expert-analysis

Analyzing external documentation to produce actionable implementation guidance involves extracting core principles, mapping patterns to specific files, and generating an incremental plan with verification criteria. This Skill creates doc_analysis.md and implementation_plan.md files to deliver concrete file-level guidance for the FlexTime codebase.

Pattern-mapping from external docs is the process of digesting architectural concepts from whitepapers or blog posts and translating them into concrete file references and incremental changes. It connects external principles to specific modules within your codebase for safe adoption.

To create an implementation plan from a whitepaper, provide the document and target codebase area. The Skill digests the external documentation, extracts key concepts, maps them to relevant project files, and proposes incremental changes with risk notes and verification steps in an implementation_plan.md file.

Yes, you can map architectural patterns from external documentation to specific FlexTime files and modules. The Skill analyzes the external document, applies pattern-mapping to generate concrete file references, and delivers incremental changes with verification criteria for safe adoption.

You need to provide the external document to analyze and the target codebase area. The Skill then processes this input to extract actionable patterns and produces both a doc_analysis.md and an implementation_plan.md in your workspace for review and iteration.

The implementation plan includes incremental steps, risk notes, and verification criteria to ensure safe adoption of external documentation patterns. These verification steps are generated alongside concrete file-level guidance to help you validate that the mapped patterns function correctly within the FlexTime codebase.