\u00e3o detalhadas no\u00a0<\/span><a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K2.7-Code\"><span dir=\"auto\">cart\u00e3o do modelo da Hugging Face<\/span><\/a><span dir=\"auto\">\u00a0.<\/span><\/p>\n<\/blockquote>\n<\/div>\n<div>\n<h2 id=\"built-for-long-horizon-coding\" class=\"kit-weaver-markdown-heading-2\"><span dir=\"auto\">Projetado para programa\u00e7\u00e3o de longo prazo.<\/span><\/h2>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">Na pr\u00e1tica, a engenharia de software raramente termina em uma \u00fanica etapa. Tarefas como refatorar uma base de c\u00f3digo, implementar uma funcionalidade em v\u00e1rios arquivos ou depurar durante longas sess\u00f5es de agentes exigem um modelo capaz de seguir instru\u00e7\u00f5es de forma confi\u00e1vel em contextos extensos e de concluir a tarefa com sucesso.<\/span><\/p>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">O c\u00f3digo Kimi K2.7 \u00e9 otimizado para esses cen\u00e1rios de longo prazo. Comparado ao K2.6, ele segue instru\u00e7\u00f5es de forma mais confi\u00e1vel em contextos longos e alcan\u00e7a taxas de sucesso de tarefas de ponta a ponta mais altas, tornando-o mais adequado para fluxos de trabalho complexos de engenharia de software.<\/span><\/p>\n<\/div>\n<div>\n<div class=\"mt-5 flex justify-center\"><a class=\"vp-raw inline-flex h-10 min-w-14 items-center justify-center rounded-xl px-3 text-base font-medium no-underline bg-(--Labels-Primary) text-(--Bg-Primary) cursor-pointer transition-colors duration-200 hover:bg-(--Labels-Primary-hover) active:bg-(--Labels-Primary-active) transition-[transform,background-color] duration-200 transform-[scale(1)] hover:transform-[scale(1.02)] active:transform-[scale(0.98)] active:duration-50\" href=\"https:\/\/www.kimi.com\/code\" target=\"_blank\" rel=\"noopener noreferrer\"><span dir=\"auto\">Experimente no c\u00f3digo Kimi<\/span><\/a><\/div>\n<\/div>\n<div>\n<h2 id=\"optimized-reasoning-efficiency\" class=\"kit-weaver-markdown-heading-2\"><span dir=\"auto\">Efici\u00eancia de racioc\u00ednio otimizada<\/span><\/h2>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">Os modelos de racioc\u00ednio tendem a pensar demais, gastando milhares de tokens deliberando sobre problemas desnecess\u00e1rios. O c\u00f3digo Kimi K2.7 reduz significativamente essa tend\u00eancia: ele diminui o uso de tokens de racioc\u00ednio em aproximadamente 30% em m\u00e9dia, em compara\u00e7\u00e3o com o K2.6.<\/span><\/p>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">Nos testes Kimi Code Bench v2, Program Bench e MLS Bench Lite, o Kimi K2.7 Code alcan\u00e7a pontua\u00e7\u00f5es mais altas que o K2.6, consumindo menos tokens em cada benchmark.<\/span><\/p>\n<figure class=\"kit-weaver-markdown-image\"><img decoding=\"async\" src=\"https:\/\/kimi-file.moonshot.cn\/prod-chat-kimi\/kfs\/4\/2\/2026-06-13\/1d8mgo22av1fc6447deb0?x-tos-process=image%2Fauto-orient%2C1%2Fstrip%2Fignore-error%2C1\" alt=\"Desempenho versus Tokens do c\u00f3digo Kimi K2.7\" \/><\/figure>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">Para os desenvolvedores, essa efici\u00eancia se multiplica em todas as tarefas: respostas mais r\u00e1pidas em sess\u00f5es de codifica\u00e7\u00e3o interativas, custos de API mais baixos em produ\u00e7\u00e3o e fluxos de trabalho de agentes que concluem mais trabalho dentro do mesmo or\u00e7amento de contexto.