jean-claude-cli

A two-agent workflow is orchestrated by initializing a project and using core commands to coordinate a planning agent for task breakdown and an execution agent for implementation. The CLI manages their interaction through a mailbox system and dashboard monitoring.

The coordinator pattern in event-sourced workflows separates planning from execution, using an event log to track state. A planning agent generates tasks and beads, while a separate execution agent processes them, allowing real-time monitoring and recovery through event sourcing.

AI agent execution is monitored using the dashboard and status commands. The dashboard provides a real-time view of event-sourced state, bead processing, and mailbox interactions, while escalation flows can be configured to send notifications via ntfy.sh.

Core commands for AI-driven development include init for project setup, prompt for inputs, workflow for execution, work for bead tasks, note for logging, prime for preparation, status for monitoring, logs for history, dashboard for visualization, and migrate for updates.

Event sourcing manages state by appending all workflow changes and agent interactions as immutable events. The planning agent creates bead tasks logged as events, and the execution agent consumes them, ensuring the dashboard reflects an accurate, recoverable history of the workflow.