Remediation Fleets: AI Agents for Verified Fix Workflows

Remediation fleets are agent groups focused on closing the loop from failure to verified fix under governance.

They complement testing fleets; neither replaces change management.

Agents recreate failures in controlled environments with the same capsules and data fixtures that detected the issue.

Reproduction quality determines fix confidence.

Diagnosis combines telemetry, graph context, and historical incidents to narrow root causes.

Hypotheses are ranked with evidence links.

Proposals arrive as typed diffs, config changes, or test updates with impact notes and rollback steps.

Proposals are drafts until approved.

Human authorization routes through RBAC with separation of duties.

Emergency paths still require named approvers and audit.

Patches apply in staging or via PR, never silently in production.

Production promotion follows your existing CAB or release train.

Verification reruns targeted suites and compares telemetry to pre-fix baselines.

Failed verification reopens diagnosis.

Audit exports bundle approvals, diffs, runs, and verification for GRC tools.

Retention matches your compliance calendar.

Canary, feature-flagged, and staged rollouts integrate with remediation fleets after verification in staging.

Explore remediation fleets.