planning-with-files

Persistent markdown files enable complex task planning by maintaining task_plan.md, findings.md, and progress.md to track phases and record results. This file-based approach organizes multi-step projects and ensures progress remains accessible across extended sessions.

Automatic session recovery restores task planning context after system restarts by reading persistent markdown files. It captures progress and findings, allowing you to resume complex multi-step workflows exactly where you left off without losing project state.

Python scripts are required to execute context management and task completion verification within the planning workflow. These scripts automate the validation of project phases and ensure your multi-step task planning executes correctly without manual tracking overhead.

A file-based task planning system is ideal for multi-step projects requiring coordination across multiple tools and exceeding five tool calls. It provides persistent storage and automatic session recovery, offering superior context management for complex research workflows compared to standard tools.

To set up persistent markdown files for workflow automation, create task_plan.md, findings.md, and progress.md in your project directory before starting. Define your task plan within these files to establish a structured workflow that automatically tracks execution phases.