<\/span><\/p>\n<\/div>\n<div>\n<div class=\"mt-5 flex justify-center\"><a class=\"vp-raw inline-flex h-10 min-w-14 items-center justify-center rounded-xl px-3 text-base font-medium no-underline bg-(--Labels-Primary) text-(--Bg-Primary) cursor-pointer transition-colors duration-200 hover:bg-(--Labels-Primary-hover) active:bg-(--Labels-Primary-active) transition-[transform,background-color] duration-200 transform-[scale(1)] hover:transform-[scale(1.02)] active:transform-[scale(0.98)] active:duration-50\" href=\"https:\/\/www.kimi.com\/code\" target=\"_blank\" rel=\"noopener noreferrer\"><span dir=\"auto\">Experimente no c\u00f3digo Kimi<\/span><\/a><\/div>\n<\/div>\n<div>\n<h2 id=\"model-architecture\" class=\"kit-weaver-markdown-heading-2\"><span dir=\"auto\">Arquitetura do modelo<\/span><\/h2>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">O c\u00f3digo Kimi K2.7 \u00e9 constru\u00eddo sobre uma arquitetura de Mistura de Especialistas (MoE) com 1 trilh\u00e3o de par\u00e2metros totais e 32 bilh\u00f5es de par\u00e2metros ativados por token. O modelo suporta um comprimento de contexto de 256K e utiliza Aten\u00e7\u00e3o Latente Multi-cabe\u00e7as (MLA). Ele tamb\u00e9m inclui o MoonViT, um codificador de vis\u00e3o com 400 milh\u00f5es de par\u00e2metros.<\/span><\/p>\n<\/div>\n<div>\n<div class=\"vp-doc-table-container kit-weaver-markdown-table-wrap\">\n<div class=\"vp-doc-table-wrapper\">\n<table class=\"kit-weaver-markdown-table\">\n<thead>\n<tr>\n<th><span dir=\"auto\">Par\u00e2metro<\/span><\/th>\n<th><span dir=\"auto\">Valor<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong><span dir=\"auto\">Arquitetura<\/span><\/strong><\/td>\n<td><span dir=\"auto\">Mistura de Especialistas (MoE)<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">Par\u00e2metros totais<\/span><\/strong><\/td>\n<td><span dir=\"auto\">1T<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">Par\u00e2metros ativados<\/span><\/strong><\/td>\n<td><span dir=\"auto\">32B<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">N\u00famero de camadas (incluindo a camada densa)<\/span><\/strong><\/td>\n<td><span dir=\"auto\">61<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">N\u00famero de camadas densas<\/span><\/strong><\/td>\n<td><span dir=\"auto\">1<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">Aten\u00e7\u00e3o, Dimens\u00e3o Oculta<\/span><\/strong><\/td>\n<td><span dir=\"auto\">7168<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">Dimens\u00e3o Oculta do MoE (segundo Especialista)<\/span><\/strong><\/td>\n<td><span dir=\"auto\">2048<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">N\u00famero de Cabe\u00e7as de Aten\u00e7\u00e3o<\/span><\/strong><\/td>\n<td><span dir=\"auto\">64<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">N\u00famero de especialistas<\/span><\/strong><\/td>\n<td><span dir=\"auto\">384<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">Especialistas selecionados por token<\/span><\/strong><\/td>\n<td><span