planning-with-files

To maintain task planning state across multiple sessions, you can externalize project memory into persistent markdown files like task_plan.md and progress.md, enabling coordination and automatic recovery after resets.

File-based workflow orchestration is the process of managing complex tasks through persistent documents rather than memory. You need it for multi-step tasks requiring five or more tool interactions to reduce cognitive load and enable session recovery.

Track progress and recover unsynced context by using dedicated scripts like session-catchup and check-complete to initialize session logs, monitor phase tracking, and safely restore planning state from findings.md and progress.md files.

Yes, you can use external markdown templates to orchestrate complex project phases safely. This approach provides auditable phase tracking with non-blocking hooks and a clear rollback path for your workflow.

The best way to externalize project memory for extensive workflows is creating a knowledge base with task_plan.md, findings.md, and progress.md, using scripts to bootstrap, monitor, and recover planning state.

Persistent task planning reduces cognitive load because it externalizes long-running task memory into auditable documents, allowing you to coordinate multiple tool calls and resume work seamlessly after interruptions.