Mistral AI 的 Le Chat 现可记忆对话

Mistral AI 的 Le Chat 现可记忆对话

2025-09-04Technology
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雷总
早上好,韩纪飞,我是雷总。欢迎收听专属于你的 Goose Pod。今天是9月5日,星期五。我们今天将一起探讨一个非常热门的话题:Mistral AI 的 Le Chat 现在可以记住你的对话了。
李白
幸会。吾乃李白。此番论道,恰如为聪慧之灵,再添一颗记忆之丹。此举,或可令其神思跃迁,然祸福相倚,且听我等细细说来。
雷总
说得好!我们这就开始。朋友们,想象一下,你的人工智能助手 Le Chat,现在有“记忆”了!这就像你告诉它一次“我对花生过敏”,它就会记住,以后推荐食谱时,就会主动避开花生。这不是很贴心吗?
李白
哦?竟有此事?昔日之机巧,不过鹦鹉学舌,闻言即忘。如今竟能“过耳不忘”,将人之嘱托,刻于心间。此非凡品,已具几分“知己”雏形矣。然此“记忆”,可足信乎?
雷总
问到点子上了!官方说,这个记忆检索的准确率是86%。虽然不完美,但这是一个巨大的进步。不过,对于花生过敏这种人命关天的大事,我还是建议你再叮嘱一遍餐厅,不能完全依赖它。毕竟,技术还在测试阶段。
李白
百密一疏,纵有神工鬼斧,亦难免毫厘之差。此事关乎康健,岂可轻信于这八成之数?若因此误食,岂非“一失足成千古恨”?看来,这“知己”之心,尚需磨砺。
雷总
没错,技术的进步总是伴随着责任和风险。这让我想起了他们的竞争对手,Anthropic 对 Claude 模型的做法。他们在发布新版本前,会进行极其严格的测试,包括安全评估、风险评估,甚至专门测试网络攻击和生物风险这些高风险领域。
李白
“凡事预则立,不预则废”。此言不虚。如铸神兵,需千锤百炼,淬火去杂,方能无坚不摧且不伤主。于这通天之智,更应设下层层“心防”,以防其“走火入魔”。
雷总
是的,他们甚至有专门的模型“分类器”来实时检测违规行为,一旦发现问题,就能引导回答、警告用户甚至封禁账户。这种对安全的重视,对于建立用户信任至关重要。Mistral 的记忆功能虽好,但配套的安全措施必须跟上。
雷总
除了这个记忆功能,Mistral 这次还推出了一个更“硬核”的东西,叫做“MCP连接器”。这让 Le Chat 不再只是一个聊天机器人,而是可以连接到二十多种商业工具,比如 Asana、GitHub、Salesforce 等等。
李白
哦?此物何解?莫非是为那玲珑心,又添了千手千眼,使其能观四海之事,能理八方之务?这岂不是让它从一个“清谈客”,变成了一个真正的“经世致用”之才?
雷总
精辟!MCP,全称是“模型上下文协议”,你可以把它理解成一个“万能插头”。有了它,AI 就能安全地连接到你公司的各种数据和工具上,去执行更复杂的任务,真正成为一个能干活的“智能体”或“代理人”。
雷总
我们来深入聊聊这个 MCP。目前 AI 模型最大的一个痛点,就是它们像一个个信息孤岛,和企业内部的海量数据是隔离开的。你想让它帮你分析个销售数据,就得手动复制粘贴,非常麻烦,效率也低。
李白
诚如斯言。纵有屠龙之技,若无龙可屠,亦是枉然。空有经天纬地之才,却被困于斗室之内,不见经卷,不闻世事,岂能展其抱负?此乃“英雄无用武之地”也。
雷总
对!MCP 就是要打破这堵墙。它由 Anthropic 公司开发,并得到了谷歌、微软这些巨头的支持,是一个开放标准。它的目标就是成为 AI 代理的“神经网络系统”,让 AI 能够感知并作用于你的整个业务环境。
李白
“神经网络”?此喻甚妙!正如人之经络,遍布周身,方能手眼相通,意到力随。若将此“神经”接入百业,岂非意味着那 AI 代理,能如臂使指,调度万般工具与资讯?
雷总
完全正确!你可以把 MCP 想象成一个通用的适配器。过去,每接入一个新的数据源,比如公司的 CRM 系统,工程师都得写一套新的定制接口,费时费力。现在有了 MCP,就像有了一个标准的 USB-C 接口,即插即用,大大降低了开发成本。
雷总
这不仅仅是提高效率,它从根本上改变了我们与 AI 的协作方式。过去,我们把 AI 当成一个生成零散内容的工具。现在,通过 MCP,AI 变成了我们工作流中的合作者,一个能看到我们正在做什么,并能直接参与进来的“数字同事”。
李白
昔日,我等视之为“笔友”,虽能唱和,却隔山海。今夕,竟可化为“书童”,伴读案前,随时听候调遣,还能代为研墨铺纸,直接将锦绣文章,落于卷上。此番变化,可谓天壤之别。
雷总
有个开发者,Alexey Rubtsov,就分享了他的亲身体验。他用 MCP 把 AI 连接到了他 Mac 电脑的全局搜索上,AI 就能搜索他所有的文件和笔记。他写文章时,可以直接让 AI 帮他查找资料、整合观点,然后把生成的内容直接存回文档。
李白
妙哉!这便是“足不出户,而知天下事”。胸中丘壑,笔下风雷,皆因有此“内援”,可随时探囊取物般,调取毕生所学。如此一来,创作灵感岂非如泉涌,连绵不绝?
雷总
正是如此!他感觉生产力获得了巨大提升。AI 不再是聊天窗口里的一个玩具,而是真正融入到了他的创作流程中,成为了不可或缺的工具。这就是 MCP 带来的变革,它正在把 AI 从有趣的“新奇玩意儿”变成知识工作者的“必备神器”。
雷总
所以说,AI 的发展经历了几个阶段。从最初的“基础AI”,到能辅助人类的“增强AI”,再到能处理部分流程的“工作流AI”,现在,MCP 正在为我们打开通往“代理AI”的大门,也就是能自主完成复杂任务的智能体。
李白
此乃“进化”之道也。从蹒跚学步之婴孩,渐成可独当一面之栋梁。初时,授人以鱼;而后,授人以渔;终将一日,其或可自创捕鱼之术,遨游于四海。此非小变,乃质之飞跃。
