Sensitive-Topic Leakage through LLM Routing Metadata: Measurement and Mitigation

LLM routers pick a cheap or expensive model per request by its content, and many gateways and some cloud platforms can log that choice with content logging off. We measure this privacy channel beyond token counts, accounting for noisy labels and repeated prompts. We run pre-registered studies on...

What Keeps Agent Skills from Being Reusable? Evidence from 138K SKILL.Md Files

Under the current standard, Agent Skills are SKILL.md files that combine instructions with supporting resources, enabling Large Language Model LLM agents to reuse procedures beyond a single conversation. Yet many public skills appear to originate from a single task, repository, or conversation,...

GHSA-M3R2-724C-PWGF Pimcore is Vulnerable to Broken Access Control: Missing Function Level Authorization on "Static Routes" Listing

Summary The application fails to enforce proper server-side authorization checks on the API endpoint responsible for reading or listing static routes. In Pimcore, static routes are custom URL patterns defined via the backend interface or the var/config/staticroutes.php file, including details lik...