Sudarshan Ethirajah

Two years in, I build AI systems that can show their work: documents in, knowledge graph out, every fact traceable to the sentence it came from, and a deterministic layer that checks every number the model writes before a person reads it.

Currently at NSAI I built the fine-tuning pipeline, the extraction service and the evaluation layer for a neuro-symbolic platform aimed at regulated domains. Usable extractions went up roughly an order of magnitude on identical input.

If a system cannot show where an answer came from, I do not consider it finished.