Fleet Observability Agent
Monitors production agents for drift, failures, cost and control signals.
Combines production traces, tool calls, latency, cost and decision records to detect behavioural drift, control failures and tool-error patterns that offline evaluations may miss. Confirmed signals route to the intervention role with the affected scope and supporting trace.
Authority
Monitor and escalate
Team role
Monitors and escalates
Handoffs
Named collaborators
The role
What it owns and where its authority ends
Desk
AI / Agent Platform (AgentOps)
Desk workflow
Register, then version, then regression evals, then champion/challenger release, then live tracing and guardrails, then drift detection, offline consolidation and re-evaluation. The agentic control plane governs the fleet; the board sets the mandate and holds the kill-switch.
Collaboration
Coordinates parallel monitors or workers
Decision boundary
Monitors the work and escalates conditions outside its limits.
Systems and capabilities involved
Fleet trace pipeline
a full record of every agent run
Metrics + cost dashboards
Drift-detection sandbox
Guardrails agent
raise real-time interventions
Handoffs
What this role gives and receives
Capabilities offered
The handoffs name the next owner or specialist and the work that moves between them.
Handoff to
Handoff to
Handoff to
Context
What the role needs to do the work
- Current work
- The rolling window of fleet metrics and the anomaly under inspection.
- Prior interactions
- Per-agent behavioural baselines and prior drift events.
- Policies and reference
- Fleet trace conventions; what 'healthy' looks like per agent.
- Working method
- Not specified for this role.
Illustrative workflow
How the work moves
Starting point
The SOC Triage Agent's judge-sampled accuracy slides 4 points over 6 hours.
- 01
Detect the drift against the agent's baseline; rule out a traffic-mix shift.
- 02
Trace the regression to a new alert source feeding malformed enrichment context.
- 03
Quantify blast radius: which dispositions in the window are now suspect.
- 04
Signal Guardrails (A2A) and open a flagged case for the owning team.
Result
Real-time alert with the root-caused trace; Guardrails tightens the agent to supervised mode on that alert source while the upstream feed is fixed.
Checks and boundaries
What must be tested or reviewed
- 01Anomaly-detection precision tracked; a missed prod regression is a control failure.
- 02Drift thresholds per agent are versioned and reviewable.
- 03Traces retained immutably for post-incident forensics and regulatory exam.
Human authority
Monitors the work and escalates conditions outside its limits.
Keep exploring