dir=\"auto\">8<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">N\u00famero de especialistas compartilhados<\/span><\/strong><\/td>\n<td><span dir=\"auto\">1<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">Tamanho do vocabul\u00e1rio<\/span><\/strong><\/td>\n<td><span dir=\"auto\">160 mil<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">Comprimento do contexto<\/span><\/strong><\/td>\n<td><span dir=\"auto\">256 mil<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">Mecanismo de Aten\u00e7\u00e3o<\/span><\/strong><\/td>\n<td><span dir=\"auto\">Deputado estadual<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">Fun\u00e7\u00e3o de ativa\u00e7\u00e3o<\/span><\/strong><\/td>\n<td><span dir=\"auto\">SwiGLU<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">Codificador de vis\u00e3o<\/span><\/strong><\/td>\n<td><span dir=\"auto\">MoonViT<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span dir=\"auto\">Par\u00e2metros do codificador de vis\u00e3o<\/span><\/strong><\/td>\n<td><span dir=\"auto\">400M<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">Os pesos completos do modelo s\u00e3o de c\u00f3digo aberto e est\u00e3o dispon\u00edveis no site da Hugging Face.<\/span><\/p>\n<\/div>\n<div>\n<h2 id=\"choosing-between-kimi-k27-code-and-k26\" class=\"kit-weaver-markdown-heading-2\"><span dir=\"auto\">Escolher entre o c\u00f3digo Kimi K2.7 e o K2.6<\/span><\/h2>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">O Kimi K2.7 Code foi desenvolvido especificamente para tarefas de programa\u00e7\u00e3o. Para trabalhos de uso geral, como escrita, an\u00e1lise e conversa\u00e7\u00e3o, recomendamos o K2.6, que oferece recursos mais abrangentes.<\/span><\/p>\n<\/div>\n<div>\n<h2 id=\"how-to-access-kimi-k27-code\" class=\"kit-weaver-markdown-heading-2\"><span dir=\"auto\">Como acessar o c\u00f3digo Kimi K2.7<\/span><\/h2>\n<\/div>\n<div>\n<h3 id=\"where-to-use-it\" class=\"kit-weaver-markdown-heading-3\"><span dir=\"auto\">Onde usar<\/span><\/h3>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">O c\u00f3digo Kimi K2.7 est\u00e1 dispon\u00edvel atrav\u00e9s de:<\/span><\/p>\n<\/div>\n<div>\n<ul class=\"kit-weaver-markdown-list unordered\">\n<li class=\"kit-weaver-markdown-list-item\">\n<p class=\"kit-weaver-markdown-paragraph\"><strong><span dir=\"auto\">Kimi Code<\/span><\/strong><span dir=\"auto\">\u00a0(\u00a0<\/span><a href=\"https:\/\/www.kimi.com\/code\"><span dir=\"auto\">https:\/\/www.kimi.com\/code<\/span><\/a><span dir=\"auto\">\u00a0). O Kimi K2.7 Code agora \u00e9 o modelo padr\u00e3o, com o modo de racioc\u00ednio ativado por padr\u00e3o. Para come\u00e7ar, siga as instru\u00e7\u00f5es de configura\u00e7\u00e3o na p\u00e1gina.<\/span><\/p>\n<figure class=\"kit-weaver-markdown-image\"><img decoding=\"async\" src=\"https:\/\/kimi-file.moonshot.cn\/prod-chat-kimi\/kfs\/4\/2\/2026-06-15\/1d8nlmrmdcmosb3q7rfe0?x-tos-process=image%2Fauto-orient%2C1%2Fstrip%2Fignore-error%2C1\" alt=\"Interface do c\u00f3digo Kimi\" \/><\/figure>\n<\/li>\n<li class=\"kit-weaver-markdown-list-item\">\n<p class=\"kit-weaver-markdown-paragraph\"><strong><span dir=\"auto\">A API Kimi<\/span><\/strong><span dir=\"auto\">\u00a0est\u00e1 dispon\u00edvel na plataforma aberta (\u00a0<\/span><a href=\"https:\/\/platform.kimi.ai\/\"><span dir=\"auto\">https:\/\/platform.kimi.ai\/<\/span><\/a><span dir=\"auto\">\u00a0). Os desenvolvedores podem chamar o c\u00f3digo Kimi K2.7 por meio da API Kimi e integr\u00e1-lo aos seus pr\u00f3prios fluxos de trabalho de codifica\u00e7\u00e3o, agentes e ferramentas de desenvolvimento.