Use established naming patterns and correct capitalization throughout the codebase and documentation. For test fixtures and recordings, follow common conventions like `__snapshots__` instead of custom directory names: ```javascript // Preferred // store test recordings in __snapshots__ directory const testData = require('./__snapshots__/test-response.json'); // Avoid // using custom or inconsistent directory names const testData = require('./__data__/test-response.json'); ``` For product and technology names, use proper capitalization and complete names: ```markdown // Correct # Oracle AI Vector Search with LangChain.js Integration // Incorrect # Oracle Vector Search with LangchainJS Integration ``` Consistent naming improves readability, maintainability, and shows professionalism in your code and documentation.