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Meta Muse share links exposed private conversations, reopened after fix

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Researchers at security company Claroc say that Meta's AI agent Muse named the web addresses of shared conversations after the conversation titles, and that when the browser resolves the hostname, the full address along with the random ID is recorded in a queryable passive DNS index, so that a single query enumerates more than 6,800 share pages that can be opened without logging in. They opened only a few hundred of them and found sensitive content such as loan applications, bank fraud alerts, corporate revenue reviews, employee calendars, and confidential interview materials for job applicants facing frontier AI labs. Meta responded that it is reviewing the feature and has paused sharing; subsequently Meta's David Singleton said the problem lay in the handling of links to shared artifacts such as documents and images, and that sharing had been re-enabled after the fix. The researchers said there is no evidence that this information has been maliciously exploited.

Generated by AI from reports · Updated 6 days ago

Latest developments

3 developments
  1. · 1 report
    Meta fixes Muse sharing link leak and restores sharing
    The Verge AI: Meta re-enables Muse sharing
  2. · 3 reports
    Meta pauses Muse sharing links feature because shared links could be publicly searched
    The Verge AI: After researchers found AI conversations appearing online, Meta paused Muse's sharing feature
  3. · 4 reports
    Meta Muse share page titles entered into DNS make thousands of conversations retrievable
    Ars Technica AI: Meta Muse exposed personal and business secrets when users shared conversations

Progress timeline

Oct 24
  1. PrimerTiempo.CO
    Meta pauses Muse content-sharing feature after discovering vulnerability that leaked sensitive information

    Meta's AI agent Muse had a security vulnerability: more than 6,800 pages shared via links could be viewed without logging in, and the company paused the related feature, fixed the vulnerability, and then restored service. Security researchers found the URLs of these pages by querying DNS history; the issue was related to how links were generated and recorded, and involved only some content shared via Muse links, not all users' private conversations being exposed. Among the located pages were potentially sensitive documents such as loan applications, work calendars, corporate revenue reviews, and confidential meeting notes; the researchers said there was no evidence that anyone had maliciously exploited the information. Meta said content shared before the fix has been given new URLs, and accessing old links prompts users to ask the sharer for the updated link.

Oct 23
  1. The Verge AI
    Meta re-enables Muse sharing

    Meta fixed the link issue with Muse shared artifacts and re-enabled sharing. Researchers at Claroc had previously reported that URLs of Muse shared conversations were named after the conversation title and written into public DNS, making them easy to find; the researchers said they had found pages such as an internal revenue review at a marketing company and a small business owner's loan application; according to Ars Technica, Meta paused the feature after its inquiry. Meta's David Singleton said on X that the problem was with the URLs of shared artifacts such as documents and images within Muse, not a flaw in chat sharing itself, and that it has now been fixed; artifacts shared before the fix have new URLs, and visiting old links shows a notice telling users to ask the sharer for a new link.

Oct 22
Oct 21
  1. WIRED Security and AISelected
    Design flaw in Meta Muse share links exposes users' private conversations

    Meta has paused the sharing feature of its AI agent Muse after the security company Claroc found that the feature's link design made users' private conversations publicly searchable. Muse places conversation titles in subdomains of cf.metaaiusercontent.com; once a link is clicked it enters passive DNS records, and researchers said a single query enumerated 6,800 share links. After opening several hundred of them, they saw information including notes a job seeker prepared for a confidential interview at a frontier AI lab, an internal revenue review at a national marketing company, a small business owner's loan application, a bank fraud alert containing partial account numbers, a real estate investment return table, and an employee's full-year vacation schedule. Claroc co-founder and CTO Asaf Aprozper said the report was submitted on October 8 through Meta's bug bounty program. Meta said it is reviewing the report and considering changing how links can be discovered, and that users no longer face this threat during the pause.

