Operations
Governance
The policy layer for data access, tool permissions, human approvals, audit trails, and deployment boundaries.
Operating principle
Production AI is not a prompt. It is a system of context, tools, permissions, traces, evals, and feedback loops.
Autonomy with boundaries
The right level of autonomy depends on risk. Some actions can be automated; others need review, escalation, or deterministic checks before execution.
Related resources
Human Approval
Approval gates for workflows where correctness, risk, or accountability require human judgment.
MCP Tool Registry
A governed catalog of tools, schemas, permissions, and usage policies that agents can discover and invoke.
Model Routing
A gateway strategy for choosing the right model per task based on privacy, cost, latency, quality, and failure mode.