GLM-5
GLM-5 是智谱 AI 的 744B parameters open-weight 巨作，凭借 200k 的 context window，在长程 agentic 任务、coding 和事实准确性方面表现卓越。
zhipuGLMFebruary 11, 2026关于 GLM-5
了解 GLM-5 的功能、特性以及它如何帮助您获得更好的效果。
GLM-5 是智谱 AI 的下一代 flagship foundation model，专为重新定义 open-weight 系统的 Agentic Engineering 状态而设计。它基于庞大的 7440 亿 parameters 的 Mixture of Experts (MoE) 架构，拥有 400 亿 active parameters，是第一个弥合与 Claude 4.5 等 proprietary 巨头性能差距的 open-weights model。该 model 在逻辑密度和软件工程方面表现出色，在 SWE-Bench Verified 上取得了 77.8% 的突破性成绩。
技术上，GLM-5 集成了先进的 Multi-head Latent Attention (MLA) 和 Sparse Attention 机制，以优化 token 效率并减少 33% 的内存开销。GLM-5 使用 10 万片国产华为昇腾 (Ascend) 芯片集群，在 28.5 万亿 tokens 的规模上训练而成，证明了在不依赖高端 NVIDIA 硬件的情况下也能实现 frontier 级别的 reasoning。凭借其 200,000 个 token 的 context window 和专门的 'Thinking Mode'，它为高精度技术工作流提供稳健、低幻觉的输出。
GLM-5 针对可靠性进行了优化，可作为自主技术 agent 的基础，能够在长程执行过程中保持持久状态。其宽松的 MIT 许可协议和每百万 input tokens 1.00 美元的极具竞争力的价格，使其成为寻求私有化部署或大规模 API 集成的企业的理想选择，且不受 proprietary 替代方案限制性条款的约束。
GLM-5 的使用案例
发现使用 GLM-5 获得出色效果的不同方式。
复杂系统工程
：设计和维护具有自主依赖管理的微服务架构。
长程 Agentic 任务
：执行需要一个小时以上持久化记忆的多步技术工作流。
遗留代码库迁移
：在 200k token context window 内重构整个代码仓库并更新过时的依赖项。
低幻觉技术研究
：进行高精度的技术研究，在这种场景下，事实准确性和拒绝误导信息至关重要。
自主终端操作
：为能够自主运行安全审计和系统管理命令的 dev-agents 提供动力。
双语全球部署
：为本地化企业级应用大规模提供顶级的中英文 reasoning。
优势
局限性
API快速入门
zai/glm-5
import { ZhipuAI } from "zhipuai-sdk";
const client = new ZhipuAI({ apiKey: "YOUR_API_KEY" });
async function main() {
const response = await client.chat.completions.create({
model: "glm-5",
messages: [{ role: "user", content: "Analyze this repo for security vulnerabilities." }],
stream: true,
});
for await (const chunk of response) {
process.stdout.write(chunk.choices[0].delta.content || "");
}
}
main();安装SDK并在几分钟内开始进行API调用。
人们对 GLM-5 的评价
看看社区对 GLM-5 的看法
"GLM-5 是新的 open weights 领导者！它在 Intelligence Index 上获得了 50 分，显著缩小了差距。"
"这个 model 简直不可思议。我成功跑完了一个持续一小时以上的任务... 太让我震惊了。"
"GLM-5 没有使用任何 NVIDIA 芯片，745B parameters，成本仅为每 100 万 input tokens 1 美元。这就是未来。"
"幻觉率低得惊人；比起骗你，它更愿意说‘我不知道’。"
"智谱 AI 为 open source coding models 树立了新的标杆。"
"终于有一个在处理复杂任务中途不会‘发疯’的 open weight model 了。"
关于 GLM-5 的视频
观看关于 GLM-5 的教程、评测和讨论
“这是我见过目前为止最好的 openweight model，尤其是在 code 方面。”
“事实上，这是第一个能让我成功跑完持续一小时以上任务的 openweight model... 简直让我大吃一惊。”
“它似乎是迄今为止幻觉最少的 model。”
“我们正在目睹 open weight models 在生产环境中所能实现的巨大飞跃。”
“该 model 在长时间 tool-use 过程中的稳定性确实是前所未有的。”
“这里的 coding 体验非常强悍... 堪比已经像独角兽一样稀缺的 GLM 4.7。”
“在其 UI 原型图中引入灵动岛是一个非常酷且出人意料的功能。”
“在复杂逻辑处理上，它的表现优于同类几乎所有其他 model。”
“这里的 reasoning 深度让我想起了第一次使用 o1 的感觉，但它是 open weight 的。”
“作为一个 text-only model，它对代码中视觉逻辑的处理比许多 vision models 还要好。”
“内存占用大幅下降... 与我们之前的做法相比，内存效率提升了 33 倍。”
“在开启 thinking 模式后，它通过了‘洗车’逻辑测试，击败了 Claude 和 GPT-4o。”
“部署这玩意儿需要认真的服务器机架，但它的 performance per watt 非常疯狂。”
“它处理了我的遗留仓库迁移，没有出现一个幻觉出来的库名。”
“thinking mode 不仅仅是一个噱头；它从根本上改变了输出质量。”
GLM-5专业提示
专家提示助您充分利用GLM-5。
启用思考模式 (Thinking Mode)：开启 reasoning 时，GLM-5 在处理“洗车测试”等复杂逻辑难题时的表现会显著提升。
利用 MIT 许可协议：充分利用其宽松的许可协议，进行不受限制的商业开发和内部托管。
Tool Use 优化：将 GLM-5 用于多步骤任务，因为它专为 agentic tool 执行的高稳定性而设计。
