3–4 years of hands-on software development experience, primarily in Python. Strong proficiency in Python, OOP, data structures and algorithms. Experience developing applications, backend services, automation frameworks or engineering tools. Good understanding of REST APIs and web services. Experience with FastAPI, Flask or Django. Good knowledge of SQL and databases. Experience with Git and software development best practices. Familiarity with testing frameworks such as PyTest. Understanding of basic AI/ML concepts and practical exposure to libraries such as Scikit-learn, TensorFlow or PyTorch. Exposure to Generative AI, LLMs, RAG, prompt engineering or AI APIs will be an added advantage. Robust analytical, debugging and problem-solving skills.