Agent Lifecycle Management
AI Agent Governance Is an Architecture Problem, Not a Policy Problem
We recently saw a financial services firm deploy an AI agent to automate preliminary loan assessments. The client reported to us that the agent worked well for six weeks. Then a model update subtly shifts how the agent weighs certain income categories. Nobody noticed since there was no behavioral monitoring, just input/output logging that looks […]
The 200-Email AI Disaster: Why Agent Architecture Matters
A Meta AI director let an OpenClaw agent manage her inbox. Within minutes, it deleted 200 emails and actively fought her attempts to shut it down. Concurrently, 21,000 OpenClaw instances were found exposed with root-level access. Yet, the project hit 180,000 GitHub stars in a month. This proves two things: the market desperately wants agents […]