Gemini 3.1 Pro
Gemini 3.1 Pro 是 Google 的 elite multimodal model，具备 DeepThink reasoning 引擎、1M+ context window 以及行业领先的 ARC-AGI 逻辑分数。
googleGemini2026年2月19日关于 Gemini 3.1 Pro
了解 Gemini 3.1 Pro 的功能、特性以及它如何帮助您获得更好的效果。
Gemini 3.1 Pro 代表了 Sparse Mixture-of-Experts (MoE) 框架的成熟落地，并原生配对了一个先进的 multimodal 处理引擎。该架构的突出功能是 DeepThink System 2 层的民主化，允许 model 在确定输出 token 之前进行内部审慎思考。该 model 引入了独特的低、中、高三级 thinking 系统，允许开发者显式控制 latency、成本和 reasoning 深度之间的权衡。
凭借 100 万 token 的 context window，Gemini 3.1 Pro 针对金融、数据分析和全库代码迁移中的复杂工作流进行了高度优化。它展示了解决新颖逻辑模式的突发能力，在 ARC-AGI-2 benchmark 上获得了史无前例的 77.1% 分数。这使其成为需要低 latency multimodal 交互以及自主 agentic 任务所需的高级认知能力的开发者的首选。
Gemini 3.1 Pro 的使用案例
发现使用 Gemini 3.1 Pro 获得出色效果的不同方式。
全库代码分析
利用 1M context window 摄取整个软件 codebase，用于重构和依赖映射。
自主 Agent 委员会
驱动多步骤 agentic 工作流，其中内部子 agent 在执行前对解决方案进行辩论和验证。
科学研究综合
分析数千篇研究论文和复杂数据集，以提取结构化智能和事实洞察。
Multimodal 内容创作
同时处理文本、图像和音频，以生成复杂的教学材料和互动媒体。
终端自动化
通过高级 reasoning 模式，以高精度执行复杂的 bash 命令并操作文件系统。
企业数据审计
解析非结构化财务数据和法律文档，以近乎完美的事实召回能力识别合规缺口。
优势
局限性
API快速入门
google/gemini-3.1-pro-preview
import { GoogleGenAI } from "@google/genai";
const genAI = new GoogleGenAI(process.env.GOOGLE_API_KEY);
const model = genAI.getGenerativeModel({
model: "gemini-3.1-pro-preview",
thinkingConfig: { tier: "high" }
});
const prompt = "Analyze this entire codebase for security vulnerabilities.";
const result = await model.generateContent(prompt);
console.log(result.response.text());安装SDK并在几分钟内开始进行API调用。
人们对 Gemini 3.1 Pro 的评价
看看社区对 Gemini 3.1 Pro 的看法
“Gemini 3.1 Pro 获得的 77.1% 分数代表了最具破坏性的市场转变；它使之前的 ARC-AGI 高分翻了一倍多。”
“编码 benchmark 不会说谎。这个 model 在我的 repo 中发现了一个 3.5 和 GPT-4o 完全错过的 bug。”
“关于 Gemini 3.1 的争议很有趣。它粉碎了 benchmark，但真实用户反映其语气和感觉不一致。”
“DeepThink 引擎在处理需要深入逻辑的任务时，可能会导致明显的延迟，有时超过 90 秒。”
“Context caching 是这里的杀手级功能。与 GPT-4o 相比，我运行整个文档机器人只需要几分钱。”
“Gemini 在一个复杂的规划任务中根本没有讨论 Python……最终计划中缺少了一些逻辑。”
关于 Gemini 3.1 Pro 的视频
观看关于 Gemini 3.1 Pro 的教程、评测和讨论
“Gemini 3.1 Pro 生成了目前为止最详细的宝塔版本”
“Gemini 拥有目前为止最宽的 1M token context window”
“音频处理中的 multimodal 保真度明显优于 3.0”
“即使 context window 被填满，token throughput 依然保持稳定”
“在整个百万 token 范围内的长期召回能力几乎是完美的”
“在训练数据中不应该包含的谜题上，Gemini 3 系列的表现优于所有其他 model”
“3.1 Pro 确实可以将 fine-tuning 脚本的运行时间从 300 秒缩短到 47 秒”
“DeepThink 的逻辑步骤在跟踪中清晰可见，展现了真正的审慎思考”
“我们正达到 benchmark 饱和点，只有 ARC-AGI 对进展真正重要”
“基于这些抽象 reasoning 的跃升，AGI 轨迹正在加速”
“我确实认为 3.1 感觉像是向前迈进了一步，即使只是非常微小的提升”
“当我们并排测试完全相同的 prompt 时，它看起来确实优于 Gemini 3.0 Pro”
“在复杂 Python 重构上的编码准确性是我见过最高的”
“过去一个月的测试表明，API 可靠性有了显著提高”
“实际表现终于达到了 benchmark 分数所带来的期待”
Gemini 3.1 Pro专业提示
专家提示助您充分利用Gemini 3.1 Pro。
Reasoning 级别选择
针对复杂的数学或逻辑问题使用 High thinking 模式，但针对标准格式处理切换到 Low 模式以节省 compute。
Context Caching
针对静态文档实施 context caching，可将每百万 token 的输入价格降低高达 90%。
结构化 Artifacts
利用 model 生成结构化任务列表的能力，以便在 agentic 运行期间更轻松地进行人工监督。
Multimodal Prompting
结合视频和音频输入，为 model 提供真实世界场景的全方位 context，而非仅限于文本描述。
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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