Implementing Code

Workflows

• Security Check: Injection flaws, auth issues, sensitive data exposure
• Performance Check: N+1 queries, memory leaks, inefficient algorithms
• Readability Check: SOLID principles, naming conventions, comments
• Testing Check: Edge cases, error paths, happy paths

Feedback Loops

1. Implement feature or fix
2. Run local tests (unit/integration)
3. Run linter/formatter
4. If failure, fix and repeat

Reference Implementation

SOLID Compliant Class (Java + Spring Boot)