Scaled agentic coding requires explicit governance controls sitting outside the agents themselves.
Git-native agent definitions move governance from promises to enforced policy decisions.
Agent reviewers need codebase context and strict access controls to catch what diffs alone cannot.
Agents need hard spending caps enforced before API calls leave.
Real-time session tracing enables policy enforcement before agent actions cause damage.
Real-time token velocity signals catch runaway loops before daily monitoring ever could.
AI agents can triage incidents faster, but only with measured precision and bounded access.
Hard budget caps and layered metering prevent AI agent spend from spiraling across your teams.
