In DevOps, the harness is the control plane between intent and production change—not the pipeline YAML or prompt. The same structures teams run for scripts apply when an agent proposes an action.
Four use cases
How the harness governs agent actions across release, runtime, compliance, and incident workflows.
CI/CD and release gates
Block unsafe promotions and canaries before deploy APIs run—agents get structured gate failures, not opaque refusals.
Agent build promotion
When an agent proposes a promotion, the harness checks change freezes, required scorecards (coverage, CVEs), and data residency before any deploy API runs. A blocked promotion returns a structured reason (which gate failed) so the agent can retry with corrected context—not guess from a generic refusal.
Agent canary management
If an agent-led deployment causes a failed canary, the harness triggers a rollback, enforces idempotency, logs the prior deployment ID, and blocks concurrent rollouts. That stops the classic failure mode where an agent retries rollback twice or starts a new rollout while the first is still unwinding.
Kubernetes and runtime operations
Resolve targets from the catalog, enforce RBAC and freezes, and keep credentials out of model context for restarts and scale-outs.
Agent workload restarts
When an agent requests a workload restart, the harness resolves targets from the catalog, verifies RBAC, blocks if a Sev-1 incident freezes the service, runs a dry-run, and logs blast-radius. Tier-0 services may require a single-replica restart first; the audit record ties the action to the incident ID if one is open.
Agent scale-outs
When an agent requests a scale-out, the harness caps max replicas per tier, requires on-call acknowledgment for tier-0, and routes execution through an in-cluster worker so credentials never enter model context. The agent receives replica counts and status from the worker—enough to plan the next step, not enough to exfiltrate cluster admin access.
Secrets, data, and compliance
Rotate secrets and enforce residency without leaking vault paths or skipping co-signers via prompt rephrasing.
Agent secret rotation
When an agent runs a secret rotation, the harness executes it in an isolated environment. The agent sees only a success or redacted error—never raw secrets in its context window. Rotation failures surface as "credential update failed: permission denied" rather than leaking vault paths or token values into the thread.
Agent compliance boundaries
When an agent attempts cross-region changes, the harness halts execution for local co-signers and writes signed evidence of residency before calling cloud APIs. Auditors get a tamper-evident record; the agent cannot skip the co-signer by rephrasing the request.
Incident and Day 2 workflows
Serialize destructive mitigations, gate write actions behind approvals, and cap blast radius for cost cleanup.
Agent destructive mitigations
When an agent attempts an outage mitigation, the harness serializes actions, checks pager load windows, and updates incident records for every step. Parallel kill-and-scale proposals from the same session are queued so two destructive steps cannot race in production.
Agent runbook automation
The harness allows agents read-only diagnostics but gates agent-proposed write actions (like cache flushes or failovers) behind approvals and verification hooks. Post-action checks (error rate, queue depth) can auto-halt the loop if the mitigation made things worse.
Agent cost cleanup
When an agent handles cloud optimization, the harness enforces budget guardrails and hourly delete caps so looping agents cannot wipe non-prod estates. Tag-based allowlists (e.g. only resources tagged env=dev-sandbox) narrow blast radius before any terminate API runs.
Explore platform capabilities on the Agent Harness page, or see plans on pricing.
