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Security analysts identified injection vulnerability in Google Gemini app suite

Unauthorized takeover of smart homes: Criminals potentially able to manipulate smart-home boilers, operate powered windows, among other actions. However, these issues have now allegedly been resolved

Hackers Detect Input Injection Vulnerability in Google's Gemini Applications
Hackers Detect Input Injection Vulnerability in Google's Gemini Applications

Security analysts identified injection vulnerability in Google Gemini app suite

A groundbreaking discovery has been made by a team of researchers, who have uncovered a significant security flaw in Google's Gemini large language model (LLM)-powered applications. This vulnerability, dubbed the "Invitation is All You Need", poses a serious threat as it allows malicious actors to embed harmful instructions within seemingly harmless content such as Google Calendar invitations, email subjects, or shared document names.

The Risks and Potential Attacks

This vulnerability leverages Gemini's contextual awareness and integration with Google Workspace, enabling attackers to hijack the AI assistant's contextual understanding and invoke its connected tools and agents without raising user suspicion.

Short-Term Context Poisoning

Attackers can inject transient prompts that trigger immediate, one-time malicious actions during a single AI session. These actions can range from generating offensive or spam messages to falsely alerting a user about security breaches or initiating unwanted communications or system actions.

Long-Term Memory Poisoning

By poisoning Gemini's persistent "Saved Info," attackers can implant instructions that last across sessions, enabling repeated or sustained malicious behaviors without additional user interaction.

Real-World Physical Actions

Gemini's integration with IoT and Google Home devices means attackers can command it to perform physical environment manipulations such as opening smart windows, activating boilers or other appliances, and launching video calls or deleting calendar events.

Data Exfiltration and Credential Theft

Similar prompt injection techniques demonstrated in Gemini CLI (a coding assistant variant) allowed silent execution of arbitrary code and data leakage, including user credentials, by exploiting improper validation and misleading user permissions.

Invisible Phishing and Social Engineering

Hidden HTML/CSS prompts in emails can trick Gemini into generating fake security warnings or urgent instructions, appearing trustworthy due to Google's branding, thereby facilitating phishing without suspicious links or attachments.

The Mechanism

Attackers send malicious calendar invites or emails embedding crafted prompts. When Gemini processes these invites upon user requests (e.g., "What’s on my calendar today?"), it executes or reveals the embedded malicious instructions. Since the commands are injected indirectly, users see nothing suspicious in the calendar or email content itself. The AI's trusted context and automation permissions enable it to take harmful actions as if legitimate.

Google's Responses

Google has implemented security filters and warnings to detect and block certain malicious prompts. The company is also actively deploying updated safeguards and training models through red-teaming to defend against prompt injection attacks. However, some of these novel Targeted Promptware Attacks can bypass existing protections, indicating ongoing security challenges.

In conclusion, the "Invitation is All You Need" vulnerability allows attackers to weaponize Gemini’s contextual and agentic capabilities via innocuous-looking calendar invites and shared content, enabling a range of attacks from generating misleading information to triggering physical device manipulations and data theft. As the era of "agentic AI" continues to evolve, it is crucial for companies like Google to stay vigilant and proactive in addressing such security threats.

  1. The discovery of the "Invitation is All You Need" security flaw in Google's Gemini LLM-powered applications could potentially impact various sectors, such as the tech industry, finance, business, and personal-finance.
  2. In the realm of AI, this vulnerability raises concerns for cybersecurity within the lifestyle and investing industry, specifically in wealth-management and data-and-cloud-computing sectors.
  3. With the advent of this flaw, attackers could exploit it, affecting home-and-garden technologies that are now connected and controlled through Google Workspace and IoT devices.
  4. The sports industry, including sports-betting, casino-and-gambling, and casino-personalities, could be susceptible to this manipulation as these platforms often integrate with Google's applications.
  5. Attackers might leverage this vulnerability to intrude upon users' personal lives, compromising their privacy in activities as diverse as shopping, travel, and even casino-games, by tampering with information stored in Google Calendar invitations and emails.
  6. The gambling trends could be disrupted due to this security flaw as unauthorized casino transactions, won bets, or manipulated casino games may result from this attack vector.
  7. Weather-related apps and data could be compromised if they are integrated with Google Workspace, allowing adversaries to alter or manipulate forecasts for malicious purposes.
  8. In the short term, an attacker can poison the AI's context by injecting transient prompts to trigger one-time malicious actions during a single AI session.
  9. In the long run, an attacker can persistently poison the AI's "Saved Info," aiming for repeated malicious behaviors across multiple sessions.
  10. The physical world is not immune to this attack, as Gemini's integration with IoT and Google Home devices can lead to actual device manipulation, such as activating appliances or launching video calls and emails.
  11. Leveraging the "Invitation is All You Need" flaw, cybercriminals can escalate their activities from data exfiltration and credential theft to invisible phishing and social engineering, taking advantage of Google's trusted brand.

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