planning-with-files

Persistent file-based planning prevents context loss during complex multi-step tasks by creating task_plan.md, findings.md, and progress.md files to store task objectives, research outcomes, and execution status externally across extended workflows.

Automatic session recovery restores unsynced context after a session clear by detecting and reloading previous markdown planning files, allowing you to resume complex multi-step workflows without losing prior task progression and research findings.

Use file-based planning when starting complex multi-step tasks, research projects, or any workflow requiring more than five tool calls, ensuring progress and findings remain tracked through persistent markdown files across extended sessions.

Error handling in persistent file planning workflows uses a 3-strike protocol for repeated errors and logs all failures directly into markdown tracking files, ensuring errors are documented without halting the overall task progression.

The best way to manage research projects with numerous tool interactions is implementing a file-based planning framework that maintains task_plan.md, findings.md, and progress.md, ensuring the overall goal remains in focus even after session interruptions.

Yes, file-based planning works without external dependencies, relying solely on persistent markdown files and internal scripts to manage complex task workflows, track findings, and handle errors without requiring additional software libraries.