4 articles
Tool upgrades in Agent systems fail not on interface errors but when models keep calling old contracts after parameter and semantic changes. This guide covers Schema fingerprints, compatibility matrices, shadow replay, canary gates, and fast rollback for MCP-based systems.
A systematic guide to securing LLM Agent tool calls against Prompt Injection, Tool Poisoning, and privilege escalation. Covers trust boundaries, permission boundaries, and execution boundaries with practical implementations including policy gates, human approval, sandboxing, and full-stack monitoring.
A systematic breakdown of MCP tool poisoning and indirect prompt injection risks, covering a five-layer defense architecture from tool registration, least privilege, parameter auditing, content isolation to runtime interception, with a go-live checklist for teams integrating external APIs, databases, and enterprise systems.
MCP standardizes LLM-tool connections but amplifies risks in permissions, identity, audit, and prompt injection. This post presents a practical security governance framework covering protocol boundaries, authorization models, execution isolation, and deployment checks.