<\/span><\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div>\n<h3 id=\"thinking-mode-requirement\" class=\"kit-weaver-markdown-heading-3\"><span dir=\"auto\">Requisito do modo de pensamento<\/span><\/h3>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">O c\u00f3digo Kimi K2.7 n\u00e3o suporta o modo n\u00e3o-racional. Ele sempre \u00e9 executado com o modo racional ativado, tanto na API Kimi quanto no c\u00f3digo Kimi. No c\u00f3digo Kimi, as solicita\u00e7\u00f5es feitas com o modo racional desativado s\u00e3o automaticamente atendidas pelo K2.6.<\/span><\/p>\n<\/div>\n<div>\n<h2 id=\"kimi-k27-code-pricing\" class=\"kit-weaver-markdown-heading-2\"><span dir=\"auto\">Pre\u00e7os do c\u00f3digo Kimi K2.7<\/span><\/h2>\n<\/div>\n<div>\n<h3 id=\"kimi-code-plans\" class=\"kit-weaver-markdown-heading-3\"><span dir=\"auto\">Planos de c\u00f3digo Kimi<\/span><\/h3>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">Para usu\u00e1rios que desejam experimentar o Kimi K2.7 Code diretamente pelo Kimi Code, incluindo plugins para terminal e IDE, oferecemos planos Code. Os pre\u00e7os abaixo s\u00e3o mensais e incluem\u00a0<\/span><strong><span dir=\"auto\">o pagamento anual<\/span><\/strong><span dir=\"auto\">\u00a0:<\/span><\/p>\n<\/div>\n<div>\n<div class=\"vp-doc-table-container kit-weaver-markdown-table-wrap\">\n<div class=\"vp-doc-table-wrapper\">\n<table class=\"kit-weaver-markdown-table\">\n<thead>\n<tr>\n<th><span dir=\"auto\">Plano<\/span><\/th>\n<th><span dir=\"auto\">Pre\u00e7o<\/span><\/th>\n<th><span dir=\"auto\">Ideal para<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span dir=\"auto\">Moderador<\/span><\/td>\n<td><span dir=\"auto\">US$ 15 por m\u00eas<\/span><\/td>\n<td><span dir=\"auto\">Usu\u00e1rios que precisam de cotas de uso atualizadas semanalmente e acesso em v\u00e1rios dispositivos para fluxos de trabalho de programa\u00e7\u00e3o regulares.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">Allegretto<\/span><\/td>\n<td><span dir=\"auto\">$ 31 por m\u00eas<\/span><\/td>\n<td><span dir=\"auto\">Usu\u00e1rios avan\u00e7ados que precisam de limites semanais maiores e limites de simultaneidade aumentados.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">Allegro<\/span><\/td>\n<td><span dir=\"auto\">$ 79 por m\u00eas<\/span><\/td>\n<td><span dir=\"auto\">Usu\u00e1rios que trabalham em tarefas de desenvolvimento intensivas, projetos complexos e grandes volumes de trabalho.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">Vivace<\/span><\/td>\n<td><span dir=\"auto\">US$ 159 por m\u00eas<\/span><\/td>\n<td><span dir=\"auto\">Usu\u00e1rios que precisam das maiores cotas semanais do plano para projetos complexos e bases de c\u00f3digo extensas.