利用 context window：将整个 codebase 输入到 200k 的 context window 中，以执行全仓库级别的安全审计或重构。
用户评价
用户怎么说
加入数千名已改变工作流程的满意用户
Jonathan Kogan
Co-Founder/CEO, rpatools.io
Automatio is one of the most used for RPA Tools both internally and externally. It saves us countless hours of work and we realized this could do the same for other startups and so we choose Automatio for most of our automation needs.
Mohammed Ibrahim
CEO, qannas.pro
I have used many tools over the past 5 years, Automatio is the Jack of All trades.. !! it could be your scraping bot in the morning and then it becomes your VA by the noon and in the evening it does your automations.. its amazing!
Ben Bressington
CTO, AiChatSolutions
Automatio is fantastic and simple to use to extract data from any website. This allowed me to replace a developer and do tasks myself as they only take a few minutes to setup and forget about it. Automatio is a game changer!
Sarah Chen
Head of Growth, ScaleUp Labs
We've tried dozens of automation tools, but Automatio stands out for its flexibility and ease of use. Our team productivity increased by 40% within the first month of adoption.
David Park
Founder, DataDriven.io
The AI-powered features in Automatio are incredible. It understands context and adapts to changes in websites automatically. No more broken scrapers!
Emily Rodriguez
Marketing Director, GrowthMetrics
Automatio transformed our lead generation process. What used to take our team days now happens automatically in minutes. The ROI is incredible.
Jonathan Kogan
Co-Founder/CEO, rpatools.io
Automatio is one of the most used for RPA Tools both internally and externally. It saves us countless hours of work and we realized this could do the same for other startups and so we choose Automatio for most of our automation needs.
Mohammed Ibrahim
CEO, qannas.pro
I have used many tools over the past 5 years, Automatio is the Jack of All trades.. !! it could be your scraping bot in the morning and then it becomes your VA by the noon and in the evening it does your automations.. its amazing!
Ben Bressington
CTO, AiChatSolutions
Automatio is fantastic and simple to use to extract data from any website. This allowed me to replace a developer and do tasks myself as they only take a few minutes to setup and forget about it. Automatio is a game changer!
Sarah Chen
Head of Growth, ScaleUp Labs
We've tried dozens of automation tools, but Automatio stands out for its flexibility and ease of use. Our team productivity increased by 40% within the first month of adoption.
David Park
Founder, DataDriven.io
The AI-powered features in Automatio are incredible. It understands context and adapts to changes in websites automatically. No more broken scrapers!
Emily Rodriguez
Marketing Director, GrowthMetrics
Automatio transformed our lead generation process. What used to take our team days now happens automatically in minutes. The ROI is incredible.
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