Diagram showing a reader and a publisher sharing one agent and getting the same three tools

AI Agent Tools Are Entitlements. Govern Them Like It.

Per-user OAuth answers who the user is. It doesn’t answer which tools they should get through the agent. Treat each tool as an entitlement, requested, approved, reviewed, and revoked like any other access.

AI AgentsSeptember 18, 2026 · 6 min · 1194 words · Prithvi Poreddy

UTCP, MCP, and the Missing Identity Layer

An analysis of how UTCP and MCP both fail to address the fundamental challenge of identity and trust for AI agents, and what’s needed to fix it.

AI AgentsOctober 10, 2025 · 6 min · 1270 words · Prithvi Poreddy

Identity Security for AI (MCP) Agents: A Four-Layer Continuous Authorization Model

A detailed look at how AI agents built on MCP need continuous, layered authorization to achieve true identity trust.

AI AgentsSeptember 6, 2025 · 7 min · 1404 words · Prithvi Poreddy