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">Cada plano inclui limites de uso atualizados semanalmente. Os planos de n\u00edvel superior oferecem limites semanais maiores e tetos de simultaneidade mais altos, tornando-os adequados para projetos mais complexos. Para obter os detalhes mais recentes do plano, consulte a\u00a0<\/span><a href=\"https:\/\/www.kimi.com\/membership\/pricing\"><span dir=\"auto\">p\u00e1gina oficial de membros<\/span><\/a><span dir=\"auto\">\u00a0.<\/span><\/p>\n<\/div>\n<div>\n<h3 id=\"kimi-api-pricing\" class=\"kit-weaver-markdown-heading-3\"><span dir=\"auto\">Pre\u00e7os da API Kimi<\/span><\/h3>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">O c\u00f3digo Kimi K2.7 est\u00e1 dispon\u00edvel atrav\u00e9s da API Kimi com cobran\u00e7a por token, baseada no uso:<\/span><\/p>\n<\/div>\n<div>\n<div class=\"vp-doc-table-container kit-weaver-markdown-table-wrap has-right-overflow\">\n<div class=\"vp-doc-table-wrapper\">\n<table class=\"kit-weaver-markdown-table\">\n<thead>\n<tr>\n<th><span dir=\"auto\">Modelo<\/span><\/th>\n<th><span dir=\"auto\">Unidade<\/span><\/th>\n<th><span dir=\"auto\">Pre\u00e7o de entrada (acerto de cache)<\/span><\/th>\n<th><span dir=\"auto\">Pre\u00e7o de entrada (falha de cache)<\/span><\/th>\n<th><span dir=\"auto\">Pre\u00e7o de sa\u00edda<\/span><\/th>\n<th><span dir=\"auto\">Janela de contexto<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span dir=\"auto\">c\u00f3digo kimi-k2.7<\/span><\/td>\n<td><span dir=\"auto\">1 milh\u00e3o de tokens<\/span><\/td>\n<td><span dir=\"auto\">$ 0,19<\/span><\/td>\n<td><span dir=\"auto\">$ 0,95<\/span><\/td>\n<td><span dir=\"auto\">$ 4,00<\/span><\/td>\n<td><span dir=\"auto\">262.144 tokens<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<p class=\"kit-weaver-markdown-paragraph\"><span dir=\"auto\">A API oferece suporte ao cache autom\u00e1tico de contexto, o que reduz o custo de entrada para contexto reutilizado (acerto de cache: US$ 0,19 vs. falha de cache: US$ 0,95 por milh\u00e3o de tokens). Os pre\u00e7os n\u00e3o incluem impostos aplic\u00e1veis. Consulte a\u00a0<\/span><a href=\"https:\/\/platform.kimi.ai\/docs\/pricing\/chat-k27-code\"><span dir=\"auto\">documenta\u00e7\u00e3o oficial de pre\u00e7os<\/span><\/a><span dir=\"auto\">\u00a0para obter as taxas mais recentes.<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<aside class=\"hidden resources-aside desktop:block\">\n<div class=\"resources-aside-inner\">\n<div class=\"flex w-full pt-6\">\n<div class=\"flex items-center gap-4\" data-show-log-id=\"_R_7clubsnpfmmbtb_\"><\/div>\n<\/div>\n<nav class=\"resources-aside-toc\" aria-label=\"\u00cdndice\">\n<ul class=\"resources-aside-toc-list\">\n<li class=\"resources-aside-toc-item\" data-level=\"2\" aria-hidden=\"false\"><a class=\"resources-aside-toc-link\" href=\"https:\/\/www.kimi.com\/resources\/kimi-k2-7-code#what-is-kimi-k27-code\"><span dir=\"auto\">O que \u00e9 o c\u00f3digo Kimi K2.7?<\/span><\/a><\/li>\n<li class=\"resources-aside-toc-item\" data-level=\"2\" aria-hidden=\"false\"><a class=\"resources-aside-toc-link\" href=\"https:\/\/www.kimi.com\/resources\/kimi-k2-7-code#benchmark-performance\"><span dir=\"auto\">Desempenho de refer\u00eancia<\/span><\/a><\/li>\n<li class=\"resources-aside-toc-item\" data-level=\"2\" aria-hidden=\"false\"><a class=\"resources-aside-toc-link\" href=\"https:\/\/www.kimi.com\/resources\/kimi-k2-7-code#built-for-long-horizon-coding\"><span dir=\"auto\">Projetado para programa\u00e7\u00e3o de longo prazo.