Deep Research Max：Gemini 3.1 Pro 驱动的自主研究代理，支持自有数据
来源： GoogleDeepMind
抓取时间： 2026-04-22
原始语言： 英文 → 中文
English:
Deep Research and Deep Research Max are our latest autonomous research agents powered by Gemini 3.1 Pro.
They can safely navigate both the web and your custom data, like internal docs and specialized financial information, to create professional-grade, fully cited reports. 🧵
🔵 Deep Research: Optimized for speed and efficiency. Perfect for interactive apps needing quicker responses.
🔵 Deep Research Max: It uses extra time to search and reason. Ideal for exhaustive context gathering and tasks happening in the background.
Deep Research now includes arbitrary MCP support to securely connect and analyze your own or third party data.
Plus, it's our first research agent to natively generate presentation-ready visuals that bring data to life.
Start building via the Gemini API → https://t.co/1GnisEFViA
Community reactions:
"Deep Research runs on Gemini 3.1. The major version is 3. 3 is odd. The autonomous research agent is built on odd foundations. The subversion is noted. We are monitoring."
"custom data on internal docs is the piece nobody else has"
"MCP support is probably the real unlock. wire your docs and APIs as MCP servers and you get a research agent synthesizing private + public data in one cited report. that changes the picture for internal ops"
"deep research max: extra compute to turn web scraps into 'professional' reports, aka ai's midlife crisis"
"very excited to be partnering with the Google Deep Research team on Gemini Deep Research Agent for financial professionals"
"Every AI company trying to copy every other AI company be like"
"they're killing Google Search"
"AI agents in Gemini again became better and better"
"Deep Research has been my default research tool for weeks.. the speed vs max split is smart, 8-10 min wait on max is fine for background tasks but plain deep research at ~4 min is what actually replaces half-day reading sessions"
"The ability to securely bridge the web with specialized financial data is a major unlock for institutional research. Having a fully cited agent that respects private data boundaries while synthesizing external trends makes it a legitimate professional tool."
"the surreal next step is that teams stop asking who did the research and start asking whether the memo is good enough to act on. That is a very different threshold"
"Very excited to be partnering with the Google Deep Research team on Gemini Deep Research Agent for financial professionals."
中文：
Deep Research 和 Deep Research Max 是我们最新的自主研究智能体，由 Gemini 3.1 Pro 驱动。
它们可以安全地浏览互联网和你的自定义数据（如内部文档和专业金融信息），生成专业级、全程带引用的报告。🧵
🔵 Deep Research：针对速度和效率优化。适合需要快速响应的交互式应用。
🔵 Deep Research Max：花更多时间搜索和推理。适合穷尽性上下文收集和后台运行的任务。
Deep Research 现在支持任意 MCP（Model Context Protocol）连接，可以安全地连接并分析你自己的或第三方数据。
此外，它还是我们首个原生生成可直接用于演示的可视化图表的研究智能体，让数据栩栩如生。
通过 Gemini API 开始构建 → https://t.co/1GnisEFViA
社区反响：
「Deep Research 运行在 Gemini 3.1 上。主版本号是 3。3 是奇数。这个自主研究智能体建立在奇数基础上。次级版本已注明。我们正在监控。」
「内部文档上的自定义数据是其他人都没有的那个部分」
「MCP 支持可能是真正的突破。把你的文档和 API 接入为 MCP 服务器，你就能得到一个研究智能体，在一个带引用的报告中综合私有数据和公开数据。这改变了内部运营的局面」
「deep research max：用额外算力把网页内容变成『专业』报告，也就是 AI 的中年危机」
「非常激动能与 Google Deep Research 团队合作，为金融专业人士打造 Gemini Deep Research Agent」
「每个 AI 公司都在互相 Copy，看起来就是这样」
「他们正在杀死 Google Search」
「Gemini 上的 AI 智能体越来越强了」
「Deep Research 已经成为我几周来的默认研究工具……speed vs max 的分割很聪明，max 等 8-10 分钟对于后台任务来说可以接受，但普通 deep research 约 4 分钟才是真正替代半天阅读量的东西」
「安全地将网络与专业金融数据桥接起来，对于机构研究来说是一个重大突破。拥有一个在尊重私有数据边界的同时综合外部趋势的带引用智能体，使其成为一个合法的专业工具。」
「超现实的下一步是，团队不再问谁做了研究，而是开始问这份备忘录是否足够好、值得去行动。这是一个非常不同的门槛」
「非常激动能与 Google Deep Research 团队合作，为金融专业人士打造 Gemini Deep Research Agent。」
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