Meta Muse exposes users' personal and business secrets when they share conversations
A single query is all that's required to find thousands of conversations listed by title.

GHOSTSHARES Meta Muse exposes users’ personal and business secrets when they share conversations A single query is all that’s required to find thousands of conversations listed by title.
0 Credit: Getty Images Credit: Getty Images Text settings Story text Size Small Standard Large Width * Standard Wide Links Standard Orange * Subscribers only Learn more Minimize to nav Muse, the new general-purpose AI agent from Meta, can expose sensitive information when users share conversations through Web links, researchers reported Monday.
Like many online services, Muse allows users to share searches, conversations, images, and similar content with other people. Such share features usually involve clicking an option to create a unique URL that anyone can use to load a page hosting the content. To keep potentially sensitive information from being accessible to unintended people, the URLs typically contain a long sequence of text that can’t be easily guessed.
Muse, which Meta CEO Mark Zuckerberg said last month was “built from the ground up for privacy and security,” seems to take the same precautions. But a central design decision for constructing URLs has made the links easy to discover. As a result, researchers from security firm Claroc said they were able to enumerate 6,800 links Muse users created for sharing conversations with others. After opening a few hundred of them, the researchers found information that was clearly not intended to be publicly available, including:
“If you had asked us beforehand, we would have guessed that gathering these would take real effort,” the researchers wrote. “It took one query.”
The easiest way to discover the URLs is to perform a passive DNS search through one of many available commercial services. Passive DNS records store the historical resolution of domain names to IP addresses, as well as nameserver, and mail-server records over time. Passive DNS systems typically collect DNS responses from sensors positioned at recursive DNS resolvers or other infrastructure. A passive DNS record is generally created when a monitoring system observes a DNS response. In the case here, once the intended party clicks on the share link, the DNS information is recorded in a searchable database.
Claroc researchers were able to discover the Muse share links because all of them use the domain name cf.metaaiusercontent.com. Discovery is further made easy by the decision to add the conversation name to the URL, along with a long string of text. Simplified examples of such links are home-sale-budget-9f21c8a3.cf.metaaiusercontent.com, q3-revenue-review-7b1e42f0.cf.metaaiusercontent.com, and loan-application-draft-a4c9e2.cf.metaaiusercontent.com. It’s this last design to include the conversation title in the URL decision that makes the public discovery possible.
“Plenty of AI assistants share by public link,” Claroc said. “What makes Muse’s shares easy to find is the title sitting inside the web address, where public DNS records it for anyone to search. We call these GhostShares: pages that open for people who were never handed the link, and that those people can find on their own.”
Muse quickly catapulted to one of the top spots in Apple’s App Store. The assistant autonomously fills out forms, books appointments, makes purchases, creates documents, and carries out all kinds of other actions. To work as intended, Muse requires access to most of a user’s accounts. Meta has heavily marketed the assistant as a platform that’s worthy of the extraordinary trust it needs to work as intended.
Three weeks after the Muse launch, macOS security expert Patrick Wardle discovered a zero-day vulnerability that allowed any other app installed on the same device to gain complete control of the user’s Muse account. Meta downplayed the severity of the vulnerability on the grounds that exploitation wasn’t possible unless a device was already compromised. The company didn’t acknowledge Wardle’s finding that a simple ClickFix attack was all that was needed to hijack an account. The ease in discovering share links further justifies asking if Muse is worthy of the access it requires.
A Meta representative didn’t immediately have answers to questions sent by email. Cloroc co-founder and CTO Asaf Aprozper said in an email that his company contacted Meta and never received a reply.
“After checking similar platforms, consulting with industry colleagues, and re-reading Meta Muse documentation, we determined that this behavior is by design,” he wrote. “However, users should be aware that when requesting Muse to share a chat with someone, it creates a public link that can be discovered using the passive-DNS techniques we described.”
Muse users should take care when sharing links. That means limiting the amount of personal information discussed in conversations and deleting links as soon as possible.