<\/span><\/a><\/li>\n<li class=\"resources-aside-toc-item\" data-level=\"2\" aria-hidden=\"false\"><a class=\"resources-aside-toc-link\" href=\"https:\/\/www.kimi.com\/resources\/kimi-k2-7-code#optimized-reasoning-efficiency\"><span dir=\"auto\">Efici\u00eancia de racioc\u00ednio otimizada<\/span><\/a><\/li>\n<li class=\"resources-aside-toc-item\" data-level=\"2\" aria-hidden=\"false\"><a class=\"resources-aside-toc-link\" href=\"https:\/\/www.kimi.com\/resources\/kimi-k2-7-code#model-architecture\"><span dir=\"auto\">Arquitetura do modelo<\/span><\/a><\/li>\n<li class=\"resources-aside-toc-item\" data-level=\"2\" aria-hidden=\"false\"><a class=\"resources-aside-toc-link\" href=\"https:\/\/www.kimi.com\/resources\/kimi-k2-7-code#choosing-between-kimi-k27-code-and-k26\"><span dir=\"auto\">Escolher entre o c\u00f3digo Kimi K2.7 e o K2.6<\/span><\/a><\/li>\n<li class=\"resources-aside-toc-item\" data-level=\"2\" aria-hidden=\"false\"><a class=\"resources-aside-toc-link\" href=\"https:\/\/www.kimi.com\/resources\/kimi-k2-7-code#how-to-access-kimi-k27-code\"><span dir=\"auto\">Como acessar o c\u00f3digo Kimi K2.7<\/span><\/a><\/li>\n<li class=\"resources-aside-toc-item is-collapsed\" data-level=\"3\" aria-hidden=\"true\"><\/li>\n<li class=\"resources-aside-toc-item is-collapsed\" data-level=\"3\" aria-hidden=\"true\"><\/li>\n<li class=\"resources-aside-toc-item\" data-level=\"2\" aria-hidden=\"false\"><a class=\"resources-aside-toc-link\" href=\"https:\/\/www.kimi.com\/resources\/kimi-k2-7-code#kimi-k27-code-pricing\"><span dir=\"auto\">Pre\u00e7os do c\u00f3digo Kimi K2.7<\/span><\/a><\/li>\n<li class=\"resources-aside-toc-item\" data-level=\"3\" aria-hidden=\"false\"><a class=\"resources-aside-toc-link\" href=\"https:\/\/www.kimi.com\/resources\/kimi-k2-7-code#kimi-code-plans\"><span dir=\"auto\">Planos de c\u00f3digo Kimi<\/span><\/a><\/li>\n<li class=\"resources-aside-toc-item is-active\" data-level=\"3\" aria-hidden=\"false\"><a class=\"resources-aside-toc-link\" href=\"https:\/\/www.kimi.com\/resources\/kimi-k2-7-code#kimi-api-pricing\"><span dir=\"auto\">Pre\u00e7os da API Kimi<\/span><\/a><\/li>\n<\/ul>\n<\/nav>\n<\/div>\n<\/aside>\n<\/div>\n<div class=\"mx-auto w-full max-w-[1440px] px-6 tablet:px-12 desktop:px-20\">\n<div class=\"vp-doc vp-raw resources-article\">\n<div class=\"vp-raw pt-[72px] w-dvw bg-(--Bg-Primary)\" data-show-log-id=\"_R_klubsnpfmmbtb_\">\n<div class=\"resources-qa resources-qa-container mx-auto box-border flex max-w-[1440px] flex-col items-center gap-8 px-6 tablet:px-12 desktop:px-20 py-[72px] desktop:flex-row desktop:items-start desktop:gap-[clamp(24px,16.875vw,216px)]\">\n<div class=\"flex justify-center items-center my-4 desktop:my-0 desktop:mt-4 desktop:items-start desktop:justify-start\">\n<h2 class=\"m-0! p-0! border-none! font-[600] text-[28px] leading-8 text-(--Labels-Primary) text-center desktop:text-left\"><span dir=\"auto\">Perguntas frequentes<\/span><\/h2>\n<\/div>\n<div class=\"w-full desktop:flex-1 desktop:min-w-0\">\n<div class=\"flex flex-col overflow-clip border-b-[0.5px] border-(--Separators-S1) border-t-[0.5px] border-(--Separators-S1)\">\n<div class=\"flex flex-row justify-between items-center py-4 pr-4 pl-0 w-full transition-colors cursor-pointer\"><span class=\"resources-qa-question min-w-0 flex-1 whitespace-normal wrap-break-word text-base font-medium leading-6 text-(--Labels-Primary)\"><span dir=\"auto\">O c\u00f3digo Kimi K2.7 \u00e9 de c\u00f3digo aberto?