skf-campaign

Workflow orchestration across multiple libraries is automated by coordinating end-to-end skill pipelines and preserving file-based state. This approach manages dependencies and persists progress to enable reliable resume after interruptions.

Dependency management in an automation campaign is handled through dependency-aware planning that determines the execution order for multi-skill pipelines. This ensures steps are sequenced safely and deterministically across all targeted libraries.

You resume an interrupted pipeline by relying on durable, file-based state management that survives context death and re-entry. The orchestration workflow persists progress automatically, allowing the pipeline to continue safely from the last completed step.

Headless automation is fully supported and emits machine-readable outputs for downstream tooling. The orchestration validates pins and provenance while executing the pipeline, producing deterministic results suitable for automated workflows.

You do not strictly need a manifest to start coordinating cross-library campaigns. You can launch the orchestration by providing either a campaign brief or a manifest to seed targets, and the workflow will orchestrate all stages end-to-end.