  2. BlockBeats
    Meta Muse privacy flaw exposed: one search found more than 6,800 chat links, and corporate secrets were also turned up

    U.S. cybersecurity company Claroc found that chat share links from Meta's personal AI agent Muse could be retrieved in bulk by strangers, with more than 6,800 links found in a single query of a DNS history database. When Muse shares a chat, it generates a webpage viewable without login and writes the chat title and a random ID into the domain name; after the page is opened, the full domain name may be recorded by third-party DNS services. A spot check of several hundred found dozens of sensitive documents, including internal corporate revenue reports, small-business loan applications, and preparation materials for a candidate's confidential recruiting communications with a frontier AI lab. Claroc reported to Meta on October 8 and published its research on October 18; Meta did not confirm suspension of the chat sharing feature until October 20, after Ars Technica intervened with inquiries. The 40 links previously viewable without login had all become invalid on recheck, but chat titles remained in DNS history records. Zuckerberg last month also called Muse a product "designed from the ground up for privacy and security."

  3. The Verge AISelected
    After researchers found AI conversations appearing online, Meta paused Muse's sharing feature

    Meta suspended Muse's conversation-sharing feature after researchers at the security company Claroc found through public DNS records that more than 6,800 Muse share links could be retrieved. Claroc said Muse constructs URLs from a share title plus a random ID, that the hostname often exposes the page content before it is opened, and that the hostname retrieved from DNS can be used to reconstruct the link. Based on this, the researchers viewed hundreds of Muse conversations, including a marketing company's revenue assessment, a small business owner's loan application, a workplace's full-year employee calendar, and a job applicant's notes from a call with an AI lab. Meta spokesperson Tracy Clayton said the feature has been suspended to review the report and consider changing how links are discovered. Previously, conversations from ChatGPT, Claude and Grok had also appeared in Google search.

Oct 20
  1. Le Fil IA
    6800 conversation-sharing links with Meta Muse were made public, findable with a single DNS query

    Researchers at security company Claroc found more than 6800 conversation-sharing links for Meta AI agent Muse with just a single DNS query; these links can be accessed by anyone who knows how to look for them. They opened only a few hundred of them and had already seen loan applications, bank fraud alerts and one company's vacation schedule. The article notes that once sharing links have addresses that are easy to enumerate, they become public entry points; users may face identity impersonation, fraud and industrial espionage risks, and companies whose employees use such tools for work may also leak internal data without anyone noticing. Previously, shared ChatGPT conversations were indexed by search engines in 2025, and Meta AI's public feed had also exposed conversations users believed to be private.

  2. Ars Technica AISelected
    Meta Muse exposed personal and business secrets when users shared conversations

    Researchers at security company Claroc said they enumerated 6,800 conversation-sharing links created by Meta Muse users, and upon opening several hundred of them found information clearly not intended to be public, including personal and business secrets. Meta told Ars Technica in response that it is reviewing the feature and has paused sharing during the review. Muse is a general-purpose AI agent launched by Meta; its sharing feature generates a unique URL that lets anyone open a page hosting the content. The usual practice is to make the URL contain a long string of hard-to-guess characters, but a core design decision in how Muse constructs URLs makes these links easy to discover. Meta CEO Zuckerberg said last month that Muse was "built from the ground up for privacy and safety."

Oct 18
  1. Claroc Blog
    Claroc says Meta Muse share-page addresses contain conversation titles, and passive DNS can find more than 6800 share pages

    Claroc's research states that Meta's AI agent Muse names the web addresses of shared conversations after the conversation titles, and a single commercial passive DNS query yielded more than 6800 shared-page hostnames. Muse's share pages open with just a link, no login required; robots.txt only constrains crawlers and does not restrict access, and when a browser resolves a hostname it records the full address, including the random ID within it, into a queryable public DNS index. Claroc opened only a few hundred pages, a small number of which contained sensitive content, including a candidate's confidential interview preparation for a frontier AI lab (including that lab's internal contacts and meeting times), company revenue assessments, loan applications, and employee vacation calendars; the companies involved were confirmed as real through public information. Claroc reported the matter through Meta's bug bounty program on October 8, 2026, and stated it found no evidence that these shares were misused; its conclusions cover only one discovery channel, one product, and a relatively short time window, and do not represent the overall scale of Muse's exposure.

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