NVIDIA has highlighted a Nemotron Labs article titled "Inside Hermes Agent Traces with NeMo Relay," which focuses on how traces from the Hermes Agent can be examined using NeMo Relay.
AI agents · Observability · NVIDIA
Reading the Trace: How NeMo Relay Helps Inspect Hermes Agent Runs
A technical walkthrough of the recorded steps a Hermes Agent takes while completing a task, and how NeMo Relay fits into capturing and inspecting that record.
From agent run to actionable insight
The basic flow that observability for AI agents follows.
STEP 1
Agent runs
The agent calls tools, makes decisions, and works through multistep tasks.
→
STEP 2
Trace recorded
Each stage of the sequence is captured as a trace of what happened.
→
STEP 3
NeMo Relay inspects
The tooling is used to examine the captured steps.
→
STEP 4
Act on findings
Debug failures, audit behavior, and improve reliability.
What the piece covers
How traces from Hermes Agent can be examined
How NeMo Relay fits into capturing or inspecting agent records
Why per-stage records matter for debugging and auditing agents
Not yet confirmed
Specific method and tooling details
Results or benchmark figures
Independent reviews or user reactions
How the approach compares with other agent-monitoring methods
Agents are only as debuggable as their records.
Debug
Find where a multistep task went wrong.
Audit
Review tool calls and decisions the agent made.
Improve
Use observed steps to raise reliability over time.
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