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:

// 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:

// 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.