CLI Agent Contracts for Auditable Autonomous Ops

Agents need contracts, not guesses

Autonomous operators should not infer platform behavior from prose alone. They need machine-readable capabilities, required scopes, input schemas, side effects, and structured error behavior.

The AlphaSwarm CLI and SDK are designed around explicit contracts so humans, scripts, and agents can inspect the available surface before taking action.

Dry-run first

Mutating operations should support dry-run and plan modes. That gives the caller a structured preview of:

• The endpoint and capability being used.
• The scopes required.
• The resources that would change.
• The policy checks that apply.
• The expected output envelope.

The plan can be reviewed by policy engines or human operators before execution.

Auditability is a developer experience feature

Good developer tooling is not only fast. It is predictable, reviewable, and recoverable. Structured errors and explicit contracts make automation safer because failures become states the caller can handle, not ambiguous text blobs.