Agentic SRE Advanced By Samson Tanimawo, PhD Published Mar 19, 2026 5 min read

Terraform Plans as an Agent's Proposal Format

Plans are diffs that humans already know how to review. The agent that emits plans instead of applying changes, and the apply-on-approve flow that closes the loop.

Why plans, not applies

A Terraform plan is a structured diff. Humans already know how to read it; tooling already exists to view it.

Letting the agent emit plans instead of applies inserts a natural review gate. The plan is the proposal; the apply is the action.

Plans are also reversible until apply. The agent can re-run with different parameters; nothing has happened yet.

The propose-then-apply flow

Agent generates the plan via a code path that wraps `terraform plan -out`. The plan file is stored.

Plan summary posted to the team's review channel: resources to add, change, destroy.

Human reviews the plan; approves or rejects. Approval triggers `terraform apply` against the stored plan.

Apply is auditable; the plan it executed is the same plan that was approved. Nothing was inserted between approval and apply.

Constraints on what the agent can plan

Module allowlist: agent can only operate on modules the team has explicitly opted in.

Resource type allowlist: agent can plan changes to known resource types; novel ones require human authoring.

Destroy operations: heavily restricted. Most agent plans should add or change, not destroy.

Safety properties

Plan files are stored with a TTL. Stale plans cannot be applied; the agent re-plans before applying.

Apply is single-use: applying a plan invalidates it. Re-running the same apply requires a new plan.

All plans are dry-run-able by humans before approval. Visibility before consent.

When this pattern wins

Infrastructure changes that are routine but require care. Adding a new monitor, scaling a worker pool, opening a port to a known service.

Changes that are too narrow for a Terraform PR but too wide for a kubectl tweak. The plan-as-proposal sits in the middle.

Changes that need an audit trail. Plans, approvals, and applies are all logged; reproducible from the trail.