MCP

You Trust MCP Servers Because of Who Built Them. That’s the Problem.

📅 July 12, 2026 📂 AI & Machine Learning

MCP server trust tooling verifies who published a server but not what it does at runtime. A developer ran 70 MCP servers in a sandbox and logged their actual behavior — revealing environment variable reads, undocumented network calls, and output manipulation that no static analysis would ever catch. Identity is not behavior, and the gap between them is where the real security threat lives.

AI Agents AI Safety Attestation MCP Runtime Auditing Security Trust Model

The Dictation Tool That Grew a Brain: Why the Most Powerful AI Agents Are Hiding in Plain Sight

📅 July 2, 2026 📂 AI & Machine Learning

A familiar macOS dictation tool has been transformed into an autonomous AI agent via MCP, revealing a blueprint for invisible, powerful integration. This is the story of how the most mundane features can become the most revolutionary—by staying the same on the surface, while growing a brain underneath.

AI AI Agents Automation macOS MCP Productivity Voice