Nothing an agent does happens off the record.
Every run, skill activation, tool call, structured-data access, log, output, error, and retry — traced the same way from local development to production.
Agent execution is not request and response.
Agents call tools, activate skills, read and write structured data, and create side effects. The path between input and output matters — not just the final answer.
Every run becomes an inspectable timeline.
Every run captures the full execution path — what happened, when, and why.
Debug failures without guessing.
An agent fails. Here's everything that led there — the deployment, runner, inputs, selected skills, structured-data access, tool arguments, tool results, logs, and the error path that produced it.
Connect behavior back to versions and policy.
Every trace connects to the deployment version, runtime configuration, skills, structured-data scopes, and budget that produced it.
Nothing about a run stays a mystery.
Step-by-step visibility
Inspect the full execution path, not only the final answer.
Faster debugging
Find failing tools, missing context, policy blocks, and runtime errors.
Tool accountability
See which tools were called, with what arguments, and what they returned.
Skill and knowledge insight
Understand which skills and context influenced the run.
Replay and audit
Review behavior, reproduce failures, and connect outcomes to deployment versions.
Understand what your agents actually did.
Request access and help shape observability for production agents.