Orchestration Skill

Context-driven workflows are orchestrated by loading ordered pipeline steps with dependency gates and robust error handling, ensuring deterministic execution and progression tracking. Run state, traces, and artifacts are persisted in SQLite for debugging and auditing.

SQLite persists pipeline run state by storing execution traces, progression data, and artifacts locally. This observability enables deterministic runs, easier debugging, and compliance auditing across context-driven orchestration pipelines without requiring external databases.

Yes, context-driven pipelines integrate across multiple projects using a CLI-based control surface. You define intent, actions, and success criteria for repeatable outcomes, while the CLI loads and executes ordered steps with dependency gates.

Context-driven pipeline orchestration coordinates repeatable, observable executions by defining intent, actions, and success criteria. Teams need it when integrating reusable workflows across projects that require deterministic runs, progression tracking, and robust error handling.

The best way to define intent and success criteria for repeatable orchestration outcomes is through context specification. By explicitly defining intent, actions, and success criteria, the orchestration system ensures repeatable, observable executions across projects and teams.

Ordered pipeline steps are executed via a CLI-based control surface that applies dependency gates before progression. The orchestration system loads the parsed pipeline definition, sequences the steps, tracks progress, and persists run state in SQLite for observability.