Mary Fung
roleJanuary 1, 2024

AI in practice

Synthetic data architecture, internal agent libraries, evaluation infrastructure. Work spans regulated functions where the bottleneck is rarely the model.

I lead AI work inside a globally distributed team. The artifacts I spend most time on are synthetic datasets that behave correctly under real questions, agent libraries other teams can actually reuse, and evaluation harnesses that hold up to a skeptical reviewer.

Most of what I've learned doesn't generalize as a technique. It generalizes as a posture toward where the failure modes hide and who will own the output once it ships.

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