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AI Security

Multi-tenant RAG: permission-aware retrieval so users see only theirs

A shared vector store can return one customer's content to another. How permission-aware retrieval, partitioning and audit logs keep RAG tenants apart.

Oct 18, 20263 min read
AI Security

Moderating streamed LLM output: what can go wrong

Streaming makes chat feel fast but complicates output filters. Three designs for checking streamed replies, with the trade-offs of each one explained.

Oct 18, 20263 min read
AI Security

Metrics for AI alert triage: look beyond time saved

Time saved is easy to count and easy to misread. Track misses, agreement with senior analysts and analyst edits to see whether AI triage is safe.

Oct 18, 20263 min read
AI Security

When an AI support assistant became an account recovery hole

In 2026 attackers reportedly used Meta's AI support assistant to reset Instagram accounts. What was reported and how to design safe AI account recovery.

Oct 18, 20263 min read
AI Security

MCP tool list changes: how agent permissions drift over time

MCP servers can announce that their tools changed. Without a review step, an agent's capabilities can grow unnoticed. How to detect and control it.

Oct 18, 20263 min read
AI Security

MCP tool annotations are hints, not guarantees

The MCP spec says clients must treat tool annotations as untrusted unless the server is trusted. What that means for approval logic and auto-run rules.

Oct 18, 20263 min read
AI Security

MCP token theft: short-lived tokens and refresh rotation

Stolen MCP tokens look like legitimate requests. The spec asks for secure storage, short-lived access tokens and refresh rotation. Details and a checklist.

Oct 18, 20263 min read
AI Security

MCP token audience and resource indicators, explained simply

How the resource parameter from RFC 8707 binds an MCP access token to one server, and what an MCP server must check before trusting a token.

Oct 18, 20263 min read
AI Security

Why an MCP session ID is not authentication

MCP servers must not use sessions for authentication. Learn the two session hijack attacks and how to bind session IDs to the authenticated user.

Oct 18, 20263 min read

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