<\/span><\/span><\/div>\n<div class=\"grid transition-[grid-template-rows,opacity] duration-[250ms] ease-[cubic-bezier(0.4,0,0.2,1)] grid-rows-[1fr] opacity-100 duration-400 ease-[cubic-bezier(0.2,0.8,0.2,1)]\">\n<div class=\"min-h-0 overflow-visible\">\n<div class=\"flex items-center p-0 w-full\">\n<div class=\"resources-qa-answer flex-1 text-base leading-6 text-(--Labels-Primary) font-(family:--system-fonts) mb-4 mr-8\"><span dir=\"auto\">Sim. Os pesos do modelo s\u00e3o de c\u00f3digo aberto e est\u00e3o dispon\u00edveis para download no site da Hugging Face, onde voc\u00ea tamb\u00e9m encontra guias de implanta\u00e7\u00e3o e documenta\u00e7\u00e3o completa.<\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"flex flex-col overflow-clip border-b-[0.5px] border-(--Separators-S1)\">\n<div class=\"flex flex-row justify-between items-center py-4 pr-4 pl-0 w-full transition-colors cursor-pointer\"><span class=\"resources-qa-question min-w-0 flex-1 whitespace-normal wrap-break-word text-base font-medium leading-6 text-(--Labels-Primary)\"><span dir=\"auto\">O que \u00e9 a janela de contexto do c\u00f3digo Kimi K2.7?<\/span><\/span><\/div>\n<div class=\"grid transition-[grid-template-rows,opacity] duration-[250ms] ease-[cubic-bezier(0.4,0,0.2,1)] grid-rows-[1fr] opacity-100 duration-400 ease-[cubic-bezier(0.2,0.8,0.2,1)]\">\n<div class=\"min-h-0 overflow-visible\">\n<div class=\"flex items-center p-0 w-full\">\n<div class=\"resources-qa-answer flex-1 text-base leading-6 text-(--Labels-Primary) font-(family:--system-fonts) mb-4 mr-8\"><span dir=\"auto\">O Kimi K2.7 Code suporta uma janela de contexto de 256K (262.144 tokens), tornando-o ideal para bases de c\u00f3digo em escala de reposit\u00f3rio e longas sess\u00f5es de codifica\u00e7\u00e3o com v\u00e1rias etapas.<\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"flex flex-col overflow-clip border-b-[0.5px] border-(--Separators-S1)\">\n<div class=\"flex flex-row justify-between items-center py-4 pr-4 pl-0 w-full transition-colors cursor-pointer\"><span class=\"resources-qa-question min-w-0 flex-1 whitespace-normal wrap-break-word text-base font-medium leading-6 text-(--Labels-Primary)\"><span dir=\"auto\">O c\u00f3digo Kimi K2.7 suporta entrada de imagem e v\u00eddeo?<\/span><\/span><\/div>\n<div class=\"grid transition-[grid-template-rows,opacity] duration-[250ms] ease-[cubic-bezier(0.4,0,0.2,1)] grid-rows-[1fr] opacity-100 duration-400 ease-[cubic-bezier(0.2,0.8,0.2,1)]\">\n<div class=\"min-h-0 overflow-visible\">\n<div class=\"flex items-center p-0 w-full\">\n<div class=\"resources-qa-answer flex-1 text-base leading-6 text-(--Labels-Primary) font-(family:--system-fonts) mb-4 mr-8\"><span dir=\"auto\">Sim. O Kimi K2.7 Code utiliza uma arquitetura nativamente multimodal que suporta entrada de texto, imagem e v\u00eddeo, al\u00e9m de suas capacidades de codifica\u00e7\u00e3o e de agentes.