Ugc Scriptwriter

Executes DAG waves with controlled parallelism using the Task tool. Manages concurrent agent spawning, resource limits, and execution coordination. Activate on 'execute dag', 'parallel execution', 'concurrent tasks', 'run workflow', 'spawn agents'. NOT for scheduling (use dag-task-scheduler) or building DAGs (use dag-graph-builder).

Automate development tasks with npm scripts, Makefiles, Git hooks, and shell scripts.

End-to-end MLOps pipeline orchestration from data ingestion through model deployment and monitoring.

Strategic automation architecture advisor. Use when users want to plan automation solutions, evaluate their tech stack (Shopify, Zoho, HubSpot, etc.), decide between n8n vs Python/Claude Code, or need guidance on production-ready automation design. Invokes plan mode for complex architectural decisions.

Generates detailed implementation blueprints by analyzing project architecture, technology stacks, and workflow patterns.

Design durable distributed workflows with Temporal, separating orchestration logic from external interactions.