orchestrate

This Skill orchestrates multi-stage software pipelines by dispatching specialized AI agents, such as product-manager and architect agents, for specific tasks. It manages the end-to-end workflow for issue processing, handling both autonomous operation via ralph.sh and interactive user sessions.

Coordinating AI agents for project management involves dispatching specialized teams for review, decomposition, and design stages. This Skill handles agent coordination automatically, bridging manual discovery by detecting unsubmitted PRDs and submitting them for AI-driven review before decomposing them into actionable epics.

Yes, pipeline orchestration supports autonomous operation via ralph.sh or interactive user sessions. It automatically takes newly written PRDs, submits them for review, and if approved, proceeds to decompose them into actionable epics and design tasks without requiring manual intervention.

The primary limitation of AI agent pipeline orchestration is that it requires unsubmitted PRDs to automatically bridge discovery to the review pipeline. While it manages review, decomposition, and design stages, its autonomous operation via ralph.sh depends heavily on accurate initial project state reading and product requirement document inputs.

No specific dependencies are required to run automated project management pipelines with this Skill. It operates independently to read project state, dispatch AI agent teams for review and design, and automatically create branches, PRs, and issues when detecting unsubmitted PRDs.