Operations
Agent Observability
Trace-level visibility into model calls, retrieval, tools, decisions, approvals, costs, and failures.
Operating principle
Production AI is not a prompt. It is a system of context, tools, permissions, traces, evals, and feedback loops.
Trace everything
Agent behavior is non-deterministic. Traces make runs inspectable, comparable, replayable, and useful for evaluation.
- Model, token, and latency spans
- Tool invocation inputs and outputs
- Retrieval evidence and citations
- Approval, rejection, and escalation events
Related resources
Workflow Evals
Evaluation suites that mutate prompts, models, retrieval policies, generated code, and node structure before promotion.
MCP Tool Registry
A governed catalog of tools, schemas, permissions, and usage policies that agents can discover and invoke.
Governance
The policy layer for data access, tool permissions, human approvals, audit trails, and deployment boundaries.