A control plane for bounded agentic development loops, providing local workflow state, context handoffs, and strict human review gates for AI coding agents.

Issue-driven control plane for supervised agent-assisted software development, with planner manifests, isolated worktrees, lifecycle gates, CI/review checks, and guarded merge flows.

A bounded overnight coding-agent orchestration case study: retries, heartbeats, handoffs, fresh-context review, visual iteration, and the failures that shaped Crab/Pi.