<\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"flex flex-col overflow-clip border-b-[0.5px] border-(--Separators-S1)\">\n<div class=\"flex flex-row justify-between items-center py-4 pr-4 pl-0 w-full transition-colors cursor-pointer\"><span class=\"resources-qa-question min-w-0 flex-1 whitespace-normal wrap-break-word text-base font-medium leading-6 text-(--Labels-Primary)\"><span dir=\"auto\">\u00c9 necess\u00e1rio estar no modo de racioc\u00ednio para usar o c\u00f3digo Kimi K2.7?<\/span><\/span><\/div>\n<div class=\"grid transition-[grid-template-rows,opacity] duration-[250ms] ease-[cubic-bezier(0.4,0,0.2,1)] grid-rows-[1fr] opacity-100 duration-400 ease-[cubic-bezier(0.2,0.8,0.2,1)]\">\n<div class=\"min-h-0 overflow-visible\">\n<div class=\"flex items-center p-0 w-full\">\n<div class=\"resources-qa-answer flex-1 text-base leading-6 text-(--Labels-Primary) font-(family:--system-fonts) mb-4 mr-8\"><span dir=\"auto\">Sim. O Kimi K2.7 Code n\u00e3o suporta o modo n\u00e3o-cognitivo e sempre \u00e9 executado com o modo cognitivo ativado. No Kimi Code, as requisi\u00e7\u00f5es feitas com o modo cognitivo desativado s\u00e3o automaticamente atendidas pelo K2.6.<\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>A Moonshot AI disponibiliza o c\u00f3digo aberto do Kimi K2.7 Code, oferecendo aos desenvolvedores um modelo de codifica\u00e7\u00e3o agentiva de 1T par\u00e2metros com 256K de contexto e ganhos de desempenho de 21,8%. O que \u00e9 o c\u00f3digo Kimi K2.7? O Kimi K2.7 Code \u00e9 um modelo agentivo de c\u00f3digo aberto, focado em codifica\u00e7\u00e3o, desenvolvido pela [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[14],"tags":[187,186,185],"class_list":["post-290","post","type-post","status-publish","format-standard","hentry","category-ia-na-pratica","tag-api-kimi","tag-benchmarks","tag-kimi-k2-7-code"],"_links":{"self":[{"href":"https:\/\/fluxolimpo.ia.br\/negocio_inteligente\/wp-json\/wp\/v2\/posts\/290","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fluxolimpo.ia.br\/negocio_inteligente\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fluxolimpo.ia.br\/negocio_inteligente\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fluxolimpo.ia.br\/negocio_inteligente\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fluxolimpo.ia.br\/negocio_inteligente\/wp-json\/wp\/v2\/comments?post=290"}],"version-history":[{"count":1,"href":"https:\/\/fluxolimpo.ia.br\/negocio_inteligente\/wp-json\/wp\/v2\/posts\/290\/revisions"}],"predecessor-version":[{"id":291,"href":"https:\/\/fluxolimpo.ia.br\/negocio_inteligente\/wp-json\/wp\/v2\/posts\/290\/revisions\/291"}],"wp:attachment":[{"href":"https:\/\/fluxolimpo.ia.br\/negocio_inteligente\/wp-json\/wp\/v2\/media?parent=290"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fluxolimpo.ia.br\/negocio_inteligente\/wp-json\/wp\/v2\/categories?post=290"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fluxolimpo.ia.br\/negocio_inteligente\/wp-json\/wp\/v2\/tags?post=290"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}