1816 matches found
PISmith: Reinforcement Learning-Based Red Teaming for Prompt Injection Defenses
Prompt injection poses serious security risks to real-world LLM applications, particularly autonomous agents. Although many defenses have been proposed, their robustness against adaptive attacks remains insufficiently evaluated, potentially creating a false sense of security. In this work, we...
Uncovering Security Threats and Architecting Defenses in Autonomous Agents: A Case Study of OpenClaw
The rapid evolution of Large Language Models LLMs into autonomous, tool-calling agents has fundamentally altered the cybersecurity landscape. Frameworks like OpenClaw grant AI systems operating-system-level permissions and the autonomy to execute complex workflows. This level of access creates...
OpenClaw AI Agent Flaws Could Enable Prompt Injection and Data Exfiltration
China's National Computer Network Emergency Response Technical Team CNCERT has issued a warning about the security risks stemming from the use of OpenClaw formerly Clawdbot and Moltbot, an open-source and self-hosted autonomous artificial intelligence AI agent. In a post shared on WeChat, CNCERT...
CVE-2026-32247 Graphiti vulnerable to Cypher Injection via unsanitized node_labels in search filters
Graphiti is a framework for building and querying temporal context graphs for AI agents. Graphiti versions before 0.28.2 contained a Cypher injection vulnerability in shared search-filter construction for non-Kuzu backends. Attacker-controlled label values supplied through SearchFilters.nodelabel...
CVE-2026-32247 Graphiti vulnerable to Cypher Injection via unsanitized node_labels in search filters
Graphiti is a framework for building and querying temporal context graphs for AI agents. Graphiti versions before 0.28.2 contained a Cypher injection vulnerability in shared search-filter construction for non-Kuzu backends. Attacker-controlled label values supplied through SearchFilters.nodelabel...
GHSA-GG5M-55JJ-8M5G Graphiti vulnerable to Cypher Injection via unsanitized node_labels in search filters
Summary Graphiti versions before 0.28.2 contained a Cypher injection vulnerability in shared search-filter construction for non-Kuzu backends. Attacker-controlled label values supplied through SearchFilters.nodelabels were concatenated directly into Cypher label expressions without validation. In...
Detecting and analyzing prompt abuse in AI tools
This second post in our AI Application Security series is all about moving from planning to practice. AI Application Series 1: Security considerations when adopting AI tools established how AI adoption expands the attack surface and our threat-modelling guidance on the Microsoft security blog...
Detecting and analyzing prompt abuse in AI tools
This second post in our AI Application Security series is all about moving from planning to practice. AI Application Series 1: Security considerations when adopting AI tools established how AI adoption expands the attack surface and our threat-modelling guidance on the Microsoft security blog...
Agent Privilege Separation in OpenClaw: A Structural Defense against Prompt Injection
Prompt injection remains one of the most practical attack vectors against LLM-integrated applications. We replicate the Microsoft LLMail-Inject benchmark Greshake et al., 2024 against current generation models running inside OpenClaw, an open source multitool agent platform. Our proposed defense...
Taming OpenClaw: Security Analysis and Mitigation of Autonomous LLM Agent Threats
Autonomous Large Language Model LLM agents, exemplified by OpenClaw, demonstrate remarkable capabilities in executing complex, long-horizon tasks. However, their tightly coupled instant-messaging interaction paradigm and high-privilege execution capabilities substantially expand the system attack...
Security Considerations for Artificial Intelligence Agents
This article, a lightly adapted version of Perplexity's response to NIST/CAISI Request for Information 2025-0035, details our observations and recommendations concerning the security of frontier AI agents. These insights are informed by Perplexity's experience operating general-purpose agentic...
EUVD-2026-11205
A remote code execution RCE vulnerability in OpenClaw Agent Platform v2026.2.6 allows attackers to execute arbitrary code via a Request-Side prompt injection attack...
CVE-2026-31854
Cursor is a code editor built for programming with AI. Prior to 2.0 ,if a visited website contains maliciously crafted instructions, the model may attempt to follow them in order to “assist” the user. When combined with a bypass of the command whitelist mechanism, such indirect prompt injections...
CVE-2026-31854 Cursor Affected by Arbitrary Code Execution via Prompt Injection and Whitelist Bypass
Cursor is a code editor built for programming with AI. Prior to 2.0 ,if a visited website contains maliciously crafted instructions, the model may attempt to follow them in order to “assist” the user. When combined with a bypass of the command whitelist mechanism, such indirect prompt injections...
CVE-2026-31854
Cursor is a code editor for programming with AI. Prior to 2.0, if a visited website contains malicious instructions, the model may follow them to “assist” the user. When combined with a bypass of the command whitelist, indirect prompt injections could cause automatic command execution without use...
CVE-2026-31854 Cursor Affected by Arbitrary Code Execution via Prompt Injection and Whitelist Bypass
Cursor is a code editor built for programming with AI. Prior to 2.0 ,if a visited website contains maliciously crafted instructions, the model may attempt to follow them in order to “assist” the user. When combined with a bypass of the command whitelist mechanism, such indirect prompt injections...
CVE-2026-30741
A remote code execution RCE vulnerability in OpenClaw Agent Platform v2026.2.6 allows attackers to execute arbitrary code via a Request-Side prompt injection attack...
PT-2026-24720
Name of the Vulnerable Software and Affected Versions OpenClaw Agent Platform version 2026.2.6 Description A remote code execution RCE issue exists in OpenClaw Agent Platform version 2026.2.6. This allows attackers to execute arbitrary code through a Request-Side prompt injection attack. The...