source-driven-development

To verify framework code against official documentation, you detect exact dependency versions from project files, fetch relevant official documentation pages, surface conflicts with existing code, and include full source URLs and quoted passages for each pattern.

Source-driven development for framework migrations ensures implementation decisions are backed by authoritative official documentation, preventing reliance on stale training data, deprecated APIs, or memory-based patterns that introduce bugs and long-term maintenance costs.

To implement routing and state management using documented patterns, fetch specific official documentation pages for the feature, extract API signatures and patterns, and produce code that matches the documented usage for your exact dependency versions.

Yes, this approach works with frontend and backend frameworks when implementing routing, forms, data fetching, state management, authentication, migrations, or creating starter patterns by verifying against authoritative official documentation.

The best way to update deprecated API patterns in a React migration is to detect versions from package files, fetch migration guides and API references, highlight discrepancies between existing code and current documentation, and present options with full URLs and quoted passages.

Your framework implementation conflicts with current documentation when code relies on stale training data or deprecated APIs. Conflict surfacing detects exact dependency versions, fetches relevant documentation, highlights discrepancies, and includes full source URLs and quoted passages for each decision.