"The demand for Java Full Stack Developers is soaring as businesses integrate AI-driven features into their web applications. This role offers a unique chance to blend robust backend engineering with modern frontend technologies while exploring AI enhancements. Joining a dynamic team in New York positions you at the heart of innovation and rapid growth.\n\n# Job Summary\nWe are seeking a Java Full Stack Developer to design, develop, and maintain end\u2011to\u2011end web solutions. The candidate will work on server\u2011side components using Java and Spring, build responsive UI with modern JavaScript frameworks, and collaborate on AI\u2011enabled features. The position is on\u2011site in New York and involves close interaction with product and data science teams.\n\n# Top 3 Critical Skills Table\n| Skill | Why it's critical | Mastery Level |\n|-------|-------------------|--------------|\n| Java | Core backend language for performance\u2011critical services | Senior |\n| Spring Boot | Enables rapid creation of microservices and REST APIs | Mid |\n| React (or similar JS framework) | Delivers responsive, user\u2011friendly front\u2011end experiences | Mid |\n\n# Interview Preparation\n1. **Explain how you would design a RESTful API using Spring Boot.**\n *What the interviewer is looking for:* Understanding of controllers, service layers, DTOs, exception handling, and security.\n2. **Describe the process of integrating an AI model into a Java\u2011based web application.**\n *What the interviewer is looking for:* Knowledge of model serving (e.g., REST, gRPC), serialization, and performance considerations.\n3. **How do you manage state and data flow in a React application?**\n *What the interviewer is looking for:* Familiarity with component state, hooks, Redux or Context API, and best practices.\n4. **What strategies do you use to ensure code quality and scalability in a full\u2011stack project?**\n *What the interviewer is looking for:* Testing (JUnit, Jest), CI/CD pipelines, code reviews, modular architecture.\n5. **Can you walk through a challenging bug you resolved that involved both backend and frontend components?**\n *What the interviewer is looking for:* Problem\u2011solving methodology, debugging tools, and cross\u2011team communication.\n\n# Resume Optimization\n- Java\n- Spring Boot\n- RESTful APIs\n- React (or Angular/Vue)\n- Full Stack Development\n- AI integration\n- Microservices\n- HTML/CSS/JavaScript\n- Agile/Scrum\n- Unit & Integration Testing\n\n# Application Strategy\nWhen reaching out to the recruiter, send a concise email that begins with a friendly greeting, attach your updated resume, and clearly highlight your top skills that match the role. Make sure to mention related skills you possess, such as Java, Spring Boot, and React, and reference any projects where you built end\u2011to\u2011end applications or integrated AI components.\n\n# Career Roadmap\n| Current Role | Typical Experience | Core Focus | Next Position |\n|--------------|-------------------|------------|---------------|\n| Java Full Stack Developer | 2\u20114 years | Full\u2011stack coding, AI feature work | Senior Full Stack Engineer |\n| Senior Full Stack Engineer | 5\u20117 years | System architecture, mentorship, AI strategy | Lead Engineer / Engineering Manager |\n| Lead Engineer | 8\u201110+ years | Technical leadership, cross\u2011functional delivery | Director of Engineering |\n"