Building Fast, Measurable, Governed AI Agents
AI agents need tight identity, permissions, and monitoring before they can safely scale.
Summary
AI operations need infrastructure that moves quickly while measuring models, tool use, spending, and outcomes. Optiver focuses on same-day deployment through an on-premises, modular platform, while Runlayer focuses on visibility that exposes prompt injection, excessive permissions, session drift, and runaway costs across more than 300 agents. Governance adds a workforce model: every agent needs a unique identity, a team, a human sponsor, a defined role, bounded authority, and escalating oversight. The shared direction is clear, but the approaches differ between shipping models efficiently, detecting operational risk, and assigning accountability for every action.