1. Strong experience in AI/ML & NLP (chatbots, LLMs, or sentiment analysis).
2. Proficiency in Python + frameworks like PyTorch/TensorFlow.
3. Ability to build & deploy prototypes into production (cloud or local).
4. Awareness of data privacy & security (GDPR/FADP).
5. Startup mindset: can work independently, fast, and resourcefully.