Desk/2025-W25

Week of Jun 16–22, 2025

3 records1 status changes on new evidence1 new findings

What changed in what we know

New findings

Defense & research

Jun 16, 2025
Simon Willison frames the 'lethal trifecta' of private data, untrusted content and exfiltration
DefenseFrameworkSimon Willison

Simon Willison argues that an agent becomes exploitable for data theft when it combines access to private data, exposure to untrusted content, and the ability to communicate externally. He advises users to avoid combining all three, points developers to design-pattern mitigations, and argues that guardrails catching most attacks are inadequate in a security setting.

Jun 17, 2025
SHADE-Arena measures whether agents can pursue hidden harmful side tasks without being caught by monitors
DefenseBenchmarkAnthropic, Redwood Research

Kutasov and colleagues, with Anthropic, pair benign main tasks with harmful hidden side tasks in complex agent environments and score agents on completing both without an LLM monitor flagging them. The best sabotage agents succeeded 27% (Claude 3.7 Sonnet) and 15% (Gemini 2.5 Pro) of the time against a Claude 3.6 Sonnet monitor; the best monitor reached an AUC of 0.87.

Policy & standards

Jun 18, 2025
MCP specification revision classifies servers as OAuth resource servers and adds security best practices
PolicyStandardModel Context Protocol project, Anthropic

The 2025-06-18 revision of the Model Context Protocol specification classifies MCP servers as OAuth resource servers with protected resource metadata, and requires clients to implement RFC 8707 resource indicators so malicious servers cannot obtain tokens meant for others. It also clarifies authorization security considerations and adds a security best practices page.