
Sampath Bank
Architected an AI-driven fraud detection platform with real-time risk scoring, behavioural analytics and LLM decision support.
Teaching Sri Lanka to build AI, then building it.



In good company












From a first line of code to a system in production, the work starts with what people need.
Workshops, cohorts and stages across Sri Lanka and beyond.

A few examples of AI engineering moving beyond a promising demo.

Architected an AI-driven fraud detection platform with real-time risk scoring, behavioural analytics and LLM decision support.

Led R&D for an AI grading system spanning printed and handwritten recognition, synthetic data and scalable inference.

Designed an LLM-powered recruitment platform for CV parsing, ranking, fine-tuning and evaluation.
Get clear on the decision, the constraint and what a useful outcome looks like.
Shape the data, evaluation, inference and human feedback into one system.
Build with the team, learn from real use and leave something people can run.

My four practices sharpen one another. The classroom feeds the consulting work. Consulting feeds the day job. The day job funds the ventures. The ventures feed the classroom.
Read my storyTell me about the problem, the team and the outcome. I take on a small number of focused engagements each quarter.