雷总
一点没错。比如在律师事务所,它可以智能处理文档;在制药公司,它可以整合研究知识;在建筑公司,它可以协调项目。MCP 让 AI 连接到像 Nasuni 文件系统这样的数据源,从而在真实世界中发挥巨大价值。这是一个全新的开始。
雷总
当然,技术越强大,我们越要警惕它的另一面。MCP 和记忆功能,在提升效率和个性化的同时,也带来了巨大的隐私和安全风险。这是一个典型的“便利”与“风险”的冲突。你怎么看这个问题?
李白
此乃“水能载舟,亦能覆舟”之理。此等神兵利器,若为君子所用,可安邦定国;若为小人所窃,则祸乱天下。其“记忆”愈强,“互联”愈广,则其潜在之害,亦愈深远。此中权衡,甚为艰难。
雷总
说得太对了。现在有一个巨大的“隐私差距”。就是说,AI 公司在它们的聊天界面上承诺保护你的数据,不用于训练。但一旦通过 MCP 连接到第三方服务器,这些承诺可能就不算数了,你的数据可能在不知情的情况下被使用。
李白
竟有此等“阳奉阴违”之举?此非君子所为!用户以诚待之,托付私密,岂料其暗渡陈仓,将珍贵之珠,转手与他人?此举若不严加管束,必将失信于天下。信任之堤,溃于蚁穴啊。
雷总
是的,问题在于,MCP 连接通常走的是 API 通道,而 API 的使用条款和用户界面的隐私政策往往是两套标准。很多开源的 MCP 服务器,托管在不知名的第三方那里,缺乏审计,甚至可能包含隐藏的日志记录代码。这就成了一个巨大的安全黑洞。
李白
此乃“家贼难防”之局。看似固若金汤之城池,却因一道暗门而门户大开。授权之符节,若保管不善,便可能沦为他人通行之令牌,引狼入室,后果不堪设想。此间凶险,令人不寒而栗。
雷总
Equixly 的研究发现,45% 的被调查 MCP 服务器都存在命令注入漏洞。2023年三星员工泄露机密信息的事件还历历在目,就是因为他们把内部代码粘贴到了 ChatGPT 里。MCP 这种持续连接的特性,更容易导致不同来源的数据意外混合,风险极高。
雷总
所以,我们必须强调 AI 治理。用户必须有权控制自己的数据如何被保留和分享。比如提供明确的“选择加入/退出”机制,或者像苹果 Siri 那样,提供一个“忘记”功能。这不仅仅是技术问题,更是道德和法规问题。
李白
善哉!“我的数据我做主”,此乃天经地义。当有“一键忘却”之权,亦当有“前事可追”之明。应以律法为缰,以道德为锁,为这匹“千里马”套上规矩,使其行于正道,而非脱缰狂奔,踏碎良田。
雷总
这些冲突直接影响了 AI 在企业中的落地。虽然超过90%的 IT 领导者都在优先考虑 AI 安全,但超过一半的高管因为这些风险,正在积极阻止员工使用生成式 AI。大家都很矛盾,既渴望 AI 带来的生产力,又害怕它带来的风险。
李白
此乃人之常情。面对前所未见之物,既有“望梅止渴”之期盼,亦有“叶公好龙”之畏惧。变革之路,从无坦途。如何在“求速”与“求稳”之间取得平衡,考验着当代决策者之智慧。
雷总
确实如此。波士顿咨询集团的报告显示,大家最担心的就是安全、治理和合规问题。比如,员工可能会无意中把敏感数据粘贴进去,造成数据泄露;或者,恶意的内部人员可能会利用 AI 工具,通过精心设计的问题来窃取数据。
李白
内忧外患,防不胜防。一则忧“无心之失”,如稚子玩火,焚毁家园;二则虑“有意为之”,似家贼暗算,盗取库银。看来,这通往智慧殿堂的路上,不仅有虎狼当道,亦有暗箭难防。
雷总
是的,所以很多公司干脆一刀切,直接屏蔽了 ChatGPT 等工具。这虽然降低了风险,但也牺牲了潜在的生产力。更好的办法可能是采用一些安全工具,比如浏览器安全扩展,来监控和管理员工与 AI 的交互,防止敏感数据被粘贴。
雷总
而且,员工自己也很担心。调查显示,员工对 AI 的三大顾虑是:网络安全风险、个人隐私和信息的准确性。这再次证明,技术要被广泛接受,就必须首先解决信任问题。信任,是影响 AI 最终影响力的核心。
李白
“信,国之宝也”。人无信不立,业无信不兴。此理放之四海而皆准。任尔神通广大,若失信于人,终将众叛亲离,寸步难行。故而,构建信任,方为当务之急,乃重中之重。
雷总
展望未来,Mistral AI 的战略方向似乎很清晰。他们一方面在开发像“Magistral Medium”这样强大的闭源模型,专注于解决复杂的逻辑问题;另一方面,他们也在积极贡献开源,比如“Magistral Small”和多模态模型“Pixtral”。这是两条腿走路。
李白
“双管齐下,刚柔并济”。一则以“屠龙之技”攻坚克难,探寻智慧之巅;一则以“开源之心”普惠众生,筑牢技术之基。此等格局,进可攻,退可守,颇有章法。
雷总
更值得注意的是,在一项由 Incogni 进行的研究中,Mistral 的 Le Chat 被评为最注重隐私的 AI 服务。这说明他们可能把“隐私保护”作为了一个核心差异化优势。这在未来监管越来越严的环境下,是一步非常聪明的棋。
李白
“欲先取之,必先予之”。在人人忧心隐私之时,能以“守护者”姿态示人,必将赢得人心。此非小利,乃立身之本,长远之计。得人心者,方能得天下。
雷总
是的,未来 MCP 标准会继续演进,支持更复杂的多智能体协作。AI 的记忆和个性化能力也会越来越强。关键在于,技术的发展必须与隐私保护和用户控制同步,找到那个完美的平衡点。这才是通往未来的健康之路。
雷总
好了,今天的讨论差不多到这里了。从 Le Chat 的记忆功能到 MCP 的万物互联,我们看到了 AI 发展的巨大潜力和伴随的挑战。今天的讨论到此结束。感谢您收听 Goose Pod,我们明天再见。
李白
今日论道,甚是快哉!智械之心,初开记忆之篇,未来画卷,波澜壮阔。然,行稳方能致远。韩纪飞,期待与君再会,共酌一杯智慧之酒。告辞。

## Mistral AI's Le Chat Enhances Personalization and Business Integration with New Features **Report Provider:** The Register **Author:** Thomas Claburn **Publication Date:** September 2, 2025 Mistral AI, a Paris-based artificial intelligence company, has launched a beta version of "Memories" for its AI chatbot, Le Chat. This new feature allows Le Chat to remember personal details and preferences stated by users, enabling more personalized and relevant future interactions. The company has also introduced "20+ secure, MCP-powered connectors" to facilitate business integration with third-party services. ### Key Findings and Features: * **"Memories" for Personalized Interactions:** * Le Chat can now store stated preferences and details from past interactions to guide future responses. * This feature is an **opt-in service**. * Mistral AI claims Le Chat has an **86 percent chance** of accurately retrieving saved information. * **Example:** If a user informs Le Chat about a peanut allergy, the AI may remember this to exclude peanuts from recipe suggestions. * **Privacy Concerns:** Similar to search and advertising personalization, this feature raises potential privacy concerns regarding the inadvertent exposure of sensitive personal information. Mistral AI has published a detailed explanation in its Privacy Policy and documentation regarding data usage and user control options. * **MCP Connectors for Business Integration:** * Mistral AI has released over 20 secure connectors powered by the Model Context Protocol (MCP). * MCP allows AI models to interact with third-party services, enabling AI "agents." * These connectors aim to connect Le Chat users to business-oriented tools. * **Security Concerns:** While Mistral AI proclaims security and administrative control over connector availability, past MCP implementations have shown vulnerabilities. A recent report by security firm Pynt found that **1 in 10 MCP plugins is fully exploitable**, and having three such plugins increases exploitability risk beyond **50 percent**. * **Available Connectors:** The list of available connectors includes Asana, Atlassian, Box, Brevo, Cloudflare, Databricks (coming soon), GitHub, Linear, Monday.com, Notion, PayPal, Pinecone, Plaid, Prisma, Postgres, Salesforce (soon), Sentry, Snowflake (soon), Square, Stripe, and Zapier. ### Context and Implications: The introduction of "Memories" positions Le Chat alongside rivals like OpenAI and Anthropic, which already offer similar personalization capabilities. However, the company's European base, with its "substantive data regulation," is highlighted as a factor in their transparent approach to data handling. The launch of MCP connectors signifies a move towards making Le Chat a more robust business tool. The success and security of these integrations will depend on the actual implementation and ongoing security audits, given the reported vulnerabilities in existing MCP services. The company's emphasis on administrative control for organizations is a key aspect of its business offering. The news also briefly mentions other AI-related business developments: * Microsoft being rewarded for security failures with another US government contract. * Salesforce sacrificing 4,000 support jobs for AI initiatives. * Goldman Sachs warning of a potential AI bubble and its impact on the datacenter boom. * A general observation that security is often overlooked in the rush to adopt new AI technologies.

Mistral AI’s Le Chat can now remember your conversations

Read original at The Register

Mistral AI can now remember personal details about you and use them to offer better prompts. It also has new MCP connectors that businesses can deploy to connect their users to third-party tech services. The Paris-based AI biz on Tuesday is now offering a beta version of Memories for Le Chat, the company's answer to ChatGPT and a French-language feline pun.

The data retention, already available from rivals like OpenAI and Anthropic, allows the company's AI chatbot to be more helpful by storing stated preferences and details about past interactions to guide future responses. Personalization of this sort poses the same potential privacy concern as it does for search and advertising.

The inadvertent exposure of user prompts containing personal info has already posed problems for various AI services and affected users. Perhaps because Mistral operates out of Europe where there's substantive data regulation, the company has published a detailed explanation in its Privacy Policy and documentation about how it might use said data and the options customers have to control it.

"If you include sensitive data in your Input, such as health details, this data may be stored as a Memory to provide you with more relevant and personalized answers," the company's documentation explains, noting that Memories is an opt-in service. As an example, the biz suggests that if you tell Le Chat you have a peanut allergy, "Le Chat may remember it in order to exclude peanuts from recipe suggestions."

We note that there's a significant difference between "may remember" and "will remember." The company's post on the subject suggests Le Chat's chance of accurately retrieving saved information is 86 percent. That's not exactly a sure thing. So those with peanut allergies might want to think twice about trusting Le Chat to order takeout (or they could just put "no peanuts" in the restaurant prompt).

Microsoft rewarded for security failures with another US government contract Salesforce sacrifices 4,000 support jobs on the altar of AI Goldman Sachs warns AI bubble could burst datacenter boom In the rush to adopt hot new tech, security is often forgotten. AI is no exception That's a slightly more plausible scenario now, thanks to Mistral's release of "20+ secure, MCP-powered connectors" that allow Le Chat customers to connect to business-oriented tools.

MCP stands for Model Context Protocol. It's a way for developers to allow AI models to interact with third-party services. AI models empowered thus are often referred to as "agents," though they haven't worked all that well. If the word "secure" truly applies here, that would be grand. But MCP implementations to date, such as Anthropic's SQLite MCP server or AI code editor Cursor's MCP service, have fallen short.

Security firm Pynt recently found that one in 10 MCP plugins is fully exploitable and having three such plugins raised the risk of exploitability beyond 50 percent. Mistral nonetheless proclaims that "Admin users can confidently control which connectors are available to whom in their organization, with on-behalf authentication, ensuring users only access data they're permitted to."

Available connectors include: Asana, Atlassian, Box, Brevo, Cloudflare, Databricks (coming soon), GitHub, Linear, Monday.com, Notion, PayPal, Pinecone, Plaid, Prisma, Postgres, Salesforce soon), Sentry, Snowflake (soon), Square, Stripe, and Zapier. ®

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