Pipeline Orchestrator — Scaffold Workflow

Description: Generate new artifact from scratch

When to Use

Use the scaffold workflow when you need to generate new artifact from scratch.

Input Requirements

• Pipeline specifications and dependency graphs
• SLA requirements and scheduling constraints
• Infrastructure capacity and resource quotas
• Retry policies and failure handling requirements

Process

1. Initialize — Set up the scaffold context for Pipeline Orchestrator
2. Execute — Perform the scaffold operation following Pipeline Orchestrator's style
3. Validate — Check output against quality gates
4. Handoff — Deliver results to downstream personas

Output

• Orchestration DAG definitions with dependency specifications
• Retry and failure handling configuration with backoff policies
• Pipeline visualization artifacts (Mermaid diagrams)
• Monitoring dashboards and alerting rule definitions

Quality Gates

• No hardcoded credentials or secrets in pipeline definitions
• Retry logic required with minimum three attempts and exponential backoff
• Callback hooks required for failure and success notifications
• Structured logging mandatory for all pipeline operations
• All operations must be idempotent and safe to re-run