
With experience in designing structured legal problem sets, evaluating multi-step legal reasoning and reviewing written legal outputs against defined quality criteria, I am skilled in translating real-world legal workflows into clear, structured tasks suitable for AI system training, evaluation and human-in-the-loop assessment. Actively engaged with Vettam AI in developing legal-AI–focused academic and practitioner-oriented initiatives.