At Niyyah, I build the AI backend behind the app, including an agentic answer pipeline grounded in ranked sources and an evaluation harness that scores answer quality. I also shipped React Native chat features with streaming answers and inline source cards.
On OpenSpace, I fine-tuned Gemma-4 E2B with SFT and DPO, then shipped it in a privacy-first therapy companion that runs entirely on-device. I’ve also built mobile products at Keepoala and training-data and evaluation tooling at Turing.

