learn-first-parallelize

What problem does it solve?

This Skill streamlines batch operations by ensuring patterns and edge cases are understood before scaling, preventing costly errors and ensuring consistent quality.

Core Features & Use Cases

• Pattern Discovery: Manually process a few items to identify naming conventions, content transformations, and edge cases.
• Subagent Prompting: Document learnings into a comprehensive prompt for parallel execution.
• Use Case: Migrating hundreds of configuration files. Manually migrate 2-3 to understand the required changes, then create a subagent prompt to handle the rest in parallel.

Quick Start

Use the learn-first-parallelize skill to define a pattern for migrating skills and then execute it in parallel.