Gemini 3.1 Flash-Lite
Gemini 3.1 Flash-Lite 是 Google 速度最快、最具成本效益的 model。具备 100万 context、原生 multimodal 以及每秒 363 个 tokens 的大规模处理速度。
googleGemini 3.12026年3月3日关于 Gemini 3.1 Flash-Lite
了解 Gemini 3.1 Flash-Lite 的功能、特性以及它如何帮助您获得更好的效果。
Gemini 3.1 Flash-Lite 专为处理速度是首要技术要求的 AI 应用而设计。与体积更大的 Pro model 不同，Flash-Lite 使用了精简的架构，优先保证吞吐量，每秒可处理 363 个 token。它作为一种专业工具，非常适合开发实时语音 agent、自动化内容审核系统以及需要在高流量下保持成本效益的大规模数据提取管道。
尽管被称为 lite 版，但该 model 仍保持了 100 万 token 的 context window。它可以在一次请求中摄入原始音频文件、长达一小时的视频以及数百页的 PDF。通过引入思维层级 (Thinking Levels)，Google 允许用户根据任务选择, , 从简单任务的近乎即时响应，到复杂逻辑下的深度推理阶段。这在同一个 API 端点中提供了多种性能方案，以平衡成本与准确性。
该 model 是原生的 multimodal，无需外部工具在处理前进行音频转录或图像描述。这种原生能力提升了视觉任务（如文档问答和图表分析）的性能。开发者可以使用 thinking_level 参数调节内部推理时间，根据每个查询的具体复杂度有效地扩展 model 的计算投入。
Gemini 3.1 Flash-Lite 的使用案例
发现使用 Gemini 3.1 Flash-Lite 获得出色效果的不同方式。
高频翻译
以亚秒级 latency 实时处理数千条多语言聊天消息或支持工单。
智能 model 路由
作为快速分类器，确定传入的查询是否需要升级到更昂贵的 model 进行处理。
Multimodal 内容审核
以低成本批量扫描用户生成的图片和视频，确保内容安全合规。
实时 UI 原型设计
根据手绘线框图或口头描述生成功能完备的 React 或 Tailwind 组件。
长文档摘要
在 1M token 的 context window 内压缩海量法律档案或技术手册，且不会丢失上下文信息。
实时音频转录
一次性将数小时的会议或讲座录音转换为结构化的摘要和行动项。
优势
局限性
API快速入门
google/gemini-3.1-flash-lite-preview
import { GoogleGenAI } from "@google/generative-ai";
const genAI = new GoogleGenAI(process.env.API_KEY);
const model = genAI.getGenerativeModel({
model: "gemini-3.1-flash-lite-preview",
generationConfig: {
thinkingConfig: { thinking_level: "high" }
}
});
const result = await model.generateContent("创建一个天气仪表盘 UI。");
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 Flash-Lite 的评价
看看社区对 Gemini 3.1 Flash-Lite 的看法
“3.1 Flash-Lite 的编码能力对于前端开发来说令人惊讶；它完美地写出了一个 360 度查看器。”
“Gemini 3.1 Flash-Lite 是构建全天候 multimodal AI Agents 的首选 model。它能读取、连接并整合一切信息。”
“定价让人大吃一惊。如果你的云预算紧张，输出 token 费用的 3.75 倍涨幅确实会令人心痛。”
“它将工程团队架构中的复杂性负担直接转移到了 Google 的基础设施上。”
“又一次降价带来的智能化提升。高速度、低成本、高智能。它是 Agentic 路由的绝佳选择。”
“1M context 依然是这里的杀手级功能。我可以丢进去整个仓库文件夹，它凭借亚秒级的 TTFT 直接就能跑。”
关于 Gemini 3.1 Flash-Lite 的视频
观看关于 Gemini 3.1 Flash-Lite 的教程、评测和讨论
“该 model 的运行速度达到了每秒 363 个 tokens，这令人难以置信且速度极快。”
“开发者可以根据任务需求调高或调低 reasoning 深度。”
“凭藉其速度和效率，它的表现远远超出了其价格定位。”
“这是一个非常小且快的 model，超级便宜，每百万个 output tokens 仅需 1.50 美元。”
“这可能是你目前通过 API 可以使用的最快的商业 model 之一。”
“好的。在与该 model 进行了大约四次请求的“斗智斗勇”之后（因为它什么都没显示），这就是 Pokédex。这些是不可点击的。我必须说这有点......”
“Google 从根本上改变了 light model 的能力边界。”
“你不再需要那些中间管道了；简洁性本身就价值真金白银。”
“>> 它的速度快得惊人。与旧版的 Gemini 2.5 flash 相比，首个 answer token 的生成时间缩短了 2.5 倍，整体 output throughput 增加了 45%。”
Gemini 3.1 Flash-Lite专业提示
专家提示助您充分利用Gemini 3.1 Flash-Lite。
设置思维层级 (Thinking Levels)
对于分类任务使用“最低”思维层级以降低成本，而在处理复杂编程任务时切换为“高”层级。
启用 Grounding
由于基础事实准确性较低，对于需要事实检索的任务，请务必使用 Google 搜索 Grounding。
上传原始文件
避免先将音频或视频预处理为文本，应直接上传原始文件，以利用其原生 multimodal 能力。
使用系统指令 (System Instructions)
使用 system_instruction 参数严格执行 JSON 架构，以最大限度减少输出纠错所消耗的 token。
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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