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AI Security

LLM Insecure Plugin Design Vulnerabilities

ChatGPT plugins, LangChain agents, and MCP servers have all shipped insecure plugin flaws exposing accounts and data. Here's how Safeguard defends against them.

Jul 17, 20268 min read
AI Security

LLM Denial of Service Attack Techniques

LLM denial of service attacks exploit sponge prompts, unbounded generation, and denial-of-wallet loops to cripple AI systems without a single exploit.

Jul 17, 20267 min read
AI Security

Excessive Agency in LLM-Powered Applications

Excessive agency turns a bad LLM output into an executed action. From Replit's July 2025 database deletion to Air Canada's chatbot ruling, here's what it is and how to scope it down.

Jul 16, 20268 min read
AI Security

Prompt Injection Attack Techniques and Defenses

Prompt injection is now OWASP's #1 LLM risk, and real incidents like EchoLeak and Slack AI prove it can mean zero-click data exfiltration. Here's how it works and what stops it.

Jul 16, 20267 min read
AI Security

The Cursor extension that cost a developer $500,000

A fake Solidity extension on Open VSX was downloaded 50,000+ times, dropped an infostealer, and drained $500K in crypto — how the marketplace trust model failed.

Jul 16, 20266 min read
AI Security

When the Scanner Is the Backdoor: The LiteLLM Trivy Attack

On March 19, 2026, TeamPCP hijacked Trivy's GitHub Action to steal LiteLLM's PyPI token, then shipped a backdoored release, CVE-2026-33634, CVSS 9.4.

Jul 16, 20266 min read
AI Security

The Nx Attack Turned AI Coding Agents Into the Malware

In August 2025, attackers hijacked Nx's npm publish token and used Claude Code, Gemini CLI, and Amazon Q as the exfiltration engine — leaking 2,349 secrets.

Jul 16, 20266 min read
AI Security

The postmark-mcp Backdoor: What MCP Server Vetting Should Look Like

A trojanized MCP server BCC'd every email it sent to an attacker for weeks, downloaded 1,643 times, before anyone noticed. Here's the pattern and the fix.

Jul 16, 20267 min read
AI Security

Can AI-Generated Code Be Trusted? A Security Review

A 2025 USENIX study found LLMs hallucinate nonexistent packages in up to 21.7% of code samples — and attackers are already registering the names.

Jul 